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Quantitative Analysis and Operations Management
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. . .<V c:g "9 d. #:I. ~ 1~• -1""°""""""rilNJlflftfl!fl!lHl'l11llTl~!'HM'l'I 1.1.1 mn u1Au{)Ullfllfl11" 1.1.1
' ' ' .q t:i 1 #:I. #:I. "9 ""'!
!'lll!'ll1fll1ftfllJlrl'lfJ1J'l'l l l'll'l'll'l'I 1.1 !1M'l'I 1.1.1
i'.1~1nl11111 "m1n~1<1f'1lluh •Duflrn'1l-lli~'llil~Nu'i11111~~ liiltJfl~~~'~rl1urni'ltJh~1iJ1"1ll• •
m1&ii1lluhYium61" nT1~0J~n~1&ii1lluh~u ~u'i11111'~iiiil~cliu~i'.lm1l-lii'.loilil:J;i61~~Yi11Vii'.lm1l-l~uh
'Wil~'il~nii'1<if'1lluh m11iJn~1<1f'1lluhLni1'il1nni11m"i<lf'1lluh~i1i1b'l'111~1iJ~~eJll-ibbuh1u<iiil:J;J61 UiltJ
fl~'~llm"l1'11rnrnflni,y1 (case study) lu'l'll1d*~'~llm-,rl1111u'1n-llii.$lni,y1~iin$lni,y101:;ilei~'ln<iiil:J;Jmrn
111~eJ1lrn.iii1urnruiiul11iJmn Ll-i•wm'l'1eJ iin$lni,y1~noi:;ibrnruoilrn;161Ll-ifl"ilJm•flu'11c111GJ1'11LVfm1
'l•<i11~il'lJ1111iiu1iJ1"1~rnl'i1~m1 •-ilu.~mnu1um<1101'i~~1'11~1um1iJmm1n~oi~iln1"111 111l:J;J61~i'.l
~umut11u'1l-lu1rn '''1111i1n~'1l-1m-,1'111feJm1oii11ill-161i:l'il'luu~i1bYi1~11111.lulm'l,fl11~'11 bbil:;o/ii1lluh• • •
1u-,~<lfu111rt~ ~~N61~m'il'l~bn'1<111l-lmfeJm">L<il~uili~m1:>Jil1•1iu~'~111l~1111m1:>Ji111'ieJ.iJei:i;:61•~l-lb~l-I
b~ilm"><if'1iiuh~•bl-imh '1l-lJ"lffil-l1n~u111'iil<iiil:J;J61b~ilmwi1'1il!Jfll'><ifi1iiuh11]niiiil~b111m~'1l-IVl~il1iJ
111'ieJm'iloi~ullllrjm">.i'u1111.i'uffl'1*~11il:J;J61~oi~,l'JuiJ-,~LtJ'llurl1111~un1'>"11,uun'ilm1.ieJ1u1.l
1um1"i'1m1m1"11bttu~1unoirn">l-lil~hl<111:.J ii:n$lni,y101:;1i'eJ~1'11m1l-I•1111'ilnu'deJb~il,,Xu1
111~1lil'l}1111iiu11VftieJ,bbYfrieJui:iuiiieJ m1GiLOJ111t!'lVibb<11n b.iJ1h L'ii'Y11'i111'im1l1hi:J!1.J111111h1111'i1i'il~fll"i1Vi1'11
mJ1,1-,111'iilil'lJ1111~1Jm..n•lium.h'11"W-i'eJ:>J,ii~iiim•1l1h1ueill'1TI<i'1~'1 ~..~"Wu111'im~ilul'JJ.i1~11Vi~
-iiDl-ln~7m-ii1miiuriDui'lu<iimmmbbt1:;1Vimm11-ifol-1nLvrudJwnm.Yh1•"l~ -iiDl-lnLviml'lum1l-I
• • •
~"1,ilu bb<1:;vi1ni.i11t11-iinf1~bbt1rnbt1d1-iiil~n1'1-m~1mm'll~1m:S~tl"lmm vi"lD-iiD~n1viu~i'],~'ll:;Vi
1ub:S~mi1J11wii1~ fll'lbbt1rnbt1:;i1-iiDl-l<1m'li'lu"l'lllfll~ilm'lm'lliilbU'U~1uiiu1Vi'A'll"lilll 3Vf1-iiDV1'9'fl$iil' .1) Jl1ui:l•~m-llboii1 (input)
2) #11urn:;mum-. (process)
3) Jl1m.JnN!i<11 (output)
m1Vlm·:1t111nH.r1'llif11.011u11.Y1 (Input)
-iiil~n#i1ui:l'J~tJU1boii1vi"lD Input blJu-iiD~m~mnuil•~t1'1i1~'1 ~u1m1-ii'lum-.lii1bu'!4-l1u m-.
'A'll"lm1-iiD~<i~blJ'U Input iiu m-.,:;'A'J1"lm11Vi~vi1fl-iiD~n Input ~u1m1-tlaJIJfl<if1l~'Vl"lDii
fl1ll-1'1<11ilb'1~1l'U n'J:;'Yi11Virn:;u1um"lvi1~1rn'i'1Ltlbb<1:;/V1"lilN<1Nli<11bnilmll-1WilW<ll'111ill-1ltiLJI ,~11
•:;iirn:;mum-.~~'vi1'l'1n<111l-I ~~iiu ~~<ifml'.im-.fliurnmoifo~n'li1~'1 1vr~ ,r)D1Vil11l-11-.11u1~~~Jfl
<ifD1bvi1iiu~'J:;boii1m:;mum"l'Yi1~1uii"1Ltlum•1fliiu'11™•1-.m1m1mh~t!'llEN-iiil~n~•:;u11ti1-ifJl1t111
blJu-iiil~n~iim1i<'51•lJ'Ubvi1iiu ~~':;'Yi11Vim-.~'1m"lbn'1tl-,:;ifV1nNnbb<i:;tl;:;ifVInmw!~ m'lu1bm-ii€1~n
'51u1'Ul-11fl'l Vi)aJiim1l-lit1~tJl-11fli<1'-ii1rn:;u1um·N:;,tium•La.i~l-lnul111~m•:;~•:;tl7:;mn 1'fl'll:;Vi
-iiD~n'ii1~'1 m<11iiu1'1t11aJ'51blJ'U vi11VlL-ifV17wmrn1tim.h'1a.i~l-l~l
..:::.. 91 G 91
fll':i'l'l1ll':iil.!l'llfljll I'lllll'llil1~1J1'11fll':i (Process)
1fo~n#i1ufl;:;mum-,vi"liJ Process 1Jiwi -iiD~m~mnurn:;mum'lbb<il;~'U<11il'Umdtiijif~~m
'llmm;ii1bU'IWl'Um'liiml"im1i<tJ1111mD,l'.irn~1'Um'ltiijif~~1'Uil~1~h iin1'9''"n:;l'.im1l-llill-lldllb'Yi1l•
blJ'UV1~fl'llmm.U1-iiill-lf!Ji'1udm'lii'lVfbn'1tl;:;bti'l1U'lum•11~bbN'U m•~~~m m•G'i'1<11ll-I bbfl:;mu'1l-I
. '
m•l'i1buu~1u Jr~iiu 1uil,l"im•V1"lilV11'i1rn1um••:;ll-iiil~'<111 viu1m1ulln1'9',m•Nli111•vi1h l1
b'1~m~fl'lVl"lm'1~il~llD ""':;n1'9','1u~•rntln,V11il'lil,'lu Input 1<iimfluilmbfiL'Vlu -iiD~<ibV1<i1d•:;u1
1t11-iftl,:;fo'l1UlJi'D~l~mfll'Ufll'l1l"bN'Urll~'fll'lNfl111 fll~ilfll'lflillfllW bb<l:;fll';j~ilvilrilVl'Uilfll'l'Yil,l'U
(scheduling)'llm,1u'luviu1m1uV11flml"im•laJmm•11l1*1,n1'9',m•Nli1111Vl,f1t1mD'liDmmm.l1'U~boii1m
'il:;'Yi11Vibn'1m•<i1-if1 d'w1um-.Ni1111""':;1aJmm'll.ll1*1,Nm1u1111l-l~"lJiwl-ID1JV1mt11#1 'lurrnflt9'unu
vi1m1*1,n1'9'~m-.Nli<11mflbnu"lt1iim,tf11•:;mm·mt1ijifG'i~m"l<iiD~1~,f1t1~wil w;in'il:;bn'1m•11~1u (idle
time) 'llD1ri1~~m-.Nli111riilNmlilt1~1bb~fll"l'<11'YJ'U~LaJ~l-lfi1 m1:;'111'lJr11'9'1L'i!Yfum1u
-=>. v v ..::..
fll':i'l'l'il1':iil.!l'llfljlllll'lll'li:ll'li:lll (Output)
iiD~nJl1uN!'IJN!i111vi1il Output LJi'bbri -iiD~m~mnuN'<1Nli111vi1ilN<i'llmm•~1buu,1u "laJ11'il:;
'Yi1m'l,l'Uill;l'lV!lflllfll'l111'l1'ill11l1Jif1l~<I~blJ'UNflVl1il Output bb~111llJ'U11i1l-l~<if0~m'lVl1ilLaJ n'il:;bnil
m™'(l.llmbbn:;tl7ut11~rn:;u1um.'lrn1uV11Dm:;mufl1"lm"l'Yi1~1u'ii1''1 '~il~'il:;vi1'lvrbnilNnt9'w~~~
~1-1'limiiei1'liei1 nu11.1 1u.m.itli]u~'JJmm"lmu<iJl<<iJrn111Y<n<J~1'iim1i,iunY<~m'li1111umfim.,y11iii1~1-1
V1'J'.il-ifil-'.im1'J'.l'l1-1'1J1N~n.'11 (customer complaint) mdJ1-1-ifm;1fl~<J~tlwrn~mumw1111-1'li111 '1Jmm.'im-,
V11nwu1m11-1V1'J'.eJN'tlnu~Y1nwu11'JY1n.ius:lm1<i111<Jflil1J~1~<i11-1m1l11<J1n-ifill<fl"111-1 Output d Nfl~l"1'I 'l<J q q 'II
n<J~dJ1-1m1~m.h1ri111-1V1u1m11-1V1'J'.iJn1J1J.i.imX1-1 m11'l<Jl'i"llil-ifm.Jfl"111-1Nf1V17il Output d'lvri1.;f1"111-1• • •
~""~1i.i~ 1v1il'lVfi11Nfl~~i:i1-1m<J<J~u11t1'l-ifnuV1u1mm51-1~-if111~!N dlum"l'llml'JNfl m1i,i~1t1'l1-1
V1u1m1wl1-11 V11nil~hi1~l-i~n<J~1li1-1uY11~l'l1-1'lVl"1i1oii1h1u1-1eJ1.'im1i,iiml'J11-1il1.'im-,'liil11.1
' ' . 'G} ,,:g I <=t <=t ~ .<::!.
!'1-1!!'1-11fll'l"l'lfl'lllll'111U'l'l 1 ~0'111'1 l.l !10~'1'1 1.1.2
•..All'l-11'1 1.2
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,:;ei,Y 1.2.1 m1:i.i'Y1mmm:;11<1Jmm·;"11mnl'i1l.i'll:Nil:ii'li1mrn
,4ei,~ 1.2.2 m'ill1:;~n<11"l'6m1'i<.i'll:Ni<:ii,mmrn
<1mfi 1.2.3 <if1Lbuu'llei,m1'i<m1:;V1,:ii,mmrn
1. m'l'il'1'll:;VI':jl,tfimrnLllum111-TN<if1LbUlJm1:;m1vn~1<11eimnn<if1bblJlJ'~ei1.t1~1<11eiu
~11K'1u1JH1lum'l<if"1i1uh'Yll~Ij'lfi"J
z. 1•1nm11Lm1:Ni•:il~mmrnlieiri1«u"1~u•~ei11:i11'.Jft~<11'll:i.1111n.i~~~ftm L"1m~:i.i"J1nm1
~un.irn<11m11<11'1'b'11111Lb11u'1vil'1-rnii~11K~"1fiu<if1••uum11111•m1:i.i,:ii,•lfu:i.111-6
t 'j 2'A !UA 2' <v I ,.,,! J; fDI ~ "-'
'Yll~m'l'Ylvn'l <nnum"1:i.Jr;j<11"1'1U<il'lbblJU<111''1 L~:i.J'llU:i.JlluU!11"1lJ
3. m1li1:;EJn<11"l'6'i'b'1m1'ib.i'll:;Vib:ii~mmrn 1"1m;.~1:;1u~1uY1ncy"lfi"J•llum1l'i1•uum1
L~€1LiJi't;'fm1:i.i.J1111ei'11'lftUl'Yli1~"J:;1.t11111ii,Um'l<ifilftUl<J,~mnum'll'ill'UU!i"ln"J l~€1• •
vi11VIIl"n"111ii~~"1ey~~"1'llei~li.,:;il'Yllin1~1;';
4. <if1Lbuum1'lb<fl'll:;VIb:ii~li1mrnYi~;';i.t1Lftuei1U'J/"1'i'b'1d1;';mi <if1bblJUm11li1Lbrn:i.i':ii~,ffu
<if1bblJUnl'l'llufi, 'YI11i.;5m1<if"1i1uh m1<if<11ilu1<m1l'.J1~viml'.lnl:Jmru,o/ibbl1:;<if1bblJU
ci1ilu~ub:ii,1l!fl'll:;VI m'l'ibm1:;VIb"11ei.n1m1uLbft:;<if1Lbuum7"1ei'VJ <if1bblJU.im.im.1
v ,.I J
1llfi!u':i:::i:l'.:iri
b~ei0ni.;1<11eiu~ 1.2 "JUlli'i'l un0ni.;1mm'lll
1. eilirnl'.Jm1:i.i'Y1ml'.JLbci:;'l1'<1Jmm'l'llmrn'l'ib<fl'll:;VI,:ii,mmru.11K
2. eilirnl'.Jb~eiu1'll'llei~m'l1.t1m'l1•m1:;V1,:ii,111mrn1111i'lum'lbvi:i.ie.Ji1<11rn~1;';
3. eilirnmLu1~il'llei~<if'mlJlJ'111''1 lu'i·inm'l'il<fl'll:;VIb:ii,111:i.i1ru,11K
• •<!! ~
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vnnmh1li~i'lf1~111i'i1EJnl'i-'lbm1tVil'R~ll'hnru.LL.11 'J:;i'.l;m'lEJrn'iueJtj 3 ;€1 $iei m1'lbm1::Vi
b'R~mmru, 'Vl'ieJ Quantitative Analysis 'l'Ylmm1%1iim"l 'Vl'ieJ Management Science bb!1tm1i~!J
b'n~lliju&im1 'Vl'ieJ Operations Research iif~d~ueJtjnuLLU1'Y11~'Vl'l€ll1:J.J:J.J€1~ (approach) ~1i'lum1Yl,n1ru1
UeJn'J1ndl'J'~il'l'lf1m~fl.i'1EJfl~~nuLun1fl'l'lf1Lfl™::1ff1ilil4 L'i!Jffll 'l'lf1Lff11'!ll'l&i 'Vl'ieJ Econometrics
~~VimEJ!i~L'Ylflufl<il1~'1 ~1~um1'lbfldl::Vi'Yl1~bff"i1'1l'i11i1i14
fl113J'IUJ1£J911illl'IJ1'11Hl'lflfll"illfl"il:::Yl1:ti-:itJ13.11tu (Quantitative Analysis)
lULbU1'Y11~1i11:J-Jl'lf1m1'lLfldltVibon~mmru.d 1.-i!Jvf1LllLL.11bJlUbbU1'Y11~~L-ifnulW11'1l'lf11J"i'V11"l
Jfln'J riiN'J1nmi~nw:i1m-i~'Jru"lV11-iii-in'J~U 'J::L-ifiif~i'Ylm'f11ilil4mi:;i'li1ll:; (Science and Art) 1u
mTu1V11'1nm-i'Y11~i'YImmilil4m1i'lum-iu"lV11-iTI1n'J~u 'I::Ll'ium1&i.-ibL'1t<i'i.-ii1uh 1'1!J~U"11U'll€1~' ~
<i'i1b'1'll'Vl'ieJ.ifil:1;Ji1~l'.liltj m1'lbm1::Vi,:n,mmruV1mEJii' mm1ifJ1.ifm;Ji1~dJu<i'i1•'1'llmll-i::m!JWi!bllu.
il,f1m1:J.J-i' (knowledge) 'Vl1umwurnfl (information) xr!fl1-if<ilri1uhrrn1t1n'J EJn<i'11mh:1b'liu b";nl'.l
.if€1:1;Ji1in&iLueJ~lileJtj<;i1u1u'Vl'l~ mn&ililb€11:J.J1'Vl1'11b%~!J (arithmetic mean) V11'11fhub1'imblJU:J.Jllil"l.!jlU
(standard deviation) bbi1::dJum1:J.Jib~mnull-i:;'illfld'llil~m11l1')ru.'wu&imh~h byjeJ~'J::u1Ltll-if
<i'iii11uhb'R'Jl"n'J<ileJ11.J V1'ieJV11fflin'Jm1l1m1:J.Jii~mffuJnfi1'lleJ1n'Jm";d1 Jnfi1m1-ifu"lm11uilii111~
:J.JlnUeJ!J'lJUllilL'VIU bb'1:0n'Jm"Ji'.lm1:J.Ji1m1nlum11Viu"lm-i1Vi11.-iL11mn'11Ullil1'Vlu n'Jm1nmm1n~
'JtLm.ifei:J.J!1LV1fi1iXU:J.J1ll"i::m'1lVilli'im1:J.J-i'11imum1ill (situation) m11Vimm1'llei~n'JmdL!'iuilu11h• •
jnfl1'J:;~~v·mhLL'11'Vlu V1'ieJjnfl1'Jttl"i::6luiJ'lJV11mnihilmf1EJ~llil ,yjei'li1EJ1um1<i'iii11uh11lueiu1fllil
m"i~'J::1'1l1m1LYi:J.J~lilm1:J.Jmm1nh1m11Viu"lmdL~:J.J~u'Vl'lei1:J.J LL!1tV11rn~:J.Jmw"lm"ilb'11jnfl1'Jtl1
ml:J.J~~vmhmn~u'Vl'leiLl-lL<Wm1.-i
<i'i~iXu bl1eiv:l'J1-;ru.11uL'lf1'llil1m"iibfldl::ViL'lf1mmru. m:J.J1"innfi1111i'in111'1 11Li'.leii'.J<i'IJL!1'llLb'11
'JtLm<i'i1L!1'llmll1:;m.,tV1,n.-ieJ1'1m1:J.Ji•yjeJ1til~um.,il.-i1uh'Y111ii1n'J11i'ieJu11h luLeJnm1tl"itmi1
i1"i::'l'll1m"i'lbfl11::Vi,:n1mmru.d'J::nfi11ii,11lm"i<i11'1 ~'Jrn1::m'1.ifeJ:1;J'1lu~mJu<i11'1 LvleJ1Vllli'idJu
ml:J.J-i' ~1'Jtl-11iihum"ii-i'11<i'i1rnJu (model) 1uwLLuu"111'1 ,yjeJfln1't1LLi1:0'lbfldl::Vim:nun1"iru"111'1 ~. ' .L~EJ1num1~.-im"i 1u~d'lleJ1Viibnflnmb.if1h11<i'i1bL1JlJ (model) "11~'1 ~u1LiueJnululi111'11udiif1
VI'11EJbl'iun1"i"i1u-;1:J.Jimti1:;iun11ru'lleJ~un'l'lf1m"iLL"::ibn~.-im1"11~'l ~1'1tl1:;iunuiJtJ'VI1"":;fu
'V1u11lm"i'Vl1'111iieJlJ'lleJ~iJ'lJV11iXu'l ~e.hum f!J"i:;lii1~'1 LU'VIU~~eJli111rrnli'i1ud ~~bl'iuLY1EJ1<i'11eJu1~
'llm1ilm11h~;J,J'lt1.ifei;J,J11"il1m1mum1rn1uei~<ii~r-l1um11 b~eil'.l.ifei;J,J11~ueith,V1ii, 14fl'.lnwu1m
• •
1h~m111u~ni,rru~V1ii, bbl1~14fNl1bU'.fl,fi'm1;J,JVimm1mm1t11-ii,1w1ifl1t114f bY<'ll~>t~tXuwu,fifl4f1u
n111b'fl11~Vib'ii'ili;J,J1ru~'l-l1b<.1ueinuT<iitJvf11ti"il~blJu<if1fl~1'm'nh~m<1<if1bb1JlJ<ii1''1 ~'1u~dll14f'l-l1bm
<if1bbuutl1~mru 10 <if1bblJlJm1Vi0ni,r1 bY<11~>1~tXu"i'<iitltl1~mfi''llfl,m'l0ni,r11u1'1i1m'l1b'fl'll~Vib'ii'
'
ilimrud'.Jum'lfini,r1<il1fl~l''llfl'm~u1um'l;,i<il'llfl'iin1'1i1m·rn1mXn11'1mm1w1flufl~<il l<iiff'l<il*
vimtJ~bbVi"il~'1um'lfini,r1 <iffl,m'l1Viiin0ni,r1~'V1mtJ14f1'111u11 b~fl14fri1m1i'1ni,r11'1i1d1bii'1l'.lm1;J,J
b-ii1hm1;J,J;,i<iibb<1~1ilm1'llfl,iin1'1i1m1ml11~u ~'vi1ni1iinfini,r11~Y<uvi1flbN'iitlJnu<.1mum1rnb~mnu
IImm1t1'1-l1<if1uurnvil11tXumtl'l~tJn'iit'614f vi1flvi1ntl1~<.1ununmum'lrn~"11'Lu<J1nYi14fit1bi.1'.fl111u
'
'Jl<il1'1i1d iinfinmm10nB1"il~mm'ln'l-l1mtu1um1;,iil'llfl'iin1'1i1m'lbV1Gi1tXu~r-i1umbbii'1 mbllu
<if1fl~1'1um1n1'1,m~mum1;,i<il'llm<iiubfl'b'V1flm'filtlJV11 vi1fl'l-l1m1-iim;111'llfl,<i1Ubm~l'.11unnl'.n11rn
tXumtl1~mmlium1;J,Jib'iilfl1-iit11~nflum1<ii'<iifluh1um1~1buu,1u<iifl1ti <if'~um10ni,r11u1'1i14f1ud
~'1l-J14fi'.l'llfl1Jb'll<ilb'V1rnbb.i<ii''lbblJlJ~Ulbi.1'.8Hb'Yil~'. 'llfl1Vifi1u'li'11<iifl1u"ilt'l-l11JJ1-iiri1eitl'l 1u~d'llfl
buu111Virhn11fini,r1m~mum1;,i<ilmnn11~"il~0nB1bV1rn<ii'1bb1JlJ'llflnilm1"11''1 ~l'.l~;,i<ii.'u~umbbii''l
•
l'YilU'.
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m1:1JID"JY1llu (prnhabilityl •W'j1niii.ld;j<Ji1~mfrir;u'11 '1ufii'.im1:1Jmbi'111n'111.9o •~Vi'd:l.1.275%
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~~l11h bb11~~1b~~um4'1eiW o/11bbuubbm~~t1 "i1~~''lnrn•flm:11lii~bbu~1'1lt1m"lL.ifm.,.~111~~lmoo1m- - -" - -·-- -- ---~- -"- -----.~-------- --··- ~------"-"'"-- ,.
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W11!1l1Jfll'ihhm1rn111i.:i1.Tu (Linear Programming)
<i11:1-1~1ef1mi11mbbii'1L11li•~1'~'ll1l''l'lf1m•"ibfll'1r,Vib~'li~:1-11rn11m-illidbbrn:1-1b~'bl11t'111LlJ11
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f11li.Jii'1bblJlJ'lli)lnl'l1lJ1LLn"J:rn'il1•iitt ~€1 "alloc.ation of limited resources for optimum use or result"
"l:;illJ"l:;L~.11'1-.n 2 i.hn~.1~€1 °-13ti.mu!Il r~sult ~1111J-JltJP1_ ~l~JilU,~~11,l -~~~1~d~~il ljmitlct
resources 111m!'JP1 1111vm1rn~l'.l<i1fi.i LYl"lW'1%~1-I !l1fltJ.,:;n!l1J'llillf1l"l1tJ·mrni.JL'illbi'i1-1~1tJ"l:;nil1J111tJ,-._,.____ ~~- ---- ~ " ' - ~ ~
2 ri11-1 ri11-1LL"ln~m'11r'.li'wl'<ii1JU"l:::fi1fl (objective function) ~€1~1rj1l<J"l11-ll 1117€1 optimum result
1117€1Nl9'l1€11m.,~.i"""~,.,1tJ"l1"l11m •'liu ,.,111€11m•~.i"""1111'y;l'J1rn•~il111111111h<J1'l.i w1n<li'11
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Distribution vi'iil MODI 1Unl'l'Vll'1llllilU 1;;J1Ji'l-iiw'l!mltlllJlilcfl1bbUUnl'.'111'lbbOWb~ilbftUbLUUbb"iD~
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fl1111J1Jfll'HJ3'U'IUJ1£J~TU (Assignment Model)
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~'<i11bblJlJ'llil''Y1'11'1iim:wdmm"lt1'li1tJ'lVi4im;1'inum1'111 'lu'1mum"lm~iim"lbb'li,1iu 2 Hl!.id uforntJ
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1nm"l'Vl1'11<11ellJ'lVinu'Ylq1'1ijbrn.JS1 2 bblJlJ bblJlJ~'Vl'il,,'l<ii<11"l"ln:o'lum-;<ifi;i1uhV11'11<11fllJ bblJlJ~'1fl''l<iim"l
11.J"lbbm:wb'll~bifu'lum"l'Vll'11"1fllJ
m1fl'Aiftti'ililll'Jii11'1rn11'Jfl~!flWorl (Multicriteria Programming)
m"l<if"11uhmtJ'lo/J'Vlmtmi)mrn.vi'J:;bbU~flflmlJu 31.J-;:;u1'Y1 ~fl 1.J-:;:;uwm-;n Preemptive Goal
Programming ~fl m"lu1<i11bblJ1Jm"l11.J"lbbm:m'll~bifUJ.J1~ni,;1<il1.ifff~1ni;i ni111~fl 'VllnNflur:iu<ifil
'i1n1?1ileJn1u'J:;1'h'lVid'ii;iN'i<iieJ'i'mum"lrueJtJ1~h b'liu 'lum"lNli<111ufi1'llu1?1V1rl~b"l1l'1.ifeJ~1ni;ili11u
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b'Yil'li;i mtJ'lo/11<11t1tl"l:;'i'~fi~<J:;l'1Nl1Ni1<11m'11?1 <if,i:iu m-;<if011uhb~fln<J:;o/lm<iii;iluh b~flm:;V1-J1,'i:;bl11?1• • •
(violate) biilu1'll'lJrn1<11t1~1J nlJb~flUl'll'llil,bb"l,,lu<J:;'i:;bl1"1~.jfil~ln1?1L1?1Lu~1u1ub'Yi1L"1 'Vl1il5niitJ'Vl'if,~il
•
<J:;'lVii11Jlum1:w'11fi'IJ (priority) 'llil,'i1u1u1'VIUJ.Jlnn11nu 'luii'ni,;rn:odb1tm11 d'lu Preemptive Goal
Programming
1.J-:;:;m~'i'il' ~il Multiple Objectives Goal Programming tln~m-;11.J'lbbn"ll-lb'll,bifu 'J:;Sl
y;j,fi'iiu"l<11!Jtl'l:;'i',fir'i'ub~mnuY!~n'iiu4iil~1ni;i5n"J1"1'Vl'if, bb'ii'lumnumm~l'11<111Jtl'l:;mfi~o/Jmm-;
lJ"l".il1'Vll1ltJ1<11t1tl"l:;mfi<J:;1.jj Multiple Objective Goal Programming bb'i:;o/lfl,rll'VIU1?1'11<if1Jm1:w• •
rl1firu'llil~bb'lil1:;1'<11t11.J"l:;'i''fi1~ <ii'1bblJ1Jm"l11.J"lbbn"l:WbUl'VlmtJ1.J"l:;m'Y1 Multiple Objectives Goal Pro-. .grammingf<J:;blJu<i11bblJlJ~<J:;'l'i1'lVim<iii;ii1uh~i;imwmmn~S1'i1n01b~ilN'ili''V1i~~~~i;i,'liub~tJ1nu
'ii/ 51~...
~'Yi~ Preemptive Goal Programming bb'i:; Multiple Objectives Goal Programming 'J:O b'll1llnl"l
bbniJ'IJ'Vll'llil'nl"l11.J"lbbn"l:Wb']l,bftU'Vil'11"1illJ
tl"l:;m'Yl~fil:J.J ~e:i Analytical Heirachical Process H1t1 AHP d'/u1lim'lfiu11u11flum11Vf
'1rnuuil<J~tJ<ii1''1 <111:wi11Jlum1:wrl1ffqJ <if1iltll,b'liu 'lum-:;<ifi;i1uhb~ilmifu'Y11,'lt11"1ti'i'l"l'Vl'ii~Lifu
'Yll,'lJfl,lJ'J:iffi'!lmfobbvi,'Vl'if, illOJ<J:;~i;ii',iJOJ~tJ<iil''l b'liu 'i1u1utl"l:;'l11m~<J:;'l<iiu1m'lLflu'Yll,,:Cu 'i'ml"l
nl"l'J"ll'J"llJ'UbflU'Yll,,;cu il'IJ'Vll~'bb1"1~fl:W'Vl1il:W'illl1:01JULflU'Yll,,;(u 'lum~<J:o<ii"1SUh 'lUb4il,<if'nii11
ti;itJU"ln~<J:ol'lm"l'lVii!l'VIUn'Vl1il'lVf'1:0bLUUbb<ii'i:oil'J~tJ bb'li~nOJ:ol'lil'IJ'Vllll'J:O'lVf'1:0bbUUU'J~tJi:iU'l b'Yil'li;i
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1iim"lLum'lL,ii,'.(l'VIUn'lm,iJ<J~EJ.Jl''l Lum"llVl,'.(l'VIUni:iud'Ju1u'luL'lf-11'¥1tJl '118"1~bbl1:0bliU'l~lJ1Jl-lln~u
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• •
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n'il~L-iio/f1bb1J1Jtm,'li1rnnu~L'fon11 Minimum Spanning Tree j,j'iiliinwd,o/f1mJ1, 1vlfmi LlJudiu
m''tum1si1Li1mj,j'iiJm1L~.h1'11' o/11iJ81,L'liu mn<llei"m'lL~'i-11'11,'illn'<jOlj,jii,11..it'.i'iin'<jOlj,jii, m'ill'lm"
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iJtl1"h~":;LillLi'i'l-l1'11'~~.h~Zj'11il~'l-ii f'iil Shortest Route Problem
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'11l~ml:i.JW~Wil L"J b111j1lfll b'1il1Jl~'1'Ylij''1
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{single queue single server) 'lrnlJVll111J'liil~ - Vll1ltJ~U<ililU (multiple queue - multiple server)
' .'l::1JlJVll111J'liil~ - VIU~ifU<ililU (single queue - multiple server)
fll'Hlltlt!~iitnttfll'HU (Simulation)
m1~1'1!l,'1mum·niidJun1111fi,i/11mJumuulli1bbm:1Jl'1il:1J1'i1b<11ei1 i/11ei1h"b-ihl m1ili'1bbUU
bbm01eitJ:w1b'iitJmtlu1111bbn1:w01ei:w1'i1b<il!l1 bbfl1~1'1ei"nw1-i1,1u'llei~bb11l'1eitJb.;;jei~1<iei'.rn~nT;;
bli~tJ'Ubbli<i,'llil,bbl111'1!ltJ b.;;j!l0ni;1~mif~TI'llmufornrnh"'l ~ri1111ul1m i/11mhb'li'U U'il'jii'Un'ilm1Sl
ri1u1Vium11 1111u1tJ bb111'1!ltJ 1 mn 1111m~:wri1u1Vium1-;btlu 2111u1tJ Slbbl111'1!ltJ~iuu1m1 1 bbm
'il::mm'l11<il1bm11'1eitJ bb<i::nm-;ei01eitJ<i'1#lb'l'i111111'iei'ii::%'1.lVIS1ci1u1Vium11 2111u1tJilmnl'1eitJ$uum1-;
2 bbm1'1eitJ 'iltbn01bbml'1eimb<itb1m1ei01eitJeitJ1,h 'iltb~u1'111n1'0~1<iei,<1mum1rn blluvrnbliein€in
1'11,Vlfi,l'Um">1111.i1<11eJU'illnili'1bbUUl1i1"'1
m">1111.i1<11eiu'llei,i/i'1bbuul1i1"'1 ~n<i11:w1mm1t11i1::1Jn~l'1ru<11m11<1111fuj"m1<Wi1.i1<11!lu 111'iei
1-iim1~1<iei,<1mum1rn (simulation) n'l::1#1.i1<11eirn~mnu bblliLurn,mrn ili'1bbuuilu'l vi'iei
11mum1rn'l1,ilu'l m"J"J::Slm1:w-iiu-iieiu~"mrnnun11'::L-ii'Vlqi;51'1ru<11m11<11~m1111.i1<11eiu1#1 i/11eitJ1,
b'li'U rnrn<if1bbUUbb1101!ltJluifni;ru~i1ci1u1Viu1m1111mtJ'l VIU1tJC,lmft!l,n'U (multi stage server) l'U
ii'ni;ru::Vi~mwu1m1 'l::4fo,iuu1m1'1nci1u1ViD1m1ri1u~111fi,,1nilu1liiuJJ1m-;"J1nri1u1Vi
u1m1ci1u~ 2 bb<i::ri1u1Viu1m1ci1u~ 3 11imftei,nu111<111:wli1<ifJJ 1umnh'liudm-;li1::~n<11"l-ii1'lqi;5
111'~m:wi/11bb1J1Jbb111'1eitJm"J"J::~' mnbb<i::-iiu.ifeiu bb<i::1urn,mrn'Vlll1"5m"<1n~<if,n<i11m"J"J::1a.J
mm·mvi1.i1<11eiJJ1Vibbt11l'1!ltJifni;ru::d'l#l bbl1it'i11-iim-;'<i1<im11mum1rn'1"1Ju11hbm">:wl'1ei:w.Y:hb<il!l1 n
"J::0ni;111mum1rnilubm::1111.i1<11ei1J1.1m-;~1<im11mum1rn~'bllub1'll'1i:il'1~'::bbni:Ji!J11111#ieitJ1,n1'1,'ll11'
.if,1uui!J1111~mm·m1.ifbm::1a.Jmm""'1t'Viqi;5m,ml<11m11<111~uI'bbnUi!J11111#1 m-;~1<iei,11mum1rn
~"bllm'Vll'1iil'1~fi1'1i!JL'Yll'1iim1fl,1um~"J::0ni;111mum1rnl1i1''1 Lu'.i'lnm-;1,1'1"'1::Vlb'ii,mmru1#1
ueirn111uei"J1nili'1bb1Jul1i1''1 bb<i::m~1<im11mum-;rn<111:w~1#ln<i11mbbfl1 t'.foilili'1bb1J1JLun~:w
'llmm-;11.hbbmm'ii,biiullnili'1bb1J1JV1ft"~fi1'1i!J 1#imi m-;11hbbm:w'<i1u1ub<li:w (Integer Programming)
iin0ni;1mm1t1~"J::0ni;1L#l"J1n111ii,i1ei111'iei.J111m"#11um11bl'1"'1tVl,'Ji,117:w1ru111'i!l'1111#11u1%tJb'lr'
115ii~m1vf1111 1'1tJ~i111bb1JJJm11111b1m:w~1mub<li:wbliuslibb1JU111ft,'ll!l"m11lidbm1:wb'ii,,ifubb11iSlci1u~
b~:w1~:w~'UJ.Jl"Jlni/11bb1J1Jm111.ldbmwb:ir,biiu flei 51-ifoii"ii'u111'iei'11'eiri1111u'111.i1<11!lu~1#1,::~m1#1bU'U
~1mu1<ii:w ~'1um11111bbm:wb'lr"'fiuilu 'l::ri1111'U'1'Jll'1:1Jii~~fi1'1i!J'llm'1:wm111i1''1 ~•::11~1,1tlui/11
• I ~ • I .~ <v J ~ v < v • I , .~ <v
bb1J1J11ei"1J1::m101ei u 1::mdbLdn "'"n'll'Ubb<lt11:1Jm-;•1mb'1l1"m1:w":w~ull'llei"mbb1J1<il1"'1 'Yjnn"n'll'U 'OJ::
blium1:wfl:wYiurrb'lr'6iiu111'ieim1:wfl:wYiuri'll!l'ili'1bbli1~tJnri1if'111ft"''l'i1ilu bm::li1::m~<1ei" f!!l w,n.:in.i,
11i1''1 1u11111bnd:1Jb'ii,bft'U"Jt~!l,bU'UW"rloii'Ubb1J1J11imflm (continuous function) i:iuf!ei ili'1bbli1€im::
'Yjnilf1mm1t1S1~11.i'!l~1,llimftei''YJn~lmtJ1urn!lu'llei,.i1<11!lu fl!l bU'U1#J.if,'<im1ub<li:wbb<i::'<i1u1u
iil1'11'Uvi'iei1'1l'fiitJ:IJ bb11i1urnrn'll!l,nl"l1111bbnd:IJ'<il'U1'Ub<ii:IJbll'Unl"l<l::bl'.1l1nlJbnill.fi'lJ!l"n111li"lbbnd:IJb:ir,
,fiu1uifni;ruv~11,::ii,f'i'JJ1Vi.i1<11eiJJVi't#iilii.S1~111Ju,YJm~1mub<ii:wfim111ileiu"J::li'.'i'JJ'i11'1,nifuLuili'1bbU1J
btluw,nifmbJJJJlaJllimft!l" (discrete function) bb'VIU~"J::blluw,nifu11uJJl1imftei,
m-;vrnhmiulVli'fum-;11hLm1:1-1"511,1,1uL<li:1-1 'il~LLtJrnlJu 2.ifu111l.b .ifu111l'ULL':in 'ii~1-iiL'Yl'1U'1'll1l~
m1t1hLm1:1-1L'il'Lffat1itJ1:iJ.-i1u'~~4i1l<i1i'f1i'llmm-;Lllu-oim1uL<li:1-1 (integer) 'il1ni'.iu,~1Nil'ilU11.-i1111llJ~•
1<ii,'.('ULlJ.bff1ift1UVl'i1l'-il'U'l'UL<li!-I fllVlln11.-i1111llJ'JIel'm-;t1hLLml-IL'ij,Lftui'.i.I,1<iidJwil'U'l.bL<Ii!-ILLfi'l1-11"1
.-il111llJ'lJ1l,nl':ittJ1LLf1';!-1-.il'U'l'UL<lil-1LLfi1l.bYJ.b.y] LLllnl'Vlln11.-i111fllJ'lJ1l'n1-;ttJ-,LLml-1L'il'Lft'ULfJ'ULl'l'lJ
ff1il'11uil--i1LDu<ifm'Yi1.ifu~n1l' tiiu1u.ifu~<!B,Jt 'il~U1Lm.-i1111llJ'll1l,m'ltti-,LLmrn'il,Lfiui'.iu:1-11.-i1mru
"11l<ii1um1Lv1:1-1c~Bu1'llL1i1m Lvl1l1Vil<ii.-i1111lu~LDw~1u1uL<li:1-1 'lllm-;V11'11"11lu1Vi'<ii1LLuum'l1t11Lmw
"51u1uL<li:1-11<iimi L'Yl'1U'1'llmm1w1i LL1lu#i rn1#i (Branch & Bound) Vl'i1lfi"1&i,L'l"ll1.b (Cutting Plane)
.1lUl'1111i11:1-1 <iiB,'Jlmuuiin.-i~'m"n1l,n:1-1m-;1um1Lti'lLLm:1-1"51u1m<li:1-1i:iu 1:iJ1<ii'Vlmum1:1-111rr1'wii1
LLuu~um1Vl:i.1LLl'I~~11LDu~m1uL<li:1-1LL"1<iiu mnn1'1'LlJu~1u1.bL~:1-1LL"11i1Y1,fi'iiul11''1 1u<if1LLUU'il~
nmml'JuV1~n'ifuLLuu1:iJllmd1l, *'1:iJmm'ln1-iiL'Yl'1U'1'lJB~m.,1ti1LLmrn'il'L~iM1' 1i,i:iuV1~nm-;fi1l m1
1t11i,#iu.-i111<JUiin'iiV1d~1Vi'LDu~1u1uL<li:1-1 LL"1Lu~'i!h.J1<ii'Vlm1l~'m"1tlu11Lfi1"'YlfiUtJ!-1 LDum-;1t1'Yi11Vi'
f.11um~mum-;iin.-i~'Vl'd~1Vll<ii,l'Ju-oi1u1uL<li:1-1 1um-;u11titi'l~!Jn<lli'funmum'lrn'il'l'i:iu m1t1hLLm:1-1
"51muL<li:1-1m'il'il~ilm1mlliitl!ri~1tin'llnl':i1t11LLml-IL'il'L~.I,1111.JL%'1"11~1JU1'ri,1.bm':i&i"1il'UhL'il,lj'lfi'il L'l"l'll~
m'l<ifiiiluhm~1pn'ilLu'Vlm1l'1 mm'il::<ii1l,<if1iiluhLDU~1.b1.bL~l-I <ii11lU1,L'liu <1:1-1:1-1&11t.,,.nuN111
Hbm~Ln15 mml111<llJ'lJ<l,m'lNi11ii1~~LLl'l~Ln151Vll<iiri1htPl'.!11 fi<JNi11i11~:; 4.6 <ii1LL1l:Ni11i1Lfll5 3.4
<i'1 1um1rnliu'il'l,i'.iuNi11ii1:iJ14l mn<ifm~'Ni1"1LV1'1<ii'il"i''1 <if<J,NiiIii1Vi'LDu"51u1uL<li:1-1 m'l1ti'lLLm:1-1
~l.1,1.bL~l-I~'Lllu&i1LLlJlJ~ill#it)mn1.bnl'l~11Vl~''illnm~1<ii.-i1lil1llJ'illnm'ltt11LLml-IL'il~Lft.bLLfi1 1ll'il
<i!<J,u11tii"1LLtim"11lLVi'LDu1t1·mrn:1-1~1u1.bL~:1-1Ly;1l'li1u1um'l1i"1iluhm~~-;fi'ii LLJ'.f11o/f1LLUUm'l
1t11LLm:1-1"51u1uL~l-l'il~1:iJ14lu1L<luei111U'lj111•1nlt LL"1iin~ni;-1rr1m1n~'il~~ni;-114l'i11n<ii11wrn<ii1um'l
1Lm1~L'il,tJ'lmruV1'i<J<i11'l1'Yl1'<ii1um'l1~tJL'il~tl{ili&im1rf11t1
•..WI'el'I-!'l'I 1.3
'
v "'
l'i1!'Hl'I
d d.
b'>eHYI 1.3.2 LLU1fi'1LL!1:;111i'nm'>'JJil,m'l'i''1m'>m'>~lbUU,1u
,4m~ 1.3.3 'JJil1J'li1mdeJV11ll!1:;~,~'11'>VUm':l<if'1m':in1'>~1bUU'm
lim-Yi 1.3.4 bbU1LU:W'JJil,m'><if'1m'>m':l~1bUU'1u
1. m'><if'1m':mTl~1bum1u 111mtJli' m':if!''1,.,m1J~lbUU,1Ulb!1:;m':lei1u1 tim'>'>l::1J1J
m':i~16umm'lVl1J'>':i!j1'1l)U':i:;""'JJil'il'.1m':i "11tim'l1'i1'lVibn'1:l;J!1!>i1'y;j:WiJ'iJ'1~':::
'i11LVfTI'ln,l'lri1hmn~f!'1
" "
2. V1i'nm·;;l1ffqi'JJil,m'l<il'1m'lm':l~1buu-nu i.J-,mil1J"11ti m':if!''1,'l:::1J1J~l6UUm':iLL!1:;
m'lei1mtJmd"l:::1J1J~lLUU,1u
3. m':i1''1":;1J1Jm'l~lLUU.:11u 1.J':l:::nmJ'111tJ n!1tJ1'1ITm'l~1LUU,1Ubl!1:::m'lililmL1J1J
= ... fl ""' ""' ~ = fl
N!1'1lllli'l'l 'l:;1Jum'lN!1'1lb!1:::u':lm'l m'lililmL1J1J'l:::uu'11Lum1u nwl'm1rnrn lb!1:::
nl'l11'6lNUfi1Gl'nl'lNii'1
4. m':lei1mtJm'l'l:01J1Jn1'>~llUU,1u u'lm1m'111tJ m'l<if'1m'lvi1,t'li'li.Jmu m'l<if'1m'l
1'1'l m'l<if'1ii1ii'rn1ub6!1:::m'lmu'):Wm'l~1buu,1u m'leiiJnbl1Jrn1Ull!1m1'll'1NlN1U
..... ~ ..... ""' ..., ""m'l..,'1n1'l'Jllill1'Y'I mw11"n1'flll!1:;nnN!1'1lb1J1J1'1unm'Y'lil'1
5. lbU1LU:w'JJmm'l<if'1m'lm'l~1buu'm":::ilajmtJ'l<iirnrnm'1'1n 4 '111ui'iil rn:;m1b4il,
')rnlll'Y'I n':l:olbf!m1:w<iimm'l~V1mn111!11tJ n':l:obLf!'JJil,m'l6U~tJubiJJ!1'61'1'1t UL!1ti lL!1:::
rn:::LLf!m'lLL'li,ifuL!1n
v -' '11ilt.JU':i!::l:l''lft
~<ifln1'fl<ilil.h~ 1.3 'J1Jlbii'1 ilnflnmi11m'11
1. ei1rnEJm1J.J'm.J1tm11ii1buu,1u rn:;mumdlbti.i,'1ml'J bb.i:;J;J.i.!1b~J.J1#1
2. 'llm1dJ;J.i'11l~J.J~ln<il'J1nm:;mum'bltlmi1ml'J1#1
3. ei1rnEJ~U<il<iw11mm:;mum1%'llm1lb'1:;~m'll1l'm'i1fi,Nli<iiml'J1#1
4. 1lTI1JlEJm:;mum,%<i1'1~1,,:;1J1Jm1lii1buu,m1#1
5. ilWlmmrnhEJ'll1l'm'el1u1EJm-;1:;1J1Jm':Jlii1bU.h,l.h1#1
6. 1li1rnmbmlui.Jm,~<ilm'm'lii1buu~1un1EJ1<ifm:;lli1"11~11#1
nm'1m·m1'l"'11L'UU~1U (Operation Management) VlmtJn~ m~'1lVl'Yl'i'Ym1mm'Yi1,1wi1l-JnU
byjilfl-i'1~iu1:;u~md'l":;uum-,>11bUU~1ui.Vfud'l"!j'i'<ii!Jli"l:;ft'.'i'l11Nil'.'im-, m•flnm#hum'l"~'1m<Jm<J
'11bi'.iu~1u d'!um<Jflnl!t1b~mnum•ii''11'iuh'lum•~m:;uum<J'11buu,1u (operation) m•ll,!llio/i~1u
'llmil~.'im-,bv:lil1Vibfi'1e111Ni1<il ~~ill<J<J:;bl'lul'iu.111111ilNi1<iiii'ru./ 1111ilu~m•~<J:;li~l-lilU1Vinu~n.111111il
N'm'l1JU~m•m•'11buu,1u1u~d bl'luli1u'11f1111i1u111<l,'llil~m.'im~1111'hJ11"J:;bl'lufi<Jmw<Jfi"l"ll'lim<J• •• •
111"fom.'im-,~1i-lbbrl1~1111ri11• ~'":;1irnl'.lm-,ilfi~e111eii'i<i1mi'1li,l-lilU'fiil~5ubv1€lu11111-ii'lViifi'1li<J:;fo'l!u
'fiil111 mh1L'1tJrf1Llibbii'1 mw~1'l"fi"lm•11n'liii'1"l:;<ifil~i'.1111ii1~~u31u (basic function) 3 iltl1~i'iil
nl"l<il!11'1 (marketing) 1Jibbrl mTIU'Yl"llUm1l-l<ifei,m<J'llil~~n.1'11111il~~1Ji'luei11li'l":;LtJ'lfu i,<fiilmll-1
1i'il~m-,ii'~n'1111118'li1u5u'llil~il,'1m'l"byjilflfi~N!1Ni'i<il u11:;~'1lVii'.lm'l"'llltJVl1illi~l-lilUN!1Nl1<iitXw1 1Vi
nu~n.11111~il~Yi~JiwN!'lli<J:;ltJ'liU nl'l"'11bUU,lU 1J1mi mm1bill-ifill;j!'lmll-lib~mnum1l-J<ifil,nl"l'llil~
~n.11111~€l~Yi~1iwe1!1li<J:;Lmrii mll•:;mmb!1:;~'11Vii'.lm•ilfi~N!1Ni'i<ilml-!m1l-l<ifil,m.,iiw1 bm:;m•C'1u
(finance) ~''Yi1111u1~~'1VllbbVl'1,(,lU1'JUbyjilmlmUm'i">11bUU~lU o/i'1<iill-I uufin bb!'l:;mlJ'll-lnl'l"lii:iu
1'JU'llei,fi"lnl'l1Vfil'luLli<iill-JUltJlJltJ nl'l"l'ilbuu,1u~~liml'luli1u~1u~'11'1!1-J~'l'1ft1U111rt~'llil,m'1m'l"
bY'l"ll:;il'luci1u,1u~nil1Vibfi'1N!'lNii<ii ~~bl'lu~u~nm''llil''lrn'11'llil~ei~.1nl'i 1i-111"l:;bl'luil,f;m-,
l.11:;ul'Y1l'1 1111n1i-Jmm<Jnil-i'1~N!'lNi1<il~<il'l"~num1l-l<ifNnl'l"iltJ1~i'.11.h:;i1'YITIJ11Y'Ibbii'1 il~.'im.,iiun"J:;
bl'luei~.'im~1-i''lru'11 ii'l-ibVl11 u11:;'1l-lilmtJ1111u~ij'1
mnn'1111ui'ir~<J:;uu (system approach) m1>i1bUU,lU<J:;V1:J.mJ1i~ m'l"Ulbill'Yl™mm (in-
put) mi;J1um:;mum<J (process) 'l111'11iil'iuN11Ni1<il (output) ~illm'l"mi,i-1ilu'fi€l~n.11111~il~'luN!1
li'l":;LtJ'llumh''i1~Y'lilh m:;mum'l"di~tJn11 mrn1um'l"bblil1'ilmY'I (transformation process) mi
o/11iJtJ1~b'llu fi"lm%11'i<i11'iu.11n<J:;i'.lmm1bm'Yl'i'Y<mm ?lei 'i'<ii!J$u '"~~1u Y'lii'~~1u '111-if<i1tJ Lfl~tJ m
N1Umrn1Unl'lbblil'l~illl1Y'I 'Vft1(dJufiu.J'1V1~ilmnl'l~illm'lnu1Lli~1VIU1tJl#f m:;mUnl'lbbl.1!1,illllY'I
~'lrnili-iuo/i~b'1i.;?iil iriili'.lm'lbblil'l~ilmY'l"l1n'i'<ii!J$u1um'lN1'i<il1VidJuilu;'·h1#1bbii'1 N!1Ni'i<i1V1~ill'iu.1'1
tiu,:;ili-111'11~~n-i1'YI™mm~u1m1-ifTil-lnumh1?i€lm:;mum•bbli!1,ilmY'lnfiilm'l'Yi11Vibll'1l-l11'111fii-i. . .( )
;; " • ~ ~ ~ ~ v ' v ' v ' ~. ,;;
value added 'llUm 'li'il1m'ln'Y11m1i-il'll1b"J l'1'<1n<il1iltJl~ilil'<il1ilm~'1~<ilil b11U
'v . . .
1!116!.IH'll 1.2
h"1uN1'i<ilL'YITYf'1uilm'lim'i'<ii!J$uim:;~uli1u1um'lNi1<il~'Vll-1'1'l1l-luil1i'.ll;J!1'11li'l:;mru2.000
'Ul'YI mbv:lil'11iuum1Ni1<iil'.lm'll-ifbl'l"1uLlil;J!1'11 1,000 'Ul'YI il'111il~tl1umoNl1<iiVl~il overhead 'l1l-I
1,500 rn'YI 'l1l-lilluiJ<J~t1m'lNl1<ii ~llib-ii1111 4,500 'Ul'YI iriBu1il~'1li'lmilu~n~11m~~Vll-!'1tXumw1u
mru11,ml'mtll1'1i1m'WL~d'lutmYf'i1uihc1'J~ 1 b'i14il, ~'1l'l"ll'i11'llltJ'J1nh'1'11u 6,0oo m'VI m111i1bU.I
m1lfoni1111~bnli1rnru1um·mtl;;i'1l1m'W'J1niJ'J~m111>11llll~l'l:i.mfl1'l1:i.i 4,500 m'VI d'iuN;;iNi1lll~l'l:>mfi1n'1
• •
a,ooo m'VJ ,,,1mni1J.Jl1fi1vvi:w~u 1,500 m'VI m111i1cuu1'i'ln'J~"1Jum1bbm'1mm1iitll1'1i1m'W'llil'1'lll11@iu. ' '
bb"''m m11:i.ii'uf.i1urn:;u'lum1bbUl1'1i1ml"l1VIblJuN11llliitwri~i1:w;;ifl1bYi:wbb'111i1n"l'l-ii:i.iflfl1'~;i,Xu. ' .1iJ~1mlJufi1t-ii~11.1'11'1'1 Lu~1u~u b'llu fi1t.if~11.1~mm1llmi1 fi11.if~11.1u'Jm1 blJu~u 'J.lmrn'i'lu
w1'Jbb'11~'1'J:;i'VJlimlJwilh l'i'1,X.I 1fl-ii'OJ'J:;i1'i111:wb.ifmi~'1 'VJ1B'J:;l1m1:i.imm1111um"l'¥11ri1h 'VJ1B'OJ:;
1~wm1;;u1.1:wmnifo1.1bri1ti1 n'J:;~uBajnum1~i1tVll'lm111i1buu,1u'VJ1Bn11i1fi,m:;u1ubbtlmi1ml"ld
1Vlmm111i1-i'i'1l;Jl1fl1b'Vi:w1~mn UiltJiltl1'1h cllml1'1qJ
v ' 4
1'1101'JN'11 l.3
i1Vlmbbl'l'VJd'1VIB'1bmiu11'1'llil'1m~'1 'J1n,Xu1tl~ili1~niim1'VJtl)m'Jinh'1'11.lL.l"ll'i11flil.ll1:; 12
m'VI bmrni1B'1!liln bb'11bmi1~11'1uuiu1uVIB'1 Mili111'i11'l111.1L~bllunBu;;i:; 15 m'VI bri1dnbllu
mru1um1bbtll1'1i1mmbuu'VJd, ~'1bnli1l;Jl1'11'Yi:w 3 UTYI 'VJi'''1'J1n,Xum'J'J:;&ii1c'i14B'1tlwmm'i1Lufiu
~1tVl~~ill'lm1;;i1:;mni1m1.1mn~u ~'1mm'lm'Vi;;11'i11'll1ml'lu 20 uw1 inli1l;Jl1fl1b'Vimj'1~.lbllu 5 1J1'VI
'J1n,Xu1tlbmil11.1:;liln'Jm'l~Wft'VITil1i1bU.1'11.1 (franchise) ~l1:;lmlimm~i1'VJU1-i'1u ~1lV1'1~''i'um1mi1
,:;}ilflB;;1n~u ~'1btl~tJ.l'll1tJ~'l1'i11 25 1J1'VI iiu?iil l;Jl1fllb~J.J~'1J'1~u:w11im1Ju 5 1J1'VJ 'Jdiu1~11 m1
i11'1'1m:;mum'lbbtlmi1ml"l,Xu mm'llli1'Vl1'1bli!lnl~'VJmtJ'l '1'11'1 bb'1;;i:;m'1hliBnm'J'J:;riB1Vlbnli1l;Jl1fll
'Yi;;~"llu'l1n:11u'llmm1;;m:w11111um'li11'1'1ri1h 'VJ1Bi1-i'1'1'Jmfi11Vlnun'Jm1 iln~li1m'lbbl1:;iin
u'J'VJ11m111i1iU.1'11.1~'1'J:;~B'1l'lm1:wim1;;b.iflt'J1.l'VJi''nm'l m~i1m'lm'llli1bUu'11.lbDum.h'1&1 ~'":;
mm'ln<ii"li15uhi11'1'1bbl1:;u'J'VJ11 ri1i'urn:;mum1bbtll1'1i1ml"l'llil'1n'OJm'l'llil'1ll.I 1VIbni1m'li11'1'1l;Jl1fll
' '~ ' ~
bl"i:WiltJ1'1i'VJ;Jl:;1;J'Vliji1
,-r;11:;w;,Xum.,~11l1n'OJ?iB m1bbl11'1mm:;u1um'lbbtll1'1i1ml"l~nil'lVIbnli1l'll;Jl1'11,~;; '"':;
i11m111~1ri1h"l1m;1;;ifi1,Yi;;~•ni1~.I m'l~i1m'lm'llli1'um1u~''~m'1iiJ'1num1<iii1ft.lL'J1ub4!l'1'lliJ'1
m'l~i1m'lm:;mum1bltlmi1mv; •'lfu m1bli!lmbl1:;iJiJmbuu1iuf11'VJ1iJu'Jm~N11ll m1cliiJni1mu~~'
tl1:;n!lum1 m1•liiJm'Vl'i1tut;;i~ b'i14iJ,~rn Btlnm m1iJiJmcuui1mutl1miJum1 m1~m1'1ri1'1''1'i1.I
'
""m1w'J'VJ1.,m.lm., ,l'Ju~u iJtJ1,hnll1:w m'lriiJ1VI•ni1i,i;;ifi1,~:i.i1J.J1~~1ni1iJajcv.im'VJu'ltJ"ll'ln",r11,Xu
bbilbb'1€1'1fim11:i.ibb"1'1'VJ1ri1hiJtl1'1'VJU1m1u11'lfm1 m1<'i1m1m1<1i1bU.1'11.l~~!lm~1l1'id'lli1m"JbbUl1'1
i1ml"lb'lfunu ~fo,:(u1:i.i11m.lm1lli1'l n'J:;~iJ'11"imm:i.ibbl11'1mmru1um1bbtlfMi1ml"l~i1:;Yf!l.ltVil'l
i,i;;ifi1c'Vi:i.ij''1ijli1 ~,1um'1'i1~'1m'J'J:;1:i.i1'lfi,i;;ifi1,Yi:i.ilJ'''lli1Lub~'ri1h bbl'ibllUl;J;;ifi1,.yi;;~rh1Vlm.lm1
vi1iJviu1rn1u d'JuiJ'1.lm1~ii')mfi111i1tJiim'lLoiiiJ'J..J'tJu1b'111vi1iJ Input UiJtJ~iji1 bvliJ1Vicni1Nl1N111llvi1!l
Output ~riiJ'lVi'ini1tl1:;fo'Jfull1J.J'llll'ltl1:;l1'1fi'lliJ'1iJ'1fim'lmn~iji1
'
t
Input
Operations
Output
191tJ$)1J
bb"l.:J.:JlU rnnnum"lLLti'".:i'1m'l'l
'l'l~.:J.:JlU flU~l/U'inl"l
1'1i1tJm"lN1i<1l
'
4.500 I
lJ'"fllb~l-1 = 1,500 1Jl'VI
6,000 1Jl'VI
"1.:J,Xu rnh11Ji'11V1ii1tJNii<1l'Vl~ll'VIU1tJtiJ.jlio/im.,dJu'Viii1t1~rl1;llJmnm.,1:::1iitJtino/io;inl'.Ju
V1u1m1u~'l1i'Vl~'V'Imm'Vl~ll'Vl~'V'l6i1umnbvillit1m'1~1.:Jm~mum"'''tl<1.:Jflrn'V'i1um.,li11'uu.:J1u ~.:Ji11u
L'VltJJ'l~'l1i'Vl~'V'lmrnmnn111>14.:J'Vlit.:J'llm'VI™mn~!l.:Jff.:Jn'lm., 'lurn.:J1pno;io;i~'lVfm1J-Jrl1;llJLiitJl'.lV1i1tJ
.:JlUbbtJnLfluLeini'VI'1lf1'VIW'VIU1miullJ.jlio/in11L%'V'il~ ni,;rn:;'IJ!l.:Jm.,'iliim.,J(1un11Nii<1lbbl'l~u'im.,,Xu
'iiiLfluei81.:JD.:J~'l~L.if1hm~mum., 'lrrm1 V1nm.,li11iuu.:J1u'lu.,ruuNiil'lbb<1~m1u'inwll!l.:J'wu1tJ.:i1u
ri!lu~.:JLii~.:J~u ~u1'1'11.,J11um1Niil'lLbl'I~m1u'im1o;i:;J;mL.if1hm~1num.,,j1.:J'l 'lVici!l.:JbbYl ,yjei~o;i~
mm.,ri'l1i'YI™mmiV1fi1,Xu1J(!ltJ1.:Jl'.ltl1~i1Y1rrrn'V'i bb<1~~,;fi1,j!lm1<1.:i11ueitJ1.:Jj.:J')ii1J(
• •.o:!:lq A QJ Q.I o A
!1fl~TI 1.3.2 HU1flVl!!f;l~'tHlflfll1'Ufl~fl11'ilVIfl11fll1VIlil!'U~lU
1urn"i~'ilrn"irn"i~11'lu,1ui:iu 'il~i1111Anrn"lL'liuL~mnu111Anrn"i~'ilrn"lvf1111 li"l~nt1uili1mm'
~uc1mu~'11qii11JWlt1 rn"lil11'"i~lJlJ (organizing) rn"Jei1u1tml"i (directing) nii11Wit1 lurn"i~'il~il
m~murn"liblifl,ilm'W~'il~ill;Jflfi1•~:i.ii.J'~'l'ilLu~m~:i.iiliun~!l <i!t1,ilfi,m~murn"l1Llifl,ilml'1mn!lu
~'1lt1,ilrn"im'YJ'Ul.bbf1~!l,~m ilmu~ !llfll"i ~iiu L'iun-)1 facility ilrn"i!l!lrnLurn1u ilrn"l'1"i"iV11
1Jf1mmmli.,~'ii1'lum~murn.,'11''1 tiei11LlJw11.,il11''lVILn"1m~murn"lLLlifl,ilml'1 111'l!lLn"1#nw111'1
1unl';jiblifl'ilml'1i:J'il%EJii1dh'lVlblJuNii'lliirn.ri111'leiu'ln1.,'il1:1-11lmrn"i m~u1urn"iLLlimilml'1~il-l'1,~u
d,~11~"1m1:1-1mm.,lli.J''l"1~"i~llu111rt, L'itm11 rhfi''rn.,Niilll (capacity) rn"iilTl'm~murn"iLLlim
ilm'WLVlil~umd nmm.,ll~'il~1'il~'ilm1:1-1m:i.i1"ill'llil,iin~'ilrn.,Lili"i~llu111rt,11unm~'ilrn"iLV1ii11'.11
1.bnl"lil11'm~lJ1.bnl"iiilimilm'1~i-1~"1ml:l.Jftl:l.Jl"illVl'iiln1A'f)l';jNiill~';j~llu111rt,i(u ,~11<M1oil
'Yl"f'Wmm111L'Yhh ~~il-'1,n1A'm.,Niilll~.,~llrn~mfiu LL.iilm.,1-ii1'111'1mm111iiBEJn-i1 8!l:i.i'il~1ili
Lmtimffoi1~"1m1:1-1mm"illLurn"lLL'li,oifui.J'n-;i1~~11!l''l-ii1'111'1mmmnn11 ~'liei1ili111liuG'iflli~'lurn"i
%"1m"lili1u111rt, rn"l~1•'lum"lilfi,d,~~ufiuil'il%ti111mtieitJ1, ~"~tJn<ihei81,,muuL'i-1uull,d
mti n. LLfl~ 'll. il~u 10 li'1urn'Ylwhnu LL'1fl~f1u111#,h,,1uNiillllltj 1"1tJ~.bltJ n. 111#,
h,,l'UNiillllltj 10 li'1urn'YI i1i1tJri1fi''rn.,Niilll 10,000 neiu/fa U11J 'll. L.ifL1u 10 li'1urn1'1#,h,,1u
Niillllltj~iJri1fi',Niilll 12,000 nei.b/1u lll.,,d~ei1'ilm1:1-1illm"il1Vl'iil1'illi.,~R1'1ITN'1 (effectiveness) l.b
rn"i%"1il'i'1,.,rnun~ei1"1111-ii~u 10 li'1urnmvhnu ,~1iliri1ii°,m"lNiilllLYi1h ~''~Li'lu11mtJ 'll. i1
li"l~ft'YIITNfli.J'n11 iiu~eiLiil"1''lVILi'luli,m1:1-1mm"i!l'llmrn"i%"1rn"i'lu~urn"i%"1il'i'1,.,~uu
'lu~u~ilm~m1"Jei1u1tJm"l'lVlm~murn.,~il-l'1,~ui1u '1'11,m'l..1iliNfl,1u111'ieiNf!Nl'illlLYi1fiu
111'l!l'lnli'L~rnfiun1A,Nii<i1111'leilll1:1-1#nu.nT'l~ilfi,lJ ll,i:iu 1'.li1ei'llm~u'i1111"lLuLL~'llil,m"lei1u1tirn"llu
~.blllil.bdn~ei 'il~ftl:l.Jl"illlJ'iVll"i n1fiurn"i~lLU.b,l.b'll!l,1pn'il'llmlllulVi1iliNflNiilllLnli'L~rn111'i!llll"i'llll:l.J
n1ii°,rn"lNiilll~#,1-Jmniieim.Wu,l"1 f1l"il'ilNff1l"iBl.b'll'Jnl"i'il~l"1l.bL'li'li"i~ft1'1Tii111'1 (efficiency) <ii'1eitJ1,
b'llu 'lumruT.,,,1u n. i1ri1'1,Nl'illl 10.000 nilull'u ilmw'l1111·"1u~ill.lJl'l"f.1N~'ilef~l<ii'1'u11~ 8,000 ntJu
'il~i'!'ilbU.bli"l~ft1'1Tii11'1lUm"iNiilll'i'iltJ'1~ 80 il1uh"1u 'll. ~,;/ri1fi',m"JNiilllli' 12,000 flil.b LL'1Niilll
Lili'il'i'Lwrn 7,200 nilu 111'leii'.1li"l~ft'YIITml'1'lurn"iNiilllLoWrn-l'iltJf!~ 60 ~'111mtJli,11 1"l"1U 'll. i'.1m1.lJ
mm·m'lurnw'i1111"i~1n'i1 ~!l l'.1li"i~ft1'1ITml'11urn"lNl'illl~~1n'i1
'l.bnl~'il~l"11lrn"J%"1m"irn"i~liUU,l.b1"11'J"i1:1.J°i111ili~LLfllVl.b'il~11ei,LillNf!'llm~' 2~.bll!J.b:l.Jl
Yi'il1"irn11wnu nii11~ilh,,1u n. Hfi'.Ju111 10 li'1urn1'1 i1Ti,ri1A'rn"Niilll1ili 10.000 nilu mm"ill
~liUU,l.bNl'illliltj'lVli'.111"J~ft'YITIJlll'1ij't1'1eitJf~ 80 ~,1iliN'1Niilll1.bfl~ 8,000 flilU il1uh"1u 'll 'loii11u
111 10 li'1urnm'llufiu ilfi,ri1A'rn"Niilll1ilill'ti' 12.000 nilu ib'1~1Li'lu,1uNl'illlilti'lVli1li"l~ft'YIITml'1• •
LV1m-'ll1.l1~ 60 ;:J,1.'1Nl1Nii<11LV1rn1ul1~ 7,200 nllu nl'llli1Ntml'lii1LUU~ULW11'1"i'l'l:J.J 'il~llilLULll,Nii<1lrn'l"i
(productivity) ~''Vl~W~,,;r~'ll'llll~m'lLfllilN1N'.i<11 (output) l'illli'imrn'Yl~'l"imn'lri1-ifl11 (input)
"11:J.J~<1l'l
Nfi<1lll1'1"1 (Productivity) =
Nl1N'.i<11 (Output)
'Yl~'l"imrn~1'1fl11 (Input)
J),,:iu1urnru'lleNt,,,,1u'1~,ii,'1m mi111.'1111.,,,1u n. ilNii<1lrn'l"i1u.'lmL~u"~'YJU L'Yi1nu 8,ooo
nllUl'ill 10 tll'UlJl'YI 'Vl7ll 800 neiul'ieiti'1urn'YI chuh"1u 'll. ilNii<1lrn'l"iLU~l'Ub~'Ul1~'YJ'U L'YilnlJ 7,200
neiul'iei 10 ti'1urn'VI V11ei 720 neiul'ieiti'mrn'YI ~''111iL~11h~,11u n. ilm'l,Joim'lm'lii1Luu,1u1.'I~
n11h,,1u 'll. iiui!iei m'l101~01m1:J.J'11m'l<iV11ll1oiN1'llll,nwJ'111m'lm'lii1Lum1u~~lum1:J.JLDu'il''mL'11
Ll'ltJvf'lL1ibbtl'lLi.J1~'illJLV1mueirnL'1i11h,,1u n. Nii<1lrn'l"i~n11h"1u 'lL nl'il~lJlln1Vf~nmn,~U<1JlJ'j,
'l18'nl~li1'1-l'1,,,~lJlJLL1:;m'lellU'l1.lnl"i ml"OJ~lJlln11fi1V1~h"1u n. ilil'lJ'V11"17'L4ll,li'l:;il'YITIN1LU
m'lli111.,:;uu~1 LLl'iLttei,'il1nilm•u"lV11"i~~i:l~ilti'l:;il'Yl'ilrn'l"I1um•Nii<1ln,-'ei1.11~ 80 V11rn~fmmTI'i°'IJJm
1Vll.'1N1N'.i<11LY1:J.J~U1115n m"i%111"i:;lJlJV11llli'l~fl'YITIN1rin111~1lU<1lll'U~UR'il~LDwiiei~1nl'lLVinuL7',11-1
1u'll~L~mnuh,~m 'll. Lttei~"OJ1nlil'l•~uu11'~ilti'l:;fl'YlllNl1M 1u'llrn:;dn~LLif11ilm•u'iV11"iri.'leitJ•
tl1:;fl'Vlllrn'l"ln11 LL'iin1V11ntl~ut11~m'lu'iV11•~1-11'ii:;m:J.J1"imv1:J.J N1Nii"11~mn~u11111.1i'.i'1i.J~1LDu
":;4lei~11i'llm1.1n'ilm•
1u;i1u~'llll~~~n1'l1'l'lf1m~l'lm"im"iii1Luu'1ud ~~nml~1bD1-14ill~L.if1hLubd~11N1'llll~m'l
%111m1m':iii1bu1-1~1u m'il1nm•'1-i'1~•:;uubL1rn1'lelm1tm1"i"i:;uui:l~4iei~LL1.ln1Vieiein11 Lrlein'ilm1ii
iJbJ'Vllb~1.l'lnuN1Nii<1l'llll~"1'1-1,:1u iJbJ'Vll,:i1-l:J.Jl'il1nm1'1-i'l~"i~lJlJ'Vl1llm1ellU'l1.lnl"i"i:;lJlJLD1-IUb!VilL:a~
tl•~fl'YITilll'l"l'Vl1llbll~tl"i~ft'YITIN1
L'l"i"il~%:;,:Cu 1Ub~ll~'llll~'l'lf1m'l'<J111m•m'lii1Lu1-1~1u~~LD1-1'l•1nri'1"i"iV11'lllm11um"i<iil'lfluh1u
Lll~'l'Ylmm'1<1l~'ll<Nm1%1i1'1-i'i~•:;uuLmrn1'lu'iV111rn~u11-1m':iLL1iil~'1rn'l"IL~1l1Vf1i1111m•1-ii'Yl~'l"lmn'
Ull1.1rirjl11Lb1:;L4i'l;Jl1fllLY1:J.J (value added) mn~rjlil Ji~LL'11il~L1'1W11'i"i~ 1.2
Organizing
Input
(Effectiveness)
- Capacity
YJ'l"i'1mm
flU
Clu
Directing
(Efficiency)
Output
[
Nii<ilm~
(Productivity)
=
N~Niilil (Output) J'Yl'l"i'1mmfi1~'b.J (Input)
. ' 'v <'!! ~ ~ ""'1 v "i'~I ~I""'""""'""'
'l'IM'iJlflftfl'lfl!'llti11ll!1~::1~M'l'l 1.3.2 mn rn~AufiUAfl'ilfln:tt 1.3.2
1
..s 1 .d. .d. ,A .d.
'11!!'111fll~ftflll1'11'1111J'l'l 1 lltl'll'l'l 1.3 !W~'l'l 1.3,2
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
32723 QA_OM (1)
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การสนับสนุนให้หน่วยงานราชการไทยจัดทำแบบฟอร์มเอกสารราชการ 2 ภาษา
การสนับสนุนให้หน่วยงานราชการไทยจัดทำแบบฟอร์มเอกสารราชการ 2 ภาษาการสนับสนุนให้หน่วยงานราชการไทยจัดทำแบบฟอร์มเอกสารราชการ 2 ภาษา
การสนับสนุนให้หน่วยงานราชการไทยจัดทำแบบฟอร์มเอกสารราชการ 2 ภาษา
ประพันธ์ เวารัมย์
 
แนวทางการประเมินคุณธรรมและความโปร่งใสในการดำเนินงานของหน่วยงานภาครัฐ (Integri...
แนวทางการประเมินคุณธรรมและความโปร่งใสในการดำเนินงานของหน่วยงานภาครัฐ (Integri...แนวทางการประเมินคุณธรรมและความโปร่งใสในการดำเนินงานของหน่วยงานภาครัฐ (Integri...
แนวทางการประเมินคุณธรรมและความโปร่งใสในการดำเนินงานของหน่วยงานภาครัฐ (Integri...
ประพันธ์ เวารัมย์
 
อบจ.นครราชสีมา รับสมัครสรรหาและเลือกสรรบุคคลเพื่อเป็นพนักงานจ้าง 256 อัตรา
อบจ.นครราชสีมา รับสมัครสรรหาและเลือกสรรบุคคลเพื่อเป็นพนักงานจ้าง 256 อัตราอบจ.นครราชสีมา รับสมัครสรรหาและเลือกสรรบุคคลเพื่อเป็นพนักงานจ้าง 256 อัตรา
อบจ.นครราชสีมา รับสมัครสรรหาและเลือกสรรบุคคลเพื่อเป็นพนักงานจ้าง 256 อัตรา
นายอั๋น เรียกผมว่า
 
แนวทางการพิจารณาสิ่งของที่จัดเป็นวัสดุและครุภัณฑ์ตามหลักการจำแนกประเภทรายจ่าย...
แนวทางการพิจารณาสิ่งของที่จัดเป็นวัสดุและครุภัณฑ์ตามหลักการจำแนกประเภทรายจ่าย...แนวทางการพิจารณาสิ่งของที่จัดเป็นวัสดุและครุภัณฑ์ตามหลักการจำแนกประเภทรายจ่าย...
แนวทางการพิจารณาสิ่งของที่จัดเป็นวัสดุและครุภัณฑ์ตามหลักการจำแนกประเภทรายจ่าย...
Somyoch Comesite
 
ระเบียบกระทรวงมหาดไทยว่าด้วยเงินอุดหนุนขององค์กรปกครองส่วนท้องถิ่น
ระเบียบกระทรวงมหาดไทยว่าด้วยเงินอุดหนุนขององค์กรปกครองส่วนท้องถิ่นระเบียบกระทรวงมหาดไทยว่าด้วยเงินอุดหนุนขององค์กรปกครองส่วนท้องถิ่น
ระเบียบกระทรวงมหาดไทยว่าด้วยเงินอุดหนุนขององค์กรปกครองส่วนท้องถิ่น
Somyoch Comesite
 
งานผลการคัดเลือกหน่วยงานกลางในการดำเนินการสอบแข่งขันขององค์กรปกครองส่วนท้องถิ่น
งานผลการคัดเลือกหน่วยงานกลางในการดำเนินการสอบแข่งขันขององค์กรปกครองส่วนท้องถิ่นงานผลการคัดเลือกหน่วยงานกลางในการดำเนินการสอบแข่งขันขององค์กรปกครองส่วนท้องถิ่น
งานผลการคัดเลือกหน่วยงานกลางในการดำเนินการสอบแข่งขันขององค์กรปกครองส่วนท้องถิ่น
ประพันธ์ เวารัมย์
 
เลื่อนกำหนดการแข่งขันกีฬาอาชีวฯ ภาคฯ เป็น 14 20 ส.ค. 59
เลื่อนกำหนดการแข่งขันกีฬาอาชีวฯ ภาคฯ  เป็น 14 20 ส.ค. 59เลื่อนกำหนดการแข่งขันกีฬาอาชีวฯ ภาคฯ  เป็น 14 20 ส.ค. 59
เลื่อนกำหนดการแข่งขันกีฬาอาชีวฯ ภาคฯ เป็น 14 20 ส.ค. 59
Totsaporn Inthanin
 
การประกวดโครงการรักชาติถูกทางสร้างเสริมความซื่อสัตย์สุจริต ประจำปี 2560
การประกวดโครงการรักชาติถูกทางสร้างเสริมความซื่อสัตย์สุจริต ประจำปี 2560การประกวดโครงการรักชาติถูกทางสร้างเสริมความซื่อสัตย์สุจริต ประจำปี 2560
การประกวดโครงการรักชาติถูกทางสร้างเสริมความซื่อสัตย์สุจริต ประจำปี 2560
ประพันธ์ เวารัมย์
 
การสรรหาตำแหน่งสายงานผู้บริหารที่ว่างตามคำสั่งหัวหน้าคณะรักษาความสงบแห่งชาติ ...
การสรรหาตำแหน่งสายงานผู้บริหารที่ว่างตามคำสั่งหัวหน้าคณะรักษาความสงบแห่งชาติ ...การสรรหาตำแหน่งสายงานผู้บริหารที่ว่างตามคำสั่งหัวหน้าคณะรักษาความสงบแห่งชาติ ...
การสรรหาตำแหน่งสายงานผู้บริหารที่ว่างตามคำสั่งหัวหน้าคณะรักษาความสงบแห่งชาติ ...
ประพันธ์ เวารัมย์
 
หลักเกณฑ์การเบิกจ่ายเงินค่าจ้างเหมาบริการขององค์กรปกครองส่วนท้องถิ่น.Pdf
หลักเกณฑ์การเบิกจ่ายเงินค่าจ้างเหมาบริการขององค์กรปกครองส่วนท้องถิ่น.Pdfหลักเกณฑ์การเบิกจ่ายเงินค่าจ้างเหมาบริการขององค์กรปกครองส่วนท้องถิ่น.Pdf
หลักเกณฑ์การเบิกจ่ายเงินค่าจ้างเหมาบริการขององค์กรปกครองส่วนท้องถิ่น.Pdf
ประพันธ์ เวารัมย์
 
การสำรวจตำแหน่งว่างขององค์กรปกครองส่วนท้องถิ่น
การสำรวจตำแหน่งว่างขององค์กรปกครองส่วนท้องถิ่นการสำรวจตำแหน่งว่างขององค์กรปกครองส่วนท้องถิ่น
การสำรวจตำแหน่งว่างขององค์กรปกครองส่วนท้องถิ่น
ประพันธ์ เวารัมย์
 
สมัครงาน
สมัครงานสมัครงาน
สมัครงาน
findgooodjob
 
ซักซ้อมงบประมาณ 60
ซักซ้อมงบประมาณ 60ซักซ้อมงบประมาณ 60
ซักซ้อมงบประมาณ 60
อลงกรณ์ อารามกูล
 
ซักซ้อมแนวทางการจัดทำงบประมาณรายจ่ายประจำปีงบประมาณ 2560 ขององค์กรปกครองส่วน...
ซักซ้อมแนวทางการจัดทำงบประมาณรายจ่ายประจำปีงบประมาณ 2560  ขององค์กรปกครองส่วน...ซักซ้อมแนวทางการจัดทำงบประมาณรายจ่ายประจำปีงบประมาณ 2560  ขององค์กรปกครองส่วน...
ซักซ้อมแนวทางการจัดทำงบประมาณรายจ่ายประจำปีงบประมาณ 2560 ขององค์กรปกครองส่วน...
Somyoch Comesite
 
ประกาศมาตรฐานทั่วไปเกี่ยวกับหลักเกณฑ์และเงื่อนไขการสอบแข่งขัน พ.ศ. 2560
ประกาศมาตรฐานทั่วไปเกี่ยวกับหลักเกณฑ์และเงื่อนไขการสอบแข่งขัน พ.ศ. 2560ประกาศมาตรฐานทั่วไปเกี่ยวกับหลักเกณฑ์และเงื่อนไขการสอบแข่งขัน พ.ศ. 2560
ประกาศมาตรฐานทั่วไปเกี่ยวกับหลักเกณฑ์และเงื่อนไขการสอบแข่งขัน พ.ศ. 2560
ประพันธ์ เวารัมย์
 
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ประกาศระบบดูแล57ประกาศระบบดูแล57
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Ict Krutao
 
การประเมินประสิทธิภาพขององค์กรปกครองส่วนท้องถิ่น (Local Performance Assessmen...
การประเมินประสิทธิภาพขององค์กรปกครองส่วนท้องถิ่น (Local Performance Assessmen...การประเมินประสิทธิภาพขององค์กรปกครองส่วนท้องถิ่น (Local Performance Assessmen...
การประเมินประสิทธิภาพขององค์กรปกครองส่วนท้องถิ่น (Local Performance Assessmen...
ประพันธ์ เวารัมย์
 

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  • 11. (11) •:::v:::t ~ 1fifll'iftfl1:11 nl'l~mn'l~Ji'lJlfruofiill ~rwn bU'Unl'l~nM1#i'w111'1 <fi1l'Jlil'Ubil' bbl'l~~nM1'iil1mhnnCl fflJ~ vr'm,i~'bb'U1nl'l~nm~l-!Vlll'Y11Jlfi'l'JL<fi11'lJ Un~nMl'iil~<ifil,~nMlbbN'Ufl'iiln'l'll-lnl'l~nmbVl~tl1'U brn~'11bitum.,01A'iilm'll-!lil1l-I~ri1i.1'U?IH'lubbNUm'l~nM1eJ81'bU'U'l~uui1111':ium'l~nm'lu'l!?ll'l!lm'l ' 'lbm1~Vib')f,'!J~mrubbl'l~m'l~'1m'lm'l'11bitu'm Uiln'iil1nun$nM1'iil~$nM1ml-IbbNunn~nM1 bbii'1 un~nMl'iil~<ifil,b'ihm':ium'l'1l-ll-lmb<l~l-I 'ii1u1u 2 oi~' ~,d'Jun'iilm'll-IU,fiu'lum'l~nM1 'lllm'l~nM1~b111m~<!l-l~<!lilfiil m'il1u'iJ'l~ml'l<ll'l~bbC1~01A'iilm'll-ll'Ubb'U1m'l~nM1'lVioiwti'1u ' nilum'1l-ll-lmbml-11'11'JN~nM1mJ'iil~l'11bbNUA'iilm'l-lm'l~nm'Ylnil'iilnTil-I by:jeJ,~L<fi1.h~<1um1l-l'11b1<J. ' 'lum'lb~l'J'U bbl'l~<l1m'ltiU1m1l-lflt1'l1l'lVlbfl11U'l~1rniueJ81'ur;,~,'lu1eJm<!'liil'l L'!J
  • 12.
  • 13. ·1' "'lllJ1tlTI ""' .J ""' ~ I'= QJ fll'11!fl'll:;:;'tt~'if~1J 'Ji.IlWHi;l:;:;fil'l'11~ ftl'j fl1'jt?l1ruu~1u1it5'lft<Dq . "'lfl'.) '111". ~;w:;:·-; 'J£fw,i}n~;;i gflll lf'i.1 ., ~c/..S., Ph.r·. O•:n'J:sv~'-r:r,,r :r.1,:, r; ;-'-'n:·;.t) d ~" •'"A1uttii'1 ttlllt1~tl~"u1J1l €11"<IT;~·::.1-fr'5 r,r',fo'h;,,; 1-F'..'LI., V'l'(:,__JC. (L~.11",
  • 14. • ' "''Ht!1U'fl 1 ""' t! ""' ~ I""' v fll'i1ifl'j1~'11!6U~IJ'iilltlU!f;l~ fll'i'il~ fll'i fll'i~1iuu~1u1uii'io'ilq •,, ... "'!ftl !fl°j~!'IH>'lil 'il!l'U~ 1.1 LLU1~il'il!l,m11'lLm1:;VIL'il'1u'hnru'lum1'5'iilm1m•~1Lfiu'11u 1.1.z -,:;<iium1'loii1im.J11LL11:;m1'lLrn1:;Vlm1<iiiilfl'Uh'J1n1im-111 • • 'ililu~ 12 m1'lLm1:;Vl,'il'1m:1-11ru 1.2.1 m1;i.i111m1m11:;'l1<mmm1'il!l'1mTILm1:;VIL'il'11l'hnru 1.2.2 m"Jl.J•:;tJn'il"l1im1'lLrn1:;VIL'il'1u"l;i.i1ru • "' .... " ""'il!l'UYI 1.3 m1'Jilm1m1iil1L'U'U'1l'U 1.3.1 m1;i.i111mmL11:;'l1<mmml'ilmm1'i'iilm'm11~1Lu'U'1l'U 1.3.2 LL'U1~iilLL'1:;111ii'nm1'ilil'1m1'i'iilm1m1~1Lu'U'1l'U 1.3.3 'iJEJu'li1mde:JmLL11:;~'1~m1vum1'i'iilm1m1~1Lfiu'11u 1.3.4 LLmLii:i.i'llmm1'i'iilm1m1~1Lfiu'11'U 1. m1'l,;;i11:;VIL'il'1mmruLL11:;m1'5'ilm1m1~1Lfiu'11uilm1;i.ii'(;i.iwuilnu'luii'ni,rru:;~m1 'lL'il'l1:;VIL'il'11J"lmrui:iud'Jm;;i4EJ'1S'.ie:J'lum1'lL'il11:;Vloii!li;J'1Lfiilffiiuff11um•<iiiiliiluh'lu fi'JmW'llil'1n11'5'iilnTm11~1•uu.:11u 2. m1'lL;;i11:;Vl,::a'1mmrudJum1ii11iili;J'1~il~'lu~u<ii1L'1'ilml.J1:;;i.i1'1'li1Llium.lm1;i.ii 1111ilm1ffu•111'1 ,fiil'l-ii'l:um•<iiiilfluh1111'1l'n' Liiltm1'lii11i!li;J11mrni:ll!J11111111!lLilmf! ~!ll'Jbniil~Ul-11L~tJU'lt1'€1~l'U~ULb'IJ'IJ'iJil'1ffl-lm11111'1'ilrn'ilf11ff'il~L1tJn11 <if1Lb'IJ'IJ LLii'1 • ~1•uunl'l1111'11'il!l'LI'Jln<if1LL'IJuiiu ,,_, o ""' A V o "" o 3. mo'Jiilm'>m1iillL'UU'11U 111mtJrn m1f11'11:;uum1il1LUU'1lULL11:;mu1tJm11:;uu LYlil'lt1u11~1'iliiu-,:;ff'1'1'll!l'1m.lm-, .11tJm•l'i1'li1Lniili;J!l'11L~l-lJ'1fliil
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  • 16. ' "'1110'1-1'11 1.1 Hu1il~'l.l0~011'11fl11~'tf1~~minru1uo11~~011011~11uu~1u d .J bdil.J1'1 1.1.2 ..., ..., ,;' 21 ..., ..., " = m1:J.Ji1:J.JYmTI'lleJ-J'llill;Jiln1Jm1'lllm1m1ll1Luu.J1u 1:;(ifum11ii1ll;JilLm:;mil••rn:;Vim1~illluh'V1n4i1ll;Jil 1. 1u11nn'Vm1:J.J1111eJ11n~ullilU'llil.Jm1-if"1m"lm1ii1•iiu.J1u~u-il1d'.iui1fil.Jl14iill;Jilmt~m Yiu1iltJllileJilLu11n~ulleJU'llil.Jm1ii1•iiu.J1u m"l1~m~.J4iili;Jil m1'l•m1:;Vi4iill;Jil~ 1~m ui'1u14iill;Jil1u1i'lum•~illluh~u i'.lm1:J.Jl11filJ!il!.i1.Jri.JJieJu1:;l1'lilrnY<bbil:; i.J1:;lY1ilNil'llm1:;1J1Jm1ii1Liiu.Jm 2. m-N1uun4iill;Jmviil1'6'lum1'ililm1m"llii11iiu.J1u~um'VbbtmL~llll-ltbU1~ilb'lf.J"l:;1J1J~il ~1ui1'V'iftJ'l.i1•411~.J1~miolim;1m~tJ1n1JiJ'V'ift1li1.J'1 ~t.i1m1'6'1um"llii1•iiu.Jm ~1u m:;u1umdlLUil.Ji1rnY< 1~mi 4iili;Jm~mn1Jm:;rnum1ii1•iiu.J1ubbil:;~ullilUm"l l.JijU~.JlU'lJil.Jm1ii1bii'U.Jl'U bbil:;~lUNilNllllYl~~11J~.JL~bbrl 4fill;JilbfltJ1 n1JNilNllll Vl1ilNil'llil.Jm1ii1biiU.Jl'U b~il$rn,;1llilU~ 1.1 'J1Jbbi1'1 ibn$rn;·1i11m"ln 1. eiilrntJ<mll-lfll-IYiu~'llil.J4iill-lilfi'1Jm~ilm1m1ii1•iiu.J1m~ilri1111ullmrn$mn1Vil~• 2. iJillJ1tJd:;$11Jm"llioiiill-liluil:;mil•;;rn:;Vim.,0'11uL<J'i11n4im-Jil~1lril'Y1Uilfldli.ifirn~11Vitli'i • •
  • 17. bri!lun0ni;-1b4~'Vi1,1u1111B'Vi1,1umbbl111u111ii1m1u iin0rn,;1<>Ji:;1IB,n!l,.1m1~tyl'i1d'JufiB m1~1'bf1mr'1mu bbilrn,.1m'l11111lVIU'lrn1U~li1U'Vi1,1ulVfri1.l'bbYl m1~~-J1il,n<i11nfiil-i'J1T;~i(1~• • • 'llmm<rlm'l1111ei111ii1m1u1'11<>Ji:;1l1l,lilil'IJ'1uil'1Vi'n1J111ii11mu1111u11111l~'1 ·l'rn1~1<>J1n111ii1tJL'11ilni;-ru::/ • • • mi:;mumTii1,m'ii1''1 'llil'il''flm'l1111B111ii1tJ'm m'l<>Jl5111'1'B'<rlm1~i"1,n<i111Vlliiiiiu iin0ni;-1 <>J:;1lmboii1h'l:;1J'IJm'l~1buu,1u1iilblluilu1'?1 bmi:;tt'n~<>Jti1-ifm;J11bf1mn1J'lru1Jm'l~1bum1~1'lb'1'l"l:;VI bbl11ii1i:.mm'l'lb'1'l"ll5Vl'1111oitUm'l~1buu,m'iiil111 n<>J:;bii'1li'ldtJ'llUWlli1Ubbill5VIU'ltJ,11-1,1iii 'lum'l"li{itf~'1u 1i.i11<>Ji:;bllu1u'll'llilm'l,1UVl':lil1u'll'llilli'l:;'i11uiiu 'l'Jn'1u<>J:;111l'i'.lm'l"1'1i'luh bbi!i:;l'.im'l'l-if-ifil:1;Jil'ii1''1 'lum'l"1'1i'iuh b~il"Jl5~1buu,1u11111l'l-if'll'llil'lVi'bllulin~ "11mh,b'lfu 1u111it,b-,1 <>Ji:;mm<>J1rn'i1ul:lu11111111mu~uvi,111it,~ii'1i.ib'1tJ111 ri!lu1uu>ImiinOJ:;1111bbNu~11111l111l'Lim~-if1ll;Jffl1 111111-b~iiUil~~1VIU "Jl51111'1tJ1'<1VIUl51ll5h fi1VIU'1ili'll5:1J1lli'll51'Jl5Yl1'bb~'lfl'lb'1'l"ll51'i11<>Ji:;l-ifnmb'Yi11'l fl <>Jl5"1'1i'1uhrh111u'1nmil1ln<>J1rn'i1u1Ji briil1J1-iim;1mb11i:;m'l"1'1i'1uhbb~'ln<>Ji:;~1bUUm'lb,;jil111ii'11mu~ U'1VlmtJ 1U'll5Vl11,m'lb~U'l'rnm"J"J:;i'.lbVl"Jlll'lruiJ:;1w1'Vi1'lVi'm'lb~U'l'rn11:;<1j'1 n<>Ji:;'Vi1'lVi''1m'1b'1~1.lU nmu>1111~1l'J1111iil 111':liln11i.il'.lbVl"Jll1'l~111i:;"l'1n<>Ji:;1111Jilil'l'li11~nmii'1VlmtJ1Ji %,e-mi'v;n~bii'1~U iiu1i.i11<>Jnllum1~ll1bll<>J11111l1i.inm~ <>Jl5bUu1Jm':itJubbill5-if1ll;Jil~11::;11m~~b~m,;11l~<>J:;1Jlii1m'loitlu lilmil'ii1l111 b'Jfub?imnu'lUm'l'Vi1,1U'llmil,.,;lll'lVl':iilVIU'lrn1u%,'lUn1'l~1bUUm'liif,111ml'J'i111il,n m'lblil':ltJ~i:J<>JiJtJii1b-if1 (input) bb~1u1i:1<>JiltJii1b-if1iiu111i:-J1umrn1um'l (process) b,;jil1VllJi'NilNlllil (out- put) ililnmli11~1lmm'l'i1d'Ju~'1::;1lml'.loifm;Jil (data) ~1bfim1'fu1'1tJlililil'1lU'l'Jn~ulililU'llil,m'l'~1buu,1u m'l1iilm'llil,-if1ll;Jil m'l'lb'1'l"1:;1'i-ifm;J11Yi1Jl~1 bb~1u1-if1l:1;Jil1111oitlum-,"1'1i'1uh l:Jm1~ll1ffqJilu1'ri,'iiil 'lrn1Jn1.,~1buu,1ubbill!m1~'11b~'llmil,.,;m., lum-,'Vi1,1uturf'lU'llmnnif'1m'm1'l~1bUUlj'lfl"J bbi'.f11<>Ji:;l::im-,if'1n1'lll1'l~1buum'l1Ji~ wli V11n'll1'1%,oifill;Ji!V1':iilm'l'l-ii-if1ll;Jil~li.i?nm<>J'Vi1lVi'bn'1m1~bfttJVl1tJ'iiilnTo~1bUU,1U b'JfU m-,ll{jtf~~1u~ l:lm1l-!<i1'61bitil"1n-ifill;Jil~Li.iY<ilV1':lilli.i'1i'1b"JU 111':l!lm'li1-if1l:1;Jil~l'.im1l-!N'1Y<m'1'1m'1b'1~1lumn m<>J 'Vi1'lVIi:·mNlllili'.1'1run1v;1i.ib-¥1l'NY<il'iiilm'l111'1,m1~V1,v;1lh'llil'~.if 'lu11mY<i1'il<JDU~bUUtJ'1'll11fll'lq 'll q q oil1ll-111bb~1111ii1tJ,11-1,1111u~l11m'lt1l'.ioifill-I11mYium11bmi:;l:Jm'l'lb'1'l1i:;i.1-ifil~il1Ji1lu1'n)1,'l111'mi'151n11il''I.I 'll 'll 'll iirni:;li'll5111JNilft1b~il' l:Jm1&J1#1bmtJiJ.1bb'll'ilu1,mn "1'lilU1,~'Jl5'lVfun0ni;-1b~U1#1-11tJ'6'1flq;'il 'lu• • m'l'Yi1mrn0nm (case study) 'ii1''1 iiu iin$ni;-1iin<>J:;li'li:;il1Jn1J-ifil:1;JilLi.ib-¥1rnv;m'.h' -ifill;Jili'.lm'l-ii'1 bb!J,nuu1~ 111'11lm'l1111-if1l:1;Jil1Jlmn~1rnnu1~ %,rn1,1um'l'Vi1mrn$ni;-1,:;?11111l1i.in<>Ji:;~un'LI-ifill;Jil~ iin0ni;-11Jil-11 b'lfUb~tJ1nu'lu11rnv;m1~btlu<J':i~'llil~m'l'Vi1,1u iin0nmn<Jl5Y<1J11m'l1Jil-11%,oif1l:1;Jil~ t;in11eNm1Jli'1uilm1l-!l11fff!!ri,1um'l~u1-ifm;111"1'mh1111'l'61um'l~1'uum'lbbill!m'l"1'11'1uh 'luvm li"m''iiil111
  • 18. fll">b".itJu1u'l'll1'l•rn1:;'11•'B~11'~mrn~u'il:;1'111Viiin$lni,y1Y/'<J.Jmm11oii11ill-161lVid'lu11l-Jilf~m1rni1• m1rn (forecast) 'llil,11ill-l<i *~iin$lnm'il~b1l1hm11oii111ll-161L'Ub'B~flrnn1'Wbb61:;b'B~1J~mrn iiuiiieJmm1n• • • 1'111Vi1lm;J61~l'.hJ1:;tjn#im•Dub'B~1fimrnb~il1Vi~1tJ1um1ii.11Jloiibb61:;<if'1lluhe'iu,:;1'111Vi"i~1Jm"i"11bUu ~l'Ubli'U1uil81,nl.J1:;ll1111lN61mi~iJ-,~i111TI11l'W 1u<lhum"i"11bu'U~l'U'JJil~~"ln'ili'.111il:i;:61~rllfl'lJbb61~i)1bli'U ri~i'iil~un1h'lll'11'J'Ubb61:;'u'l61 ~~OJ:;bliu11eJ:J;J61~~u'i11111'~1i'rn~1VibDUbb61~1oii11eJ:i;:m111ihdbliu bb.ib'li1~u ifoiJJ'WeJ ~u'i1111"i~'1:;1h~'11JN61rl1b~'iliiieJ~•.iJ1h~m'JJ1l~<if1b61'Jl'11~'1 11 bn'1m'il1nfi-cirn1l-lL'1'1 1um1 "11•ftu,1u'JJmeJ~'1m-, *~1um'm~i1fll">Nu'i11111iiieJ'1iJi1111~eJ"i'1nn~n,nTil-Iml11~u .~illVi•ni1N61• • bliu<lf1b61'JJVl~il11ill;J61lu~uilf~'1il'~u ~u'i111l~~<i1•Du'~iiiil'•.iJ1h1~uum1"11•uu~1u'llil~il~'1fll"ieJ81~ . . .<V c:g "9 d. #:I. ~ 1~• -1""°""""""rilNJlflftfl!fl!lHl'l11llTl~!'HM'l'I 1.1.1 mn u1Au{)Ullfllfl11" 1.1.1 ' ' ' .q t:i 1 #:I. #:I. "9 ""'! !'lll!'ll1fll1ftfllJlrl'lfJ1J'l'l l l'll'l'll'l'I 1.1 !1M'l'I 1.1.1 i'.1~1nl11111 "m1n~1<1f'1lluh •Duflrn'1l-lli~'llil~Nu'i11111~~ liiltJfl~~~'~rl1urni'ltJh~1iJ1"1ll• • m1&ii1lluhYium61" nT1~0J~n~1&ii1lluh~u ~u'i11111'~iiiil~cliu~i'.lm1l-lii'.loilil:J;i61~~Yi11Vii'.lm1l-l~uh 'Wil~'il~nii'1<if'1lluh m11iJn~1<1f'1lluhLni1'il1nni11m"i<lf'1lluh~i1i1b'l'111~1iJ~~eJll-ibbuh1u<iiil:J;J61 UiltJ fl~'~llm"l1'11rnrnflni,y1 (case study) lu'l'll1d*~'~llm-,rl1111u'1n-llii.$lni,y1~iin$lni,y101:;ilei~'ln<iiil:J;Jmrn 111~eJ1lrn.iii1urnruiiul11iJmn Ll-i•wm'l'1eJ iin$lni,y1~noi:;ibrnruoilrn;161Ll-ifl"ilJm•flu'11c111GJ1'11LVfm1 'l•<i11~il'lJ1111iiu1iJ1"1~rnl'i1~m1 •-ilu.~mnu1um<1101'i~~1'11~1um1iJmm1n~oi~iln1"111 111l:J;J61~i'.l ~umut11u'1l-lu1rn '''1111i1n~'1l-1m-,1'111feJm1oii11ill-161i:l'il'luu~i1bYi1~11111.lulm'l,fl11~'11 bbil:;o/ii1lluh• • • 1u-,~<lfu111rt~ ~~N61~m'il'l~bn'1<111l-lmfeJm">L<il~uili~m1:>Jil1•1iu~'~111l~1111m1:>Ji111'ieJ.iJei:i;:61•~l-lb~l-I b~ilm"><if'1iiuh~•bl-imh '1l-lJ"lffil-l1n~u111'iil<iiil:J;J61b~ilmwi1'1il!Jfll'><ifi1iiuh11]niiiil~b111m~'1l-IVl~il1iJ 111'ieJm'iloi~ullllrjm">.i'u1111.i'uffl'1*~11il:J;J61~oi~,l'JuiJ-,~LtJ'llurl1111~un1'>"11,uun'ilm1.ieJ1u1.l 1um1"i'1m1m1"11bttu~1unoirn">l-lil~hl<111:.J ii:n$lni,y101:;1i'eJ~1'11m1l-I•1111'ilnu'deJb~il,,Xu1 111~1lil'l}1111iiu11VftieJ,bbYfrieJui:iuiiieJ m1GiLOJ111t!'lVibb<11n b.iJ1h L'ii'Y11'i111'im1l1hi:J!1.J111111h1111'i1i'il~fll"i1Vi1'11 mJ1,1-,111'iilil'lJ1111~1Jm..n•lium.h'11"W-i'eJ:>J,ii~iiim•1l1h1ueill'1TI<i'1~'1 ~..~"Wu111'im~ilul'JJ.i1~11Vi~
  • 19. -iiDl-ln~7m-ii1miiuriDui'lu<iimmmbbt1:;1Vimm11-ifol-1nLvrudJwnm.Yh1•"l~ -iiDl-lnLviml'lum1l-I • • • ~"1,ilu bb<1:;vi1ni.i11t11-iinf1~bbt1rnbt1d1-iiil~n1'1-m~1mm'll~1m:S~tl"lmm vi"lD-iiD~n1viu~i'],~'ll:;Vi 1ub:S~mi1J11wii1~ fll'lbbt1rnbt1:;i1-iiDl-l<1m'li'lu"l'lllfll~ilm'lm'lliilbU'U~1uiiu1Vi'A'll"lilll 3Vf1-iiDV1'9'fl$iil' .1) Jl1ui:l•~m-llboii1 (input) 2) #11urn:;mum-. (process) 3) Jl1m.JnN!i<11 (output) m1Vlm·:1t111nH.r1'llif11.011u11.Y1 (Input) -iiil~n#i1ui:l'J~tJU1boii1vi"lD Input blJu-iiD~m~mnuil•~t1'1i1~'1 ~u1m1-ii'lum-.lii1bu'!4-l1u m-. 'A'll"lm1-iiD~<i~blJ'U Input iiu m-.,:;'A'J1"lm11Vi~vi1fl-iiD~n Input ~u1m1-tlaJIJfl<if1l~'Vl"lDii fl1ll-1'1<11ilb'1~1l'U n'J:;'Yi11Virn:;u1um"lvi1~1rn'i'1Ltlbb<1:;/V1"lilN<1Nli<11bnilmll-1WilW<ll'111ill-1ltiLJI ,~11 •:;iirn:;mum-.~~'vi1'l'1n<111l-I ~~iiu ~~<ifml'.im-.fliurnmoifo~n'li1~'1 1vr~ ,r)D1Vil11l-11-.11u1~~~Jfl <ifD1bvi1iiu~'J:;boii1m:;mum"l'Yi1~1uii"1Ltlum•1fliiu'11™•1-.m1m1mh~t!'llEN-iiil~n~•:;u11ti1-ifJl1t111 blJu-iiil~n~iim1i<'51•lJ'Ubvi1iiu ~~':;'Yi11Vim-.~'1m"lbn'1tl-,:;ifV1nNnbb<i:;tl;:;ifVInmw!~ m'lu1bm-ii€1~n '51u1'Ul-11fl'l Vi)aJiim1l-lit1~tJl-11fli<1'-ii1rn:;u1um·N:;,tium•La.i~l-lnul111~m•:;~•:;tl7:;mn 1'fl'll:;Vi -iiD~n'ii1~'1 m<11iiu1'1t11aJ'51blJ'U vi11VlL-ifV17wmrn1tim.h'1a.i~l-l~l ..:::.. 91 G 91 fll':i'l'l1ll':iil.!l'llfljll I'lllll'llil1~1J1'11fll':i (Process) 1fo~n#i1ufl;:;mum-,vi"liJ Process 1Jiwi -iiD~m~mnurn:;mum'lbb<il;~'U<11il'Umdtiijif~~m 'llmm;ii1bU'IWl'Um'liiml"im1i<tJ1111mD,l'.irn~1'Um'ltiijif~~1'Uil~1~h iin1'9''"n:;l'.im1l-llill-lldllb'Yi1l• blJ'UV1~fl'llmm.U1-iiill-lf!Ji'1udm'lii'lVfbn'1tl;:;bti'l1U'lum•11~bbN'U m•~~~m m•G'i'1<11ll-I bbfl:;mu'1l-I . ' m•l'i1buu~1u Jr~iiu 1uil,l"im•V1"lilV11'i1rn1um••:;ll-iiil~'<111 viu1m1ulln1'9',m•Nli111•vi1h l1 b'1~m~fl'lVl"lm'1~il~llD ""':;n1'9','1u~•rntln,V11il'lil,'lu Input 1<iimfluilmbfiL'Vlu -iiD~<ibV1<i1d•:;u1 1t11-iftl,:;fo'l1UlJi'D~l~mfll'Ufll'l1l"bN'Urll~'fll'lNfl111 fll~ilfll'lflillfllW bb<l:;fll';j~ilvilrilVl'Uilfll'l'Yil,l'U (scheduling)'llm,1u'luviu1m1uV11flml"im•laJmm•11l1*1,n1'9',m•Nli1111Vl,f1t1mD'liDmmm.l1'U~boii1m 'il:;'Yi11Vibn'1m•<i1-if1 d'w1um-.Ni1111""':;1aJmm'll.ll1*1,Nm1u1111l-l~"lJiwl-ID1JV1mt11#1 'lurrnflt9'unu vi1m1*1,n1'9'~m-.Nli<11mflbnu"lt1iim,tf11•:;mm·mt1ijifG'i~m"l<iiD~1~,f1t1~wil w;in'il:;bn'1m•11~1u (idle time) 'llD1ri1~~m-.Nli111riilNmlilt1~1bb~fll"l'<11'YJ'U~LaJ~l-lfi1 m1:;'111'lJr11'9'1L'i!Yfum1u -=>. v v ..::.. fll':i'l'l'il1':iil.!l'llfljlllll'lll'li:ll'li:lll (Output) iiD~nJl1uN!'IJN!i111vi1il Output LJi'bbri -iiD~m~mnuN'<1Nli111vi1ilN<i'llmm•~1buu,1u "laJ11'il:; 'Yi1m'l,l'Uill;l'lV!lflllfll'l111'l1'ill11l1Jif1l~<I~blJ'UNflVl1il Output bb~111llJ'U11i1l-l~<if0~m'lVl1ilLaJ n'il:;bnil m™'(l.llmbbn:;tl7ut11~rn:;u1um.'lrn1uV11Dm:;mufl1"lm"l'Yi1~1u'ii1''1 '~il~'il:;vi1'lvrbnilNnt9'w~~~
  • 20. ~1-1'limiiei1'liei1 nu11.1 1u.m.itli]u~'JJmm"lmu<iJl<<iJrn111Y<n<J~1'iim1i,iunY<~m'li1111umfim.,y11iii1~1-1 V1'J'.il-ifil-'.im1'J'.l'l1-1'1J1N~n.'11 (customer complaint) mdJ1-1-ifm;1fl~<J~tlwrn~mumw1111-1'li111 '1Jmm.'im-, V11nwu1m11-1V1'J'.eJN'tlnu~Y1nwu11'JY1n.ius:lm1<i111<Jflil1J~1~<i11-1m1l11<J1n-ifill<fl"111-1 Output d Nfl~l"1'I 'l<J q q 'II n<J~dJ1-1m1~m.h1ri111-1V1u1m11-1V1'J'.iJn1J1J.i.imX1-1 m11'l<Jl'i"llil-ifm.Jfl"111-1Nf1V17il Output d'lvri1.;f1"111-1• • • ~""~1i.i~ 1v1il'lVfi11Nfl~~i:i1-1m<J<J~u11t1'l-ifnuV1u1mm51-1~-if111~!N dlum"l'llml'JNfl m1i,i~1t1'l1-1 V1u1m1wl1-11 V11nil~hi1~l-i~n<J~1li1-1uY11~l'l1-1'lVl"1i1oii1h1u1-1eJ1.'im1i,iiml'J11-1il1.'im-,'liil11.1 ' ' . 'G} ,,:g I <=t <=t ~ .<::!. !'1-1!!'1-11fll'l"l'lfl'lllll'111U'l'l 1 ~0'111'1 l.l !10~'1'1 1.1.2
  • 21. •..All'l-11'1 1.2 ' ' ,:;ei,Y 1.2.1 m1:i.i'Y1mmm:;11<1Jmm·;"11mnl'i1l.i'll:Nil:ii'li1mrn ,4ei,~ 1.2.2 m'ill1:;~n<11"l'6m1'i<.i'll:Ni<:ii,mmrn <1mfi 1.2.3 <if1Lbuu'llei,m1'i<m1:;V1,:ii,mmrn 1. m'l'il'1'll:;VI':jl,tfimrnLllum111-TN<if1LbUlJm1:;m1vn~1<11eimnn<if1bblJlJ'~ei1.t1~1<11eiu ~11K'1u1JH1lum'l<if"1i1uh'Yll~Ij'lfi"J z. 1•1nm11Lm1:Ni•:il~mmrnlieiri1«u"1~u•~ei11:i11'.Jft~<11'll:i.1111n.i~~~ftm L"1m~:i.i"J1nm1 ~un.irn<11m11<11'1'b'11111Lb11u'1vil'1-rnii~11K~"1fiu<if1••uum11111•m1:i.i,:ii,•lfu:i.111-6 t 'j 2'A !UA 2' <v I ,.,,! J; fDI ~ "-' 'Yll~m'l'Ylvn'l <nnum"1:i.Jr;j<11"1'1U<il'lbblJU<111''1 L~:i.J'llU:i.JlluU!11"1lJ 3. m1li1:;EJn<11"l'6'i'b'1m1'ib.i'll:;Vib:ii~mmrn 1"1m;.~1:;1u~1uY1ncy"lfi"J•llum1l'i1•uum1 L~€1LiJi't;'fm1:i.i.J1111ei'11'lftUl'Yli1~"J:;1.t11111ii,Um'l<ifilftUl<J,~mnum'll'ill'UU!i"ln"J l~€1• • vi11VIIl"n"111ii~~"1ey~~"1'llei~li.,:;il'Yllin1~1;'; 4. <if1Lbuum1'lb<fl'll:;VIb:ii~li1mrnYi~;';i.t1Lftuei1U'J/"1'i'b'1d1;';mi <if1bblJUm11li1Lbrn:i.i':ii~,ffu <if1bblJUnl'l'llufi, 'YI11i.;5m1<if"1i1uh m1<if<11ilu1<m1l'.J1~viml'.lnl:Jmru,o/ibbl1:;<if1bblJU ci1ilu~ub:ii,1l!fl'll:;VI m'l'ibm1:;VIb"11ei.n1m1uLbft:;<if1Lbuum7"1ei'VJ <if1bblJU.im.im.1 v ,.I J 1llfi!u':i:::i:l'.:iri b~ei0ni.;1<11eiu~ 1.2 "JUlli'i'l un0ni.;1mm'lll 1. eilirnl'.Jm1:i.i'Y1ml'.JLbci:;'l1'<1Jmm'l'llmrn'l'ib<fl'll:;VI,:ii,mmru.11K 2. eilirnl'.Jb~eiu1'll'llei~m'l1.t1m'l1•m1:;V1,:ii,111mrn1111i'lum'lbvi:i.ie.Ji1<11rn~1;'; 3. eilirnmLu1~il'llei~<if'mlJlJ'111''1 lu'i·inm'l'il<fl'll:;VIb:ii,111:i.i1ru,11K
  • 22. • •<!! ~ !10~'YI 1.2.1 ~Q.I ~ G fl1llJ't'ilJltl!!t'l~11~'Wlftl1'U0~ftl11!fl1l~'t'i !;f~tttlJlW vnnmh1li~i'lf1~111i'i1EJnl'i-'lbm1tVil'R~ll'hnru.LL.11 'J:;i'.l;m'lEJrn'iueJtj 3 ;€1 $iei m1'lbm1::Vi b'R~mmru, 'Vl'ieJ Quantitative Analysis 'l'Ylmm1%1iim"l 'Vl'ieJ Management Science bb!1tm1i~!J b'n~lliju&im1 'Vl'ieJ Operations Research iif~d~ueJtjnuLLU1'Y11~'Vl'l€ll1:J.J:J.J€1~ (approach) ~1i'lum1Yl,n1ru1 UeJn'J1ndl'J'~il'l'lf1m~fl.i'1EJfl~~nuLun1fl'l'lf1Lfl™::1ff1ilil4 L'i!Jffll 'l'lf1Lff11'!ll'l&i 'Vl'ieJ Econometrics ~~VimEJ!i~L'Ylflufl<il1~'1 ~1~um1'lbfldl::Vi'Yl1~bff"i1'1l'i11i1i14 fl113J'IUJ1£J911illl'IJ1'11Hl'lflfll"illfl"il:::Yl1:ti-:itJ13.11tu (Quantitative Analysis) lULbU1'Y11~1i11:J-Jl'lf1m1'lLfldltVibon~mmru.d 1.-i!Jvf1LllLL.11bJlUbbU1'Y11~~L-ifnulW11'1l'lf11J"i'V11"l Jfln'J riiN'J1nmi~nw:i1m-i~'Jru"lV11-iii-in'J~U 'J::L-ifiif~i'Ylm'f11ilil4mi:;i'li1ll:; (Science and Art) 1u mTu1V11'1nm-i'Y11~i'YImmilil4m1i'lum-iu"lV11-iTI1n'J~u 'I::Ll'ium1&i.-ibL'1t<i'i.-ii1uh 1'1!J~U"11U'll€1~' ~ <i'i1b'1'll'Vl'ieJ.ifil:1;Ji1~l'.liltj m1'lbm1::Vi,:n,mmruV1mEJii' mm1ifJ1.ifm;Ji1~dJu<i'i1•'1'llmll-i::m!JWi!bllu. il,f1m1:J.J-i' (knowledge) 'Vl1umwurnfl (information) xr!fl1-if<ilri1uhrrn1t1n'J EJn<i'11mh:1b'liu b";nl'.l .if€1:1;Ji1in&iLueJ~lileJtj<;i1u1u'Vl'l~ mn&ililb€11:J.J1'Vl1'11b%~!J (arithmetic mean) V11'11fhub1'imblJU:J.Jllil"l.!jlU (standard deviation) bbi1::dJum1:J.Jib~mnull-i:;'illfld'llil~m11l1')ru.'wu&imh~h byjeJ~'J::u1Ltll-if <i'iii11uhb'R'Jl"n'J<ileJ11.J V1'ieJV11fflin'Jm1l1m1:J.Jii~mffuJnfi1'lleJ1n'Jm";d1 Jnfi1m1-ifu"lm11uilii111~ :J.JlnUeJ!J'lJUllilL'VIU bb'1:0n'Jm"Ji'.lm1:J.Ji1m1nlum11Viu"lm-i1Vi11.-iL11mn'11Ullil1'Vlu n'Jm1nmm1n~ 'JtLm.ifei:J.J!1LV1fi1iXU:J.J1ll"i::m'1lVilli'im1:J.J-i'11imum1ill (situation) m11Vimm1'llei~n'JmdL!'iuilu11h• • jnfl1'J:;~~v·mhLL'11'Vlu V1'ieJjnfl1'Jttl"i::6luiJ'lJV11mnihilmf1EJ~llil ,yjei'li1EJ1um1<i'iii11uh11lueiu1fllil m"i~'J::1'1l1m1LYi:J.J~lilm1:J.Jmm1nh1m11Viu"lmdL~:J.J~u'Vl'lei1:J.J LL!1tV11rn~:J.Jmw"lm"ilb'11jnfl1'Jtl1 ml:J.J~~vmhmn~u'Vl'leiLl-lL<Wm1.-i <i'i~iXu bl1eiv:l'J1-;ru.11uL'lf1'llil1m"iibfldl::ViL'lf1mmru. m:J.J1"innfi1111i'in111'1 11Li'.leii'.J<i'IJL!1'llLb'11 'JtLm<i'i1L!1'llmll1:;m.,tV1,n.-ieJ1'1m1:J.Ji•yjeJ1til~um.,il.-i1uh'Y111ii1n'J11i'ieJu11h luLeJnm1tl"itmi1 i1"i::'l'll1m"i'lbfl11::Vi,:n1mmru.d'J::nfi11ii,11lm"i<i11'1 ~'Jrn1::m'1.ifeJ:1;J'1lu~mJu<i11'1 LvleJ1Vllli'idJu ml:J.J-i' ~1'Jtl-11iihum"ii-i'11<i'i1rnJu (model) 1uwLLuu"111'1 ,yjeJfln1't1LLi1:0'lbfldl::Vim:nun1"iru"111'1 ~. ' .L~EJ1num1~.-im"i 1u~d'lleJ1Viibnflnmb.if1h11<i'i1bL1JlJ (model) "11~'1 ~u1LiueJnululi111'11udiif1 VI'11EJbl'iun1"i"i1u-;1:J.Jimti1:;iun11ru'lleJ~un'l'lf1m"iLL"::ibn~.-im1"11~'l ~1'1tl1:;iunuiJtJ'VI1"":;fu 'V1u11lm"i'Vl1'111iieJlJ'lleJ~iJ'lJV11iXu'l ~e.hum f!J"i:;lii1~'1 LU'VIU~~eJli111rrnli'i1ud ~~bl'iuLY1EJ1<i'11eJu1~
  • 23. 'llm1ilm11h~;J,J'lt1.ifei;J,J11"il1m1mum1rn1uei~<ii~r-l1um11 b~eil'.l.ifei;J,J11~ueith,V1ii, 14fl'.lnwu1m • • 1h~m111u~ni,rru~V1ii, bbl1~14fNl1bU'.fl,fi'm1;J,JVimm1mm1t11-ii,1w1ifl1t114f bY<'ll~>t~tXuwu,fifl4f1u n111b'fl11~Vib'ii'ili;J,J1ru~'l-l1b<.1ueinuT<iitJvf11ti"il~blJu<if1fl~1'm'nh~m<1<if1bb1JlJ<ii1''1 ~'1u~dll14f'l-l1bm <if1bbuutl1~mru 10 <if1bblJlJm1Vi0ni,r1 bY<11~>1~tXu"i'<iitltl1~mfi''llfl,m'l0ni,r11u1'1i1m'l1b'fl'll~Vib'ii' ' ilimrud'.Jum'lfini,r1<il1fl~l''llfl'm~u1um'l;,i<il'llfl'iin1'1i1m·rn1mXn11'1mm1w1flufl~<il l<iiff'l<il* vimtJ~bbVi"il~'1um'lfini,r1 <iffl,m'l1Viiin0ni,r1~'V1mtJ14f1'111u11 b~fl14fri1m1i'1ni,r11'1i1d1bii'1l'.lm1;J,J b-ii1hm1;J,J;,i<iibb<1~1ilm1'llfl,iin1'1i1m1ml11~u ~'vi1ni1iinfini,r11~Y<uvi1flbN'iitlJnu<.1mum1rnb~mnu IImm1t1'1-l1<if1uurnvil11tXumtl'l~tJn'iit'614f vi1flvi1ntl1~<.1ununmum'lrn~"11'Lu<J1nYi14fit1bi.1'.fl111u ' 'Jl<il1'1i1d iinfinmm10nB1"il~mm'ln'l-l1mtu1um1;,iil'llfl'iin1'1i1m'lbV1Gi1tXu~r-i1umbbii'1 mbllu <if1fl~1'1um1n1'1,m~mum1;,i<il'llm<iiubfl'b'V1flm'filtlJV11 vi1fl'l-l1m1-iim;111'llfl,<i1Ubm~l'.11unnl'.n11rn tXumtl1~mmlium1;J,Jib'iilfl1-iit11~nflum1<ii'<iifluh1um1~1buu,1u<iifl1ti <if'~um10ni,r11u1'1i14f1ud ~'1l-J14fi'.l'llfl1Jb'll<ilb'V1rnbb.i<ii''lbblJlJ~Ulbi.1'.8Hb'Yil~'. 'llfl1Vifi1u'li'11<iifl1u"ilt'l-l11JJ1-iiri1eitl'l 1u~d'llfl buu111Virhn11fini,r1m~mum1;,i<ilmnn11~"il~0nB1bV1rn<ii'1bb1JlJ'llflnilm1"11''1 ~l'.l~;,i<ii.'u~umbbii''l • l'YilU'. ..,,,, ~ v . !l'IJ1'11Nlll:l.l1'1f11'11£nfll':i'ilfilfll':i (Management Science) l!l:l~llUJl!'IJ1'11N fll':l1<Dmil.:iili)i'Wim':I (Operations Research) rl1vi''ubbu11'1l,~"il~n1111(i,<iifl1udbllU!J;J,J;J,Jfl'J{,b~;J,J~bD'.bbviii'rhbU<il'llfl'1'1i1n111b'fl'll~Vib:ii, ilimrui>ifl 11'1mm1<i<iim1 (Management Science) bb'1tm'l1<im'ii'tlijli~m'l vi1flm11<itJm'l~lbU'. 'l'. (Operations Research) ~'bl'lum'l'l-l1vi~nm'l1'11,11'1mfilfl<il1m1-ii'lum'l<if<ii1luh bf1flm'l~(i)nl'l vi1flbl'lum'l~<il'l~lJum1;J,J;,i<il<iil;J,JVl~nm'l11'1mm<.1<il1bf1eim'l<if<ilfluh l<iim~;J,Jo/lu"il1nm'lboif11t10ni,r1 b'iilmhV1'.<ilflmum'lrnbL<1~iltlJV1l<ii1''1 {problem identification) nl'llb'fl'll~ViiltlJVllVl1fl<fmum'lrn (problem analysis) m'lrilVl'.<ill'll'b~eJnl'.nl'lblflUtJVll (alternatives development) m'JJJ'l~b!l'.1'11' b~fln<iil''l bb'1tb~fln1'1l'~~~'!<il (assessment and evaluation) bb6'1~m'l'i-ll1'1l'~'~fln1titiijli~ (imple- mentation) ~'~'Vl;J,Jilfi'l'l;J,Jb1tJn11 n'l~lJ'l'.nl'lbbflUt)1'11 {problem solving methodology) m-; n1'1'm~1num1;,i<iiLum1~"ilt~'bfllflmunT;-rn1VIii1tXumfini,r1bb'1ttl'ltm'1l'1114fbl'luoiim;1"l'.m1 <if<iifluh<i11;J,Jbb'.'lrrndll1liub'lim~mnuYi14fnii11m.i1;J,Jbb'.'l1'1l''llei'1'1i1'llmm'l1L'fl'lltVi1'ii'tlimru~14f nl111mnfluviii:1dm1'1 bb'iim'l;J,Jfl'1u~tlbb1JlJ'llfl'11'1mm1<i(i)m1u11~m11~tJ1'ii,iJijli~m1b11"il~l'.11ilm1 fini,r1~~nn11 l(i)!J~b~fltl1~<.1ununmum1ru"l<iiflm'.m'lrnviii,vi1flti'ltnunuiltlJvi11(i)iltlJV11V1ii, <Jt 1oii111.10ni,r1nmum1rnvi1eiiltlJV11tX'.1u11!J'1tb5tJ<il u'1t'Yi1m'ii111fl,nmum1rnvi~fl~111miltlJV11,Xu bf1flj{,bllu<if1b1uu~U;J,J1 <if1bbuudt<iitJun~ifn<J~1-iibl'lu<if1bbuu1'ii,1'11~"1rn<ilmn<ii.;: (mathematical model) b~fl~'<if'lbblJlJ1bl11l<Jt'Yi1m1i'1ni,r1<if1bblJlJ lbl1t;,i(i).'iu1ilmTII<Jt'l-l111.1~'11.ifllJ<Jln<if1bblJlJ~u bbii''lbm'11 .iflun~u1u1-ii'l'.<.1mum1rn<Ji' bY<'ll~~iXu 11::1D1"'~D1"lb'ii,'llfl,11'1m'1Jfl<i11mT-J(i)m],•l1~m-,1~tJ1'ii'
  • 24. 1Jll11~m::t "Jl;JUHvtllD111..2...JfuGlel'kl wJ11>'11illi~..t 1lium:;-Ji'~1ii1bbuu (model) m1:;.Jiu<11il'U~ 2 $ill Dl'i----- ----"' '------ --------··-- ---- ---- ---~ ~ ff1-i~'illm'iVl1~1<ililU'OJ1Dlii1bb1JU (algorithm)- - ,,_ -- _,, ~-- __,_...-- ---- -- ---- ilEll~1m<111l-J m<Jmh11'11uffv.J1Ji11 m:;-fini,;1'lu'i'll1mil1'1'ilt~1'if~m:1.nrn'i'Ylmmff<111mr~11m'i LLfl:;m:;-'i-ii'uLt~ll5ii~m-; 1'11um1l-J1liu<J'i~LLfi1Lliu'lllfi'1l'lum~<J:;fini,;11JtjJV1l~~~mnLLfltffi1'u.Jlu./iilu ~~iJllJvi1'lu:ii'i<11<J'i~i11u'l111qj<JtLliuiJllJV11~ffi1u.Jlu./iilu 1liuiJllJV11~Ll'.iilLn11~'ULLii'1L-,11l-lff1l-J1:;-nlnli~ ~l<ililUVl~ilunli~'Yl1~~'0J:;L1niJjJV1l (solution) <11•~'1 L11tJ~lJ:;fi11'luhL1uu~1u'11#1 L'i'il:;:.,.,,X'U m~'OJ:; LLm'llil'1JVl1~fli1u.Jlu./iilud~~o/fil~~1Lilum'iiltl1~Lliu~u<11ilU iJ'Jllq:)11LLfl:;m:;mum:;-q:)11iltl1~Lliw;-:;uu ~fini,;1'luLt~m-;'l{tJLt~ll5ii~m'>"JtLuum'iV11'illn1•V1~il.Jiu<11ilu'lum'>LLnilllJvi1mnn11 ~'OJ:;Luum'J 1111~1<11ilu iiuvimum1i.J11Ll'.iilu'J:;f!ui:lllJV1l 'OJ:;1i.J1#1l-Jil~V11~1<11ilu1'11tJVfuYi LL.i<J:;1111~u<11ilu'lum~,:; LLnilllJm L11tJ~i111~il1111~u<11ilu~'rnnilllJvi11#1LLii'1 L1f1:;~1Lilum"1u<111l-J~u<11ilu<ii'~n<i11/I,:;1#1 ~1"1il1JililDl-JlLU~")11 W11JaH~ 1.1 ilIDJltJn~LLU1'Yll~LUnl'iff.J'1~if1Lb1JULLfltDl'JV11~1<ilil1J"JlDif1LLUU ffl-Jl-J~11 lJU'JtffUm'iruVl~ilffmum-;rn $1iJ 'lu1u~virt~L1X'1u~if1u11l<11f1111;ilftl-J 1 n1fln'i'l-J LLfi:;;ilif~~11 3n1rin-'l-J ~~'1'U;ilLoifL'.Ju1iJ~~Vll-J11130 Ul'Yl 5n1uvi'ii~L&iD!'l'Ub~l-J1u;ilftl-J 3fiLrin-'l-J LLfit ;ilif~~11 1 n1'1n'i'l-JloiiL'.lu 150 Ul'Yl fil-Jl-J~11L~i.Jm1l-1!1m1l-JlbMmnu'ilm'llil~ftmL'1:;if~~'" 'Yl'JlU LiAimLL.!11LL'1'1:;1uLoifL'.lu~m-mLi:J~~ffil~ilLll~lu~1mu1vi1L11 <if~{(u VllD1i.JLLfl1~Vl1'111l-J~LRmnum'JL-ii ..J1m'.Ju1unum'l";m.m1i:i~~ffil~<ii'~nil11'luu'1'1:;1u "Jt1l-lmm'l"nuiln1#11'1tJ11m'J'loii1'.JuLvi1L"1LUm'i;il i:,m1i'.i1L'1'1:;'11u1u 1111nffuh~<J:;fini,;1 'lu~d~1mut'imL'1:;if~~11~;m1'1:;'11muL'.Ju~..J1tJ1u'luLL'1'1:;1u ":;Lliwiim;J'1~ulJ1nffmum:;-rn~1Jlm LL'1:;1111n<ifil~m.,'l1Xi1'111l-Jimnl'iil~'OJ:;1ulii'"~uhnu.11'l1!~1tJ'lu m•~e:iv.m1i'.f~~ffiJ~'llu11d'lu'11u1u~1111m:;ffi.J'lu1Lwi'1:;1'u/l<J:;<ifil~mfini,;111 il~.11.l'JtDilU'llil~m:;-;mliu m.h~l'i 'lu1'if~'llmm'>'i'Jm'if~ll5ii~m-; (Operations Research) !l<J:;~11ilum'i<ir~d . . .ifu9111ul 1 1'i1m:;-ii~lii11Luu fatJ'l1X x1 = 'J1'11'llil~ftwn1'1n-'l-J x = 'J1'11'llmif~l'l'"tn1'1n'i'l-J 'lu1u~vi~~;ilftl-J 1 n1'1n'i'l-J ;ilif:~11 3 n1'1n'i'l-Jl'1iL'.lu1u 130 rn'Yl X + 3X = 130 Ul'Yl • 2 • 'lu5n1u'Eilftl-J 3 n1'1n-'l-J :ililif~~'" 1 n1'1n'i'l-J 'liiClu1iJ 150 rn'Yl 3X1 + X2 = 150 Ul'Yl ............(2) 1111nflmum•rn'llil~m'i;ilftl-Jnuif~~11LL'1'1:;1u1:i.JLll~tJ'ULL1l'1~ vimtJli~11.,1rn'llil~e.m1ir<il~ nil111:i.JL1l~tJULLl.Jm /I,:;1#11ii111uu'llmflmum.,ffim.,;ilnmL'1:;if~l'l11ililnm1liui1i.Jm'Jflil~ffl-JD1'l"Lm:; • ffmlii1LLU'i<il~nil11 iiull$1iJ ffJ111t'111l-JLlim1'i~'llil~Dl'J;ilftl-JLL'1:;if~~11 VllDiltJ1DV1lil-J'i1'11Lvi11wi' LL'1:; if~l'l11'ilrnLvhh fllm'Jn1'i1L~11tJrlil"1fll-JDl'J<illl-Jlii1LLUU<il~nil11 Lviil1111'11 x Lmt x ililDl-Jl• 1 2
  • 25. ~umru~ 2 Yi1m'll'11'11.iilu'l1n<i'f'muu ~''inm™~il algorithm ~14lnm'lbllu1'1~'w1im'l1-ii ~'flilrn'1TI'lWill bv1ilm'11<i'11bb'l.h 'J:o1'1 x = 40 !Jl''1 x = 30 !Jl''1 Yi1LVf'1'1'llU11fi:J.J~~ilbb'ili1:0lU'llill 1 2 .... ' .... ' fi1iml':J.Jl1:0 40 !Jl''1 bbl1:0if'')ilfi111n1'rn1:; 30 !Jl''1 b~'ll:O'.l:OUU b:i'.iil1'1'1iill;Jl1Ubbfi1mm·;T1fi'J:o1iJ11,bbNU l'1~il<i'flilfluh1um'l~mbl'i11:::1ul'iil1iJ b'liu n1mJln1'1fi:J.J 5 fifan-1:J.J if'')il 2 fifan-1:J.J <J:;L-ilb~U 260 !Jl''1 blluo/ru iiu;)il'llim'l0nlS-1m'l'l~tJb:a,iJijii~m'll'1~ilm'l'ib1-1'll:::~b:a,mmm ~il buu~m"~'<i'f1Lbuuffu n1™1'11'1€l1Nlni1bblJUtiltJlmlim'l'l'111~'fl1'1rnl'I m11lu<i'f1bb1JlJ'1d1m<J:i'.i'i1Jm1m'1l'1€11J (algorithm) "Jln<i'f1bblJlJ1'1l'1mtJ'iTI L'lfu<J1n<i'f1mh'~tmmlVfb~ud lu1:;uu.irn.il'111.11'1f!iu~'ill"Jlmnm'liltJ111iu1,) lln L'liu L-iibl'l®5lJJ'll.il1 (}~uss.c. Jordf'!1 ~1bUU 1,ipear Algebra. m!lilill.'l:J.Jm'l 1'1mmil'mh:;~'l'1Jm b'iltJubUUb:J.J'i'l'ln.f (matrix) .11d - . .. . [: 3 1 130] 150 111 R.Cl_w_.QPElrn.tign L~il1~'1b:J.J'i'1'lni1.1:J.Jli'n1'1'cl (identity matrix) ~1'llil1tl:J.J1h:;~'l'1B'i'111oii1tJ ri1u'l'111'11u'll11<J:;L'1'lln'llil11.1:J.Jm'lililnm "1,d l' ' ,00 JR 2 - 3R 1 ---)- R 2 (3 - 1 x 3) (1 - 3 x 3) (150 - 130 x 3) <J:::1'1bDu [: 3 ,00 J RI -8 -240 Rz R 2 +(-8) R2 <J:::1'1L1Ju [: 3 ,00 J RI 1 30 Rz
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  • 29. 'llB,li-ir,'ll1rn~''il"ri1viu<iim1ldm'llB'u1uli~<ii1ef1i.lth,,vimr,i1:1J ii.lmw111:1Ji1,'llenli-ir,'ll1rnmm-irivi1v v 'l.I 'I.I 1'11'11t11iJmniin •!J:!!l"ilu}1tl1rJ!JrniiriJliti~l!'.~J'l~J.'ZJ"1111 bbi1"~.riJ11cilt11b1Jl1Hl'fl"l}lJ1~ 0.10 Ul'11."i. flUfl1iJ~n'J'llli1flGm<JL.ifU"ivlt1'l1iJ1ef1<J1milm~ti b'Yilt'1un1lifilVIU<il'fl1llJR''lJi.l~1JlUU"lr,"1l<iitiL.if.i1'f11llJ. ~ .fj'n"~rnlJumrn'l"I n<Jr,1ef1rnuli""'IJ~i'.im1:1J•vimr,i1:1Jnu<iim'1l•wrnfl111'l •Yi11"u ~nfl11111ll~fim1ldi ef11uflliGimnn:h511il<i1111Ui.lt1 ~!J1"l1J1 •m<l1u111ru~IJ'~iJ<i1Ul'ilr,i'.im1ld~LtlITT11 2.0 ww- (.ilb%~t1 + d ~ Oj 2'.., Ji~ (( ' d""'- 2' ' 0 ' ~<:< (<1murnLuum'il"l}llll)~ nm'il1'll'1l1bi1'll11'1:111mru'l'I ~W'lldm1:1J~:1J1nm1111m"irifl1111rnfl1 m1:1JID"JY1llu (prnhabilityl •W'j1niii.ld;j<Ji1~mfrir;u'11 '1ufii'.im1:1Jmbi'111n'111.9o •~Vi'd:l.1.275% • ' ' 1G .., ~ "I i.1'v =I '"J ft h~~4~~~,!' ,:;j o , 1 v £.<,,; , ~ 1' ~ fl.ill<J<il<il"'111'Ll!<il1bl'!14~Umlli'l'J •~.ld.'l'J.'UlWlWJ wir,l'Jm:'mbb'lhl'llll ®®WJ Lul"111 m"l•1rnn 'l'lf1m"l'lb<il"ll,,Vib~~li'hnrndi'.i1<iirili•r,11~.il<iit1'il"i~~'iir,LVliinflm;1mm•rif1-i'1~m,m1ld-i''il1nim.rn1VI" . .1ef1:1J1n~iJ<ii,~i.l~'il"1ef1i.i1•m'111ldit'1111111'6111111•~<i1111•rhn•-ild'lli.l~<ii111VI•n<iitl"ir,ll1'1Tlmr<••11r, li•r,l1']TINi1i.lti1~fj~i'j<ii ' • l l , &:I.I t "" "" ~ ""' lll!'t.l1fll'll'lil'Mlll't.l11l'll 1 1'10'!.l'l'l 1.2 l'lll~'ll 1.2.2 rl1vi1'u111'lf<ill'lflm"i'lbf}"l]r,Vib~~mmlllbbi1r,m~<iim"lm"l'11bii11,111d 'iir,.l1bi'l111l4i1bb1Jufi1ef151q --~---,,--- - - - - - N~<ii#i'11mLLll1~'VllJ<il 9 lii1Lb1J1J 1WiLLri fu••uurn"lllicmrn:1JL~"ft11 lii'1bb1J1Jrn"i'll11rl' 4i'1LL1J1Jm"i:1J1l1JAf------------- -- ---·- - - - --- - ----- "------- ,, - -----~ ~- - -- ' - - ---- "' - . 111mm111 lll"i4i'<i1l11hmt111fvimt11lijbnrn<t. lii'1bb1J1Jl'1"J,'li1rn111 lii'1bb1J1J PEHT/CPM 'Y!.rJ'.1:1~1111' ~~l11h bb11~~1b~~um4'1eiW o/11bbuubbm~~t1 "i1~~''lnrn•flm:11lii~bbu~1'1lt1m"lL.ifm.,.~111~~lmoo1m- - -" - -·-- -- ---~- -"- -----.~-------- --··- ~------"-"'"-- ,. ~'m"i~li11l'i'lm11m"iclblJ11'lum"l1'1<ili11l'm'11<ii1l1J1VInuil'!JVI1bb1J1J1,ji,1j1 ti~#1'l111,if11bm1ld"l'lilif1bb1J1J W11!1l1Jfll'ihhm1rn111i.:i1.Tu (Linear Programming) <i11:1-1~1ef1mi11mbbii'1L11li•~1'~'ll1l''l'lf1m•"ibfll'1r,Vib~'li~:1-11rn11m-illidbbrn:1-1b~'bl11t'111LlJ11 bb111'1,ri1bil<ii'll1l,'l'll1d•r<-nr,•tJ111ii1bbUUbL·m~riei1Vlbi1'11rn"lmr,viun111ffo<i1:1-1l11n i,m.,t.l1Lmf1ru<ii'"11'l<ii~ ~11j,mli•r,tJrn'il~11m"lo/i<i1l11hm•'11bu11,111 1'111Vi'i11ml'n'll1'.iuli•~ll1'1Tlmr<'llmm"i'11Lil11,1111111i' 'li<ii<j<il'llmiint1mr<~mn<Jm"l l1m;rur,'llm4i'1bbUU'lli.l,111"lllidbm"lldb~'bi'111 btJ111ii1bb1JU'll1l,i'lm'Um"lcl li-ivITT1'1~1111nml"11'11'Y'lrnrn111111'li<i1'111:1-1m:1-11-m11~11tiwi1n<il bU'U~11l"li11~1n<il b'll'ilv~'1111'l"l1'11vlmrn
  • 30. ~ililajil~11'11n.iil~111.,~1'l:;1'i1111111N19~~'l.i N19~'l:;111~~'1.i~1-1~1-1€1ajn1J11i1qJ11111117€1'1mum"lrn~ fi1-.1iirii,n~Ubllum"liin1'!1'1bll.lf1l"lrnb~il1€1:;h 1l-J11'J:;LlJU6'1ll.lf1l"lrn'll1mm.i'llltJ';jl')il filh';jlijil N19 Nii"1~i.J1n~'1.i 1117€11Jl1'1~1m<J<J:;LlJwii1-1r11-1~~1~fl.iii1-1~ilLU1111mtJ111'iil~1~m11il1m"l 'J1mi1'11n.i-~ q q ~·--- f11li.Jii'1bblJlJ'lli)lnl'l1lJ1LLn"J:rn'il1•iitt ~€1 "alloc.ation of limited resources for optimum use or result" "l:;illJ"l:;L~.11'1-.n 2 i.hn~.1~€1 °-13ti.mu!Il r~sult ~1111J-JltJP1_ ~l~JilU,~~11,l -~~~1~d~~il ljmitlct resources 111m!'JP1 1111vm1rn~l'.l<i1fi.i LYl"lW'1%~1-I !l1fltJ.,:;n!l1J'llillf1l"l1tJ·mrni.JL'illbi'i1-1~1tJ"l:;nil1J111tJ,-._,.____ ~~- ---- ~ " ' - ~ ~ 2 ri11-1 ri11-1LL"ln~m'11r'.li'wl'<ii1JU"l:::fi1fl (objective function) ~€1~1rj1l<J"l11-ll 1117€1 optimum result 1117€1Nl9'l1€11m.,~.i"""~,.,1tJ"l1"l11m •'liu ,.,111€11m•~.i"""1111'y;l'J1rn•~il111111111h<J1'l.i w1n<li'11 'l<i11JtJ1:;6'1fl!-1":::":::Yr€11-1il1m.,111111h<J1'l.i 11€11mTil":;~'""TI1111<>1!'Jilil'llltl'Jl'l'" w1n<li'1-1'l<ii1JtJ"l:::'11fl /-1":::<f:::Yiil1-1ti1m"l1<>1!'lil'1'll1t.1<J1'l.i ilmn1<>1111-1111-1~1~'1.i 1'11n<li'1-1'l<ii1JtJ-;:::<11ii":;fl:::Yf1mil1111-1111-1~1'l.i '111-1~'1illl'iil-iiil~lnill 1-IL'ill'Yl1Ylmrn (constraint) 1117€1 limited resources :IJ11ufobblJlJf1l'SLU'SbbnW b'Jllbft.l"Jl::11€Jli.Jlb'i!'J1Jb'itJ1'1l'iifl<i1fl.ii'liJ:::hu11 L'li.I fi1-.1 Nii"1~'11fl.i'J<i11j~lJ~iJ!laj<i1n.i bb'Slll.l~l'.€1aj €1~11'11flii 111'i1J-iJ1l<ilflii~1m111ill'lblJwifofi1111.iif1l"jN/i<ii11u4fl tJn<ff1m.hlb'liu 1111n'Yil.lblJ.~N('1Iii m1111-;9"11Li'.11lNfli.Jm1111"li1'<ii1m'i'1 Nl9N!i<i1Yi~Ji'111J1l'.l1Rmru1'll:ii1-1ll-id'11-1n'111o n':ii.J!n119n-~i.J d'Ju111-1 LYl'Sl::: ,.:;~u -;tJiLlJlJ'll1llf1l'S1tJ-;1Lrni.JL'illift1-1d'Jum-;m1111111LLm111111um"l<if'111-1h111'i1m.h1hnw;i1Lu1-1111-1 • m!'l1<ii-ii1l~1n'1lli11'1 ~":::111N19~~'l'" m-;1111'11"11JlJ1Vln1J<i11 bblJlJm.,ttJ.,..rni.J.:a1•l1mli1-1•111'1ufm1 <>i'11-1Y1'llmli1m'illbft1-1 (linear algebra) ~€J"l:;JJ1JL~t.11nJJY1'llf1ru.i~•'itmm1u-;:::~1J:ii1ltJi.J 111LLn m-;6'~1 v ' • l'l11!'1J'Ufll'l'IJ'J.H'M (Transportation Model) <if1bblJ1Jf11"l'll1-lfilLllu<if1bblJlJ~l-ir'lunl''i%i)fi"j"j.j11-111-111-1"11 111'iil<i11-111-ll '1'l~il€1aj€1th1'11n'1LVI n1J111U1tJ111-l'li11'1 ~l'.m1i.Jilillf1l'SL~il1,,fl,JitJ-;:::1rniU'Jlij'1 <if1mh1L'liu lJW'1~Nl'i<i1~1-1'ifLi.JU.JLL1'i1111i'l1 rlh1111-1NiiIiitJu'lfbi-11-l<il"l.~1111l '1.1'1"l"1'llllm llltJ11 bbl9:;Ufi"lITTllT'iml'll ~1u'ili'YltJ1-1'ifLi.J.l.llJ'iij111d • • Nii<i1~1-1'ifLi.J1-1.l<nnh1111-111i11'1 •~ilfi1'11111U1mi1tJ"l:;mfl1111tJ LLl9:::il~1-1~rn:::<J1tJ11-11'11<i1li.J~1111'l'1lli11'1 vf1Ym11i'.Jmf1 i'liu l'.lfl1-1~rn:::<J1tJ11-11'111l1-i~n"'lLYIY1i.J1lll1-lm %1111'l'1L'i1tJ11111l-1 ~1111'lo/'ll1lULLri1-1 LLl9:;q 'IJ 'IJ 'IJ 'ii ..., CV ~v 6 ,:J...., A (fr ..di id d,,JT ' <J-:11111il<fl'llm Luu<iiu ~um111m1-1'l:::"lu~wlfLi.JU<il'lln L-;11rnLYIei Lli'll1tJ<ilil1ln1'1ilo/1111-ll'lfl -;1111-1LL<ill9~ LbJ<i1€Jl"J'Jl::Jlfilfi1NiiIii'Ii11fi'uLtJ Lrn:;f1-1~n"l:;"J1tJ11ufi'1bblli19:;LbJ<ilf-1€Jl"JiJ'111i.Jo/f€11m-;tJuO';jbi.J'U.J11 • • ~1111u1tJ11-1mmrn~lli11n1-1Ji'1tJ •l'luilu <if1LLlJlJnl'S'llU!i1Lllu<if1Lb1J1J~"~$n1'!11111u1tJlJltd1 tju'llii.Ju.l~Nii<ii'llnLLIiiii~1-;1111-1m'S"J:::ii1 1tJtfo~1-18rn:::"l1tJ111-1fi'1LL'lil9:::LL1'11 L'Yi1l'1 ~1'l:;rh1Vlii1-1111-11.lf1l"j'IJ.lfl1~1~ijo/ 1o/t.1'111mlJ1-1'J'i1mi'1<ii1 LL1J1Jf1l"l'111-lril~o/11LlJ1-1<if1LL1J1Jm-;ltJ"lLLn"lJ.JL'll1Lfi1-1 LY1"lld1tJ"l:;n€1JJJi'1tJw1A'li"U'l<i11jtJ-;:::mi ~€1 ii€11m-; 1Virl111-11111-1'11'111-1fi1~1~fio/LLl9:::l'.l-ifo<l1fio/ 2 oiiei ~1l oii€1~1no/LL'Sn '111-111-1tJ1-1'i1Li.J1-1.l~Nii'111-1h11rn " " .01111i.Jo/"l~iiill1)n<l11tJif1~1-1801111i.Jo/ oil€1<iln'"oil€1~"€11 <irn11-1~1-1'11Li.J1-1'1~"'Ii19:;~ml'l..1'11J'l~iim1'1·l'JJ
  • 31. lllli-J<l1u1u~tju6m~"lltJi1u.11,:Cu'l 1fmm"i Jli1,:Cu1w[1J.1JUnl'.l'l!Uft'l~'5J~H~'Difuiei~ln<il 2 'Jl21 ~ 'ltii,fiB ri1i1~m;w~<i1V1jeiiJ'ii-J1rurn:i-Hll2rl1:ei'lh'J1ll~J10Ji<il1lil151~®'ei'lri-JilrJnliJii;if,)u6m~-oa1ui'lu"11 ~'l~l-J<il ~<J1D'<il-iiflfl<l<Mnfiei f,ju6m~'11.ui1m'h11nLLvi'l"l~1fil'l1#i'jujuiifLi-JU.'i<i1:i-ufoulll1i-Jmw 4fu,jDJ'.'~'l111}!0 LwtJ,jbLlii4hLLUUnl"i'lJUcb~UlbiUfl'iiJdl'liim:i-bbflUl!JVllliil'l111'illDDl'lbbflUl!JVll'llil,l0l'l r11'lLLmm~'llftU 'liim.,dd'ium'l1-iim"in~ (logic) lllW'lii~L'irnYll Stepping Stone LL'1mii Modified Distribution vi'iil MODI 1Unl'l'Vll'1llllilU 1;;J1Ji'l-iiw'l!mltlllJlilcfl1bbUUnl'.'111'lbbOWb~ilbftUbLUUbb"iD~ mh1i-;1bb.'11 LWIJ~LUUL'liuddJum'lld1L~iluL'llVlii'l~ildiuL~ilUL'll<l1 LYll~'llililcfl1LLuum"i'llUftil fl1111J1Jfll'HJ3'U'IUJ1£J~TU (Assignment Model) !4 v • ' • d 1·'v • ~ ' JbuUnl'l'5J®l1TIDJllilillU'iiJ1DbbVIMlllU'Yll,l (source) VIUil lJmm1~llll<h1DJ"jlrl':iiDIU'.l~'Hllf!YIJ~ (destination) yrtL..m1mLlllnlii1i1'l~VloJlilcfl1LLUUm'li-JilUVli-Jlm1u~lii1'lL11"l1n<fi1bblJUDJ"i'llUftil flil m:i- , ' .<V ' !I.I A .,_, 1~1"" I ! .<ol l A ' v .fl 'iiJ<illl'.'"i'iiJlDbbV1'1illllU'YllilVl1il'iiJ~llJW'1)'5J "1l1" LJ tJ,)bb'Jll'1i11W1IYIJ.J bl'l ! !ill!lJ! !YJl)j}jillbYIJldJJ. LLJ1nl'.' v ~· A, A~'" v v ' 1 .I~ ;'l • • d.I ~ < °f '5J"1i'l'.' LVlbblJlJ)l!JM!i!flV!l.:I bl-JbVll-Jil1DUlll1fltJl,j'lJfl,j 'J,))11111.JU'libl-JUlll L1'lll'llll1 'li>11.J1l'libl-J1lll'5Jl0 b"J,))111 vii1ilmilfi111m"l1JDftil111il''l~116m~"l1ui111.l1~~>1V11'<ilb;tJil1vi;;.i U1ilft11ill"J"J~ftil111~~116~01>1L'YIYl- i-Jvnum ~'ll1m:i-LL11ilbll11<J111111tlil!J1#i' wMi1dJu<fi1LbUUDl'.'l-JilUVIWtJ,)111111;Ll-JU.'i~N~lll"JlDh)l,)11 • VIrt,l'iiJ~4ffl'lftil111iJ'iitj116<J1wu1!.I~bfi tJ1 byiJ,:(U b'li11LfitJ1nunucfl1bblJUDl'l'llUftii Dl'l~'lcfl1bbUlJnl"il-JillJ Vimm111<11W'lrlb:zitJ1blJ1cfl1bbUUnl'll11"ibb0'.'l-Jb~iibft1l#i'b'JiunuDcl11flil l'.JDl"i~il1'l'ln-if1llll1J11"i~i'!'l,)fiil DlWl1Vl4f111111vi'iilfll1-ii~l!J~Ln"1~U'5Jl0Dl'J~lbUU'll1~lj"1 milnlWl1Vir.J'1'1Ji),)Dl"J~lbU1,llul'.lfi1jilj<il m EJ14f-iimi1n<ilfiil viii1EJ~1•ilu'l1111lili1<11m-,ri1#i'jrn111vi'iill1'l1u1Vl'l'i1 5111~wvi'iil~11ijuo/i,1111#i'ju i-JilUV1mm1ubii-Jm1mnm:i-ri'l'i1'l1u1#i' r.Jlm1~ilflnm1lili1bii-J~lllli-J~1iil'lm"i LLliim'lV1l'1llllflU"llD<fi1 LLUUDl'Ji-JillJV1mm1u'iiJ~l1i101'r~L<i<Yl1~<fi1b'liunul<iiEJ'iiJ~1-iilllTID~~L'iun11 Hungarian Method Lll1101"J 1-iilllTID~~~l!JDoJlif1bbUUDl'l'llUfi,jbYl'll~btlunl~<il'TIbLUUVlrt,)IiiilVI~ fl11!1J1Jfll1flOltrii'l'il (Decision Theory) cfl1LLUUnl'lcfl<ili111h blJUcfl1bbUlJ'lJfl,jb~iJ11'111urn'lcfl<ili1Uh 1u~LblJlJliilil'l n<i11fiil Dl"illll'!i'1 hmEJL<ifi'mu01-,ill~LLU1il1 (decision under certainty) Dl'lcfll'lliuLwnu1<iri'fmu01"Jcii'i';;Jbbu11ilu (decision under uncertainty) m"J<fi"1i111hmu14fam1101'lm~l1m1i-JL~m (decision under risk) Vl~il mli-JUl'iiJ~bll1 ~,j-~l101-,1171i1cfl1bbUU'lJi),j~LLUUDl'Jcfll'llluhlll1i-Jdil1l'll'lJiJ,)Ol"Jcfl"1i111h L'li11 1urn'l fl~,)nl'Jcfl<ili1Uh"l~l1b~il1L'll'llfl,)Ol"Jcfll'!l11hLY1illili'1JiN'111'l~1EJ'11Uj'lj"1 Vl'iilDl'lcfl"1i1Uh 111ii'D1'rill~~11 5111~4fmbft!.IVl~ill11fu11u~1~j"1 vi'iilm'l<ii<illluh 10E.Jl1dfl111'111Vll1fi1LfttJlilrni~lj"1 (minimax regret) 'Yl11'1-fim'l<ii"1i1uh LLuud Dl'lVl1'1l<ililU1Vl<ii1LLUlJ'iiJ~1-iim'lD~Lnrnliuii1111viqj E.Jrn1urn"i<fi<ili1uhmEJ 111€111l-Jb~tJ,j"J~LlJ10l'lU1bill'YIl1'i'fim1l-JUl'iiJ~Ltl11L'ihm11-,~tin.'i'li1tJl11if1LbUU Ji'lmrn'lJiJ,jif1LLUULL'lJ1,j Dl'Jcfl"11uh (decision tree) ~l'.10111-iim1i-;u1'5J~Lli11'118'lN'1i1Y<TI~-~1#i'bblii'1~fl~lilm11-,rnn.'ibyjil,~ ' 11:i-~bl'.lum'lL~iln'llfl'lm"J<fi"111uh"1w1 'l'i11Vlmm:i-mmurni'iEJUYJJ'lL~iln"11'l'l ,yjil1Vl<ii"11111hL~iln1#i'
  • 32. 5n<i11bblJlJ'Vl'if,fi~'1u1mTm1i,;iim1:wu1'J:;dimn1.J-:;:;f.Jn.fl.jj1'1wim-:;<ifi;i1uh'lum-:;wJi,1fm:ow)1, 2HltJti;itJm-:;<ifi;iluh'llrnHltJ'Vl'if,l'jN;;i<iiflm'l<if1?11u'l'J'llfl'5nHltJ'Vl'if, b1tJn'll'Y1']1'!ijm:w (Game Theory) ~'<i11bblJlJ'llil''Y1'11'1iim:wdmm"lt1'li1tJ'lVi4im;1'inum1'111 'lu'1mum"lm~iim"lbb'li,1iu 2 Hl!.id uforntJ m-;<iii;isuhbblJlJl'Vlu~'J:;1'h'lvr~<ifi;iluhi:iuii4JmfttJUfl!.1~"1'Vl1fl1'1N'11.J-;:;1tJ'll~1n~i;imtJ'l'1il1':w:w~~1u11 ~<ifi;iluL'J'llrn5nm!.l'Vl'if,,;(ul'14im;1mbl1:;l'1V1Gi'nm"l'lum"l<if1?11uh ti;itJ'l<iibW>JN'iflth'b~mnunlJHltJ'llrnm 1nm"l'Vl1'11<11ellJ'lVinu'Ylq1'1ijbrn.JS1 2 bblJlJ bblJlJ~'Vl'il,,'l<ii<11"l"ln:o'lum-;<ifi;i1uhV11'11<11fllJ bblJlJ~'1fl''l<iim"l 11.J"lbbm:wb'll~bifu'lum"l'Vll'11"1fllJ m1fl'Aiftti'ililll'Jii11'1rn11'Jfl~!flWorl (Multicriteria Programming) m"l<if"11uhmtJ'lo/J'Vlmtmi)mrn.vi'J:;bbU~flflmlJu 31.J-;:;u1'Y1 ~fl 1.J-:;:;uwm-;n Preemptive Goal Programming ~fl m"lu1<i11bblJ1Jm"l11.J"lbbm:m'll~bifUJ.J1~ni,;1<il1.ifff~1ni;i ni111~fl 'VllnNflur:iu<ifil 'i1n1?1ileJn1u'J:;1'h'lVid'ii;iN'i<iieJ'i'mum"lrueJtJ1~h b'liu 'lum"lNli<111ufi1'llu1?1V1rl~b"l1l'1.ifeJ~1ni;ili11u 1<11t1~1Jbbl1:0bb"l~'1u ti;itJs:i1<11t1&lu1~bfiu 500 V1u1tJ mi:ol'1bb'l~'m1~bfiu 100 ~1t:w~ mno/leJ,mn11n1S1• • • 'Yll~bliiln~<J:;'lVf'l.jj1"1!J~rnfiu 500 V1u1tJ1'1 'Vl1il'l.jjbb'"'mbfiu 1oo ~11m1'1 <J:;b~iln'Yll,bl1iln'l01~1mu b'Yil'li;i mtJ'lo/11<11t1tl"l:;'i'~fi~<J:;l'1Nl1Ni1<11m'11?1 <if,i:iu m-;<if011uhb~fln<J:;o/lm<iii;iluh b~flm:;V1-J1,'i:;bl11?1• • • (violate) biilu1'll'lJrn1<11t1~1J nlJb~flUl'll'llil,bb"l,,lu<J:;'i:;bl1"1~.jfil~ln1?1L1?1Lu~1u1ub'Yi1L"1 'Vl1il5niitJ'Vl'if,~il • <J:;'lVii11Jlum1:w'11fi'IJ (priority) 'llil,'i1u1u1'VIUJ.Jlnn11nu 'luii'ni,;rn:odb1tm11 d'lu Preemptive Goal Programming 1.J-:;:;m~'i'il' ~il Multiple Objectives Goal Programming tln~m-;11.J'lbbn"ll-lb'll,bifu 'J:;Sl y;j,fi'iiu"l<11!Jtl'l:;'i',fir'i'ub~mnuY!~n'iiu4iil~1ni;i5n"J1"1'Vl'if, bb'ii'lumnumm~l'11<111Jtl'l:;mfi~o/Jmm-; lJ"l".il1'Vll1ltJ1<11t1tl"l:;mfi<J:;1.jj Multiple Objective Goal Programming bb'i:;o/lfl,rll'VIU1?1'11<if1Jm1:w• • rl1firu'llil~bb'lil1:;1'<11t11.J"l:;'i''fi1~ <ii'1bblJ1Jm"l11.J"lbbn"l:WbUl'VlmtJ1.J"l:;m'Y1 Multiple Objectives Goal Pro-. .grammingf<J:;blJu<i11bblJlJ~<J:;'l'i1'lVim<iii;ii1uh~i;imwmmn~S1'i1n01b~ilN'ili''V1i~~~~i;i,'liub~tJ1nu 'ii/ 51~... ~'Yi~ Preemptive Goal Programming bb'i:; Multiple Objectives Goal Programming 'J:O b'll1llnl"l bbniJ'IJ'Vll'llil'nl"l11.J"lbbn"l:Wb']l,bftU'Vil'11"1illJ tl"l:;m'Yl~fil:J.J ~e:i Analytical Heirachical Process H1t1 AHP d'/u1lim'lfiu11u11flum11Vf '1rnuuil<J~tJ<ii1''1 <111:wi11Jlum1:wrl1ffqJ <if1iltll,b'liu 'lum-:;<ifi;i1uhb~ilmifu'Y11,'lt11"1ti'i'l"l'Vl'ii~Lifu 'Yll,'lJfl,lJ'J:iffi'!lmfobbvi,'Vl'if, illOJ<J:;~i;ii',iJOJ~tJ<iil''l b'liu 'i1u1utl"l:;'l11m~<J:;'l<iiu1m'lLflu'Yll,,:Cu 'i'ml"l nl"l'J"ll'J"llJ'UbflU'Yll,,;cu il'IJ'Vll~'bb1"1~fl:W'Vl1il:W'illl1:01JULflU'Yll,,;(u 'lum~<J:o<ii"1SUh 'lUb4il,<if'nii11 ti;itJU"ln~<J:ol'lm"l'lVii!l'VIUn'Vl1il'lVf'1:0bLUUbb<ii'i:oil'J~tJ bb'li~nOJ:ol'lil'IJ'Vllll'J:O'lVf'1:0bbUUU'J~tJi:iU'l b'Yil'li;i ~'<J:Ob'Vlm:; b'liu <J:o'lVii'.i1V1iin'i1u1u1.J1:o'l11muuLftu'Y11,i:im'Yi1'li;i blJuo/Ju AHP LUUb'Y1'1U'fl'lum"l'Vll 1iim"lLum'lL,ii,'.(l'VIUn'lm,iJ<J~EJ.Jl''l Lum"llVl,'.(l'VIUni:iud'Ju1u'luL'lf-11'¥1tJl '118"1~bbl1:0bliU'l~lJ1Jl-lln~u l"1tJm"llJ"l:O[jn<l'ibil1Vl'll'1rn<11m'li1l'J'lUnl"l'Vll,'.(l'VIUn'llfMU'J~tJ<ii1''1
  • 33. W'J!!lllJ1rrH-ii1tJ'l1'1! (Network Model) o/11LL1J1J1ri·wii1tJ,1udJuL1'1f!Ufl'lleJ.:im'l1Lfl'll~Vib:jr'J.J'hnmiinbb1J1Jvrd, ~'dlunw~1iliN rrmum'lrn~l1mJv;:1'V'11~j,jil1ililnm'tw;J..i'llm1m,'li1tJ mh1f'iil l11j,juOl (node) l1m1l-lfl'l-!wun'llil,w1iil~ • • 11'j.hOJ~mm1rnoSill-!1mnu1illdlu1m,'li1tJ :iJ..ILLUU'llil'1m,'li1m1um'il'il~Lliu1ri.,,'JJ1tJm,mHm'V'i o/11ilth' L'liu 1m,'li1ti'llmm1L~urr1tJLW'l~Vl':i1,ei1mil 1~w:i1'~'WlOl rfl-ll-1&111l1ei1milil~ 6-7 ei1mei ~<1Jei,m1 L~umtJ1wvh~'~<lfmo/f'1i1uh$lff,~L~umtJ1wV11iltl1'1~~:;e-J1u'Yjnei1mil~<lfmm110tJ't-iimtJ1wileitJ~')'1 n'il~L-iio/f1bb1J1Jtm,'li1rnnu~L'fon11 Minimum Spanning Tree j,j'iiliinwd,o/f1mJ1, 1vlfmi LlJudiu m''tum1si1Li1mj,j'iiJm1L~.h1'11' o/11iJ81,L'liu mn<llei"m'lL~'i-11'11,'illn'<jOlj,jii,11..it'.i'iin'<jOlj,jii, m'ill'lm" Li1iln'l~L~'i-11'11'1illj,jmmi'iu1'11' ~~1LUu,rn,~Li1ilrni'ium''lum'lL~.hrrn'il1n'<j1ij,jii~11..it'.i'iin'<jOlj,jii, iJtl1"h~":;LillLi'i'l-l1'11'~~.h~Zj'11il~'l-ii f'iil Shortest Route Problem iino/11iJtl1,j,jii, rfl-ll-1&111<1liJ,rn1~'1rf'l'li1u.'i1 j,j'forn1'lluri'"1n"l111'jii,11..1t!,iin'<jOlj,jii~ 1'1tJl1 Lft.hm~~Lliu1J.J1<1i'l~Li1iln1vlfj,jmmi'ium' j,j'iiJ'turn1~'1"l~1J1Jm'l'il"ll'il'l'illnd-Jl-ij,jtl,11..it'.i'iirn-Jl-ij,jtl,'llil' Ll'lmill'i!'i!:;l'ltiuuwmtirfltJ ~'11umL'1il~rr1tJl1'ii'1m1l-!mm111'turn1'fu'i11u1u111tJu4i j,j'iil'il1u1u 'il"ll'1lill'il1nOl 1'1rp,;lflri1~'li1mrn~L'itJn11 Maximum Flow 'il~1tJL~LLntltlJj,j1Lill11 m"l'il~~1irf"l"lm'> 'il"ll'il'l11..i'tuLL'1~~Li'ium,iltl1'1~":;'1'i1'l~rr1m"ltiLfl~€Juj,j'imfi'1m1'il"ll'il'l'illll'jOlj,jtl,11..1t'.i~iin'<jOlj,j~1ill W1!11J1J PERT/CPM 'lun11'1'i1,1u1'1tJL%1"11nitl1~ri~nid'l'i1~1u'lui1ni;m~"1u1m'm~'<Ifml'l~u<iieiurn1'1'i1,1u~<;]il Liimnu <J1n<l!u<Ju<JuLLil:;l'lfi<Jm1l-l~o/ril~'l'i1j,jmtJ'l iltl1' ~'fi<Jm1l-!LL'1il~iltl1~rr1m111'l'i1'llmunu1J.J1vll fi'ilm1l-lrn~iltl1,o/riJ,.,il'l~fi'ilnTil-15u'l <Jmrniil'ULLi11'1iltJ'l'i1'1il1J.J1ill L11mm111rr,1~o/f1LL1J1J'llil~rn1 1'i1,1uj,j'ieJfi'ilnTil-!Lj,jri1il'.u't~ililnmLU'U:iJ..l'llil'1m,'li1mm11im1'1riuri'llil~ PERT/CPM ~~<J:;mmm 'Vii'l~ml'nm1vlf11 m1'1'i1~1u~l1fi'ilm1l-lj,jmtJilth,~<lfm'l'i1'1il1tlmnuLLil~~u-iieiunu<J~~'1rf'>1rn1 'l'i1~mei81~h 'l«Tm,m1~'1m,m.,,l'.mrr~'il'tunm~L~1~')'1 Lbil~<J:;l11lm1u~111m~rn.,1'1tJrn1'l~ '111l-lftlfltlJnUfi'ilnTil-l'ii1''1 mh,1110lm'l'lf!Ufl PERT/CPM fi1j,j'furn1mfi1<i10u'l~o/11LLuutri1~'li1mmd '~Lliu1lm™i <1<i10u'luL:n,<i111n~LLil~nrn1ui Lill1'1'11'f~r!tl&1Lbil:;m1l-!ul'l~Lliu (Statistical and Probability Theory) mJ..11~tJn<iil-iinuo/f1LL1J1J PERT/ CPM Lviilnlj,j'UOJ'l-l11'lrntJ'lumw~111ri1,rn11vll j,j'iil•~mfi1<ilil1Jfol'l"illm11J..11LLml-IL:if~1i'iun1ill 1'1tJ rr,1,o/11LL1J1J1m,'li1miu'luAni;m:;'ll0~o/f1LL1J1Jm11J..11LmwL:zr,Li'iu Lm~m.,mfi1<ilil1J<il1l-l"iil'll0'rn1 1J..111Lmm:if"1i'iu
  • 34. v ' _J lll11!1J1laJl'l'~fln (Markov) o/11 LL1J1Jm~flil'WL1iuo/11LL1Ju~1h~~n<iiLm'Ylti1'flim1:wu1>J~L1ium'l.jJ L'1tJ~n1'f1li~w11iilrn1uv1'l<1 m1:wL1iu1ll'llmm1ii1Libu~1u 111'lil'llil~'1mum1rn (state variable) ~l1m1LU~1JUbbUlN>J1nrnn1111i~111 EJ'~5nnm1111i~ iiu$iil1111ni1.jjm;1l1'1i:liilLMmfiJJm1:wu1>J~L1iu11'1mum1rn1111i~ rn nm1111i~L~il~1u111 EJ'~5rnh~nm1111i~ '1mum1rniiu>J~Lll~uuLLlll1~Lllilth~h >J~1'i1tvrmmmw~nm111'lilm<iim1rnLMm fiJJ'1mum1rniiu'l 'lUilUlfl<iill"l~Lliumh~11 ili1il1.l1~L'liu ml1.jjil:!Jl1'1i:lii111 i11flu~E°i~1&Jii1'1mL'1wiil'1 'lu1udL'llli1fl11:wL1iu1u1"1~iltJl1~ 10 ~"l~L1iu~ii1'1mL'1wiil<ii'lu,.,rt~li.jj1~111u1 LLl1~~~ii<iimL'1wii1'1 rn 1u d i111lm'1~iltJl1~ 50 >J~Liiniil'1m'lu,.,rt~li-ih~111u1 .jjil:1Jm111ihdmm1nu1m'1~~o/11LbJJlJm~flilW ~~"'~ mm1n11111"1111111nw11iilnn:w'llil~m1ii1'1mL'1wii1'1E°i~L1iuL'liud<iiiltll mnum1rnm1ii<iimL'1Wii1'1'luli'iiil'l tll>Jnlim'liuh 1111m.h~b'Ylfli1ll1~'lllrn 20 f11Uf1UlUU'il"jUU l1~ii1'1mL'1Wii1'1 10,000 flU bbl1~i1 ll1~'ll1rn~1&Jii1'1mL'1Wii1'1 19,990,000 flU 'lu 1 1J.jj1~111u1>J~i1~ii1'1mL'1Wii1'1L'Yi1h LLl1~i1~&Jii1'1mL'1W iil'1<11.i1~h LL<1~E°i~lliln1"111'lu~1J~m1ll1~mf>J~i1~ii1'1mL'1wiil<iiL'Yi1h LLl1~i1~&Jii<iimL'1wii1'1L'Yi1h iii~ ::; .., 6' F1 ~ ' Ci ..; .J 6' ~ '4 ' 6' .<II uu "11LblJlJ:w11flil~"l~Luum11>1n1'i'1m1:wm>J~LiJuL:wilLlil1tJU"lln'1n1um1rn111m LUIJ<1mun11rn111u~ ~11!111J!ltl1~fl£1 (Queing Model) .., F1 .... .d v Ji 6l v = ..! ... ~ v .... "11LblJlJLb!l1flil1JLDWmbblJlJ'Y1'1'll~'llU:i.Jl>JlrnrnlJm'l L111mm1'lf~:wwu;i-1um>J1n'llil:!Jl1'llil~il<il1l ~mwu'im'l Lbl1:Jil'1m1:wmm1n'lum1'lVfJJ7n11 o/1181.il~b'liu n~<Kmm1'li.JJJ7n11~11:w~l1~ 20 fl'U fi"lm"i l1m1:wmm1n'lVfu'im11'1~11:w~l1:: 30 flu 'Ylll1'l'D'Yll~'1nii1Lm~m1:wu1>J~L1iu1'1nli1111iln1'f~'llil~m1 b.jj1:w1'lliu'im1l1m1rn~"llmLlJlJU1'lf~ (Poisson Distribution) nm'lrn11~m1mli~'llmjn<fi1LL'iil1~flU ilm'lrn~"llmLum~n.fl:llLLUUL:iltJ<1 (Exponential Distribution) nm~'l.jj'lum1'lVlll'im11Jn"11LL'iil1~ 1lui1m'lrn::>J1mLurn~n<&lllLmu1:ilu<1 >J1n'1mum1rnLLlJJJd1'i1'lVfmm1nu1:w1'1~~L1iuo/11LLlJlJ ~1'i1'lvr m~n1'f11'111 m tJ'l<K<1mum1rn~l1~m'i'JJu'im1~l1m1rn~>J1uL'liu'1~nli11d '1mum1rn1Vfu'im1'llil~ fi'ilm'l"l~Lliuil1.11~h L'liu L<iim>1~mLfi1LLmfliltJ'il~i111n<fi1Mflu~m'lmYlilwmm1 1~1J::nm1ilfliltJ>J:: muLL'11111ub'¥;mL<ii ~~.if<1:1JmMmnJJl1mum1rnLLmflmJd'il::'li1u'lVfn'ilm1ili'1lluh1'111 "~l1'1LLmfliltJ "~1.i'ei1.i1~h 'ii::<1<iinm~<1n.fi1m1ilfliltJ'i'llll'im11'1il1-i1~h LYlil'lVfn<Jm1mm1nJJ'im11'1il1-i1~~~"'1. .'v A 6l 61 v v .! 2' ' ad '11l~ml:i.JW~Wil L"J b111j1lfll b'1il1Jl~'1'Ylij''1 ~LLlJlJLLmflilu~':;~nmnu'luili1LLlJlJLLmfliltJilt.1111mu~LLlJlJ L'liu 1~JJu1111i~'liil~111rt~~u<iiilU {single queue single server) 'lrnlJVll111J'liil~ - Vll1ltJ~U<ililU (multiple queue - multiple server) ' .'l::1JlJVll111J'liil~ - VIU~ifU<ililU (single queue - multiple server)
  • 35. fll'Hlltlt!~iitnttfll'HU (Simulation) m1~1'1!l,'1mum·niidJun1111fi,i/11mJumuulli1bbm:1Jl'1il:1J1'i1b<11ei1 i/11ei1h"b-ihl m1ili'1bbUU bbm01eitJ:w1b'iitJmtlu1111bbn1:w01ei:w1'i1b<il!l1 bbfl1~1'1ei"nw1-i1,1u'llei~bb11l'1eitJb.;;jei~1<iei'.rn~nT;; bli~tJ'Ubbli<i,'llil,bbl111'1!ltJ b.;;j!l0ni;1~mif~TI'llmufornrnh"'l ~ri1111ul1m i/11mhb'li'U U'il'jii'Un'ilm1Sl ri1u1Vium11 1111u1tJ bb111'1!ltJ 1 mn 1111m~:wri1u1Vium1-;btlu 2111u1tJ Slbbl111'1!ltJ~iuu1m1 1 bbm 'il::mm'l11<il1bm11'1eitJ bb<i::nm-;ei01eitJ<i'1#lb'l'i111111'iei'ii::%'1.lVIS1ci1u1Vium11 2111u1tJilmnl'1eitJ$uum1-; 2 bbm1'1eitJ 'iltbn01bbml'1eimb<itb1m1ei01eitJeitJ1,h 'iltb~u1'111n1'0~1<iei,<1mum1rn blluvrnbliein€in 1'11,Vlfi,l'Um">1111.i1<11eJU'illnili'1bbUUl1i1"'1 m">1111.i1<11eiu'llei,i/i'1bbuul1i1"'1 ~n<i11:w1mm1t11i1::1Jn~l'1ru<11m11<1111fuj"m1<Wi1.i1<11!lu 111'iei 1-iim1~1<iei,<1mum1rn (simulation) n'l::1#1.i1<11eirn~mnu bblliLurn,mrn ili'1bbuuilu'l vi'iei 11mum1rn'l1,ilu'l m"J"J::Slm1:w-iiu-iieiu~"mrnnun11'::L-ii'Vlqi;51'1ru<11m11<11~m1111.i1<11eiu1#1 i/11eitJ1, b'li'U rnrn<if1bbUUbb1101!ltJluifni;ru~i1ci1u1Viu1m1111mtJ'l VIU1tJC,lmft!l,n'U (multi stage server) l'U ii'ni;ru::Vi~mwu1m1 'l::4fo,iuu1m1'1nci1u1ViD1m1ri1u~111fi,,1nilu1liiuJJ1m-;"J1nri1u1Vi u1m1ci1u~ 2 bb<i::ri1u1Viu1m1ci1u~ 3 11imftei,nu111<111:wli1<ifJJ 1umnh'liudm-;li1::~n<11"l-ii1'lqi;5 111'~m:wi/11bb1J1Jbb111'1eitJm"J"J::~' mnbb<i::-iiu.ifeiu bb<i::1urn,mrn'Vlll1"5m"<1n~<if,n<i11m"J"J::1a.J mm·mvi1.i1<11eiJJ1Vibbt11l'1!ltJifni;ru::d'l#l bbl1it'i11-iim-;'<i1<im11mum1rn'1"1Ju11hbm">:wl'1ei:w.Y:hb<il!l1 n "J::0ni;111mum1rnilubm::1111.i1<11ei1J1.1m-;~1<im11mum1rn~'bllub1'll'1i:il'1~'::bbni:Ji!J11111#ieitJ1,n1'1,'ll11' .if,1uui!J1111~mm·m1.ifbm::1a.Jmm""'1t'Viqi;5m,ml<11m11<111~uI'bbnUi!J11111#1 m-;~1<iei,11mum1rn ~"bllm'Vll'1iil'1~fi1'1i!JL'Yll'1iim1fl,1um~"J::0ni;111mum1rnl1i1''1 Lu'.i'lnm-;1,1'1"'1::Vlb'ii,mmru1#1 ueirn111uei"J1nili'1bb1Jul1i1''1 bb<i::m~1<im11mum-;rn<111:w~1#ln<i11mbbfl1 t'.foilili'1bb1J1JLun~:w 'llmm-;11.hbbmm'ii,biiullnili'1bb1J1JV1ft"~fi1'1i!J 1#imi m-;11hbbm:w'<i1u1ub<li:w (Integer Programming) iin0ni;1mm1t1~"J::0ni;1L#l"J1n111ii,i1ei111'iei.J111m"#11um11bl'1"'1tVl,'Ji,117:w1ru111'i!l'1111#11u1%tJb'lr' 115ii~m1vf1111 1'1tJ~i111bb1JJJm11111b1m:w~1mub<li:wbliuslibb1JU111ft,'ll!l"m11lidbm1:wb'ii,,ifubb11iSlci1u~ b~:w1~:w~'UJ.Jl"Jlni/11bb1J1Jm111.ldbmwb:ir,biiu flei 51-ifoii"ii'u111'iei'11'eiri1111u'111.i1<11!lu~1#1,::~m1#1bU'U ~1mu1<ii:w ~'1um11111bbm:wb'lr"'fiuilu 'l::ri1111'U'1'Jll'1:1Jii~~fi1'1i!J'llm'1:wm111i1''1 ~•::11~1,1tlui/11 • I ~ • I .~ <v J ~ v < v • I , .~ <v bb1J1J11ei"1J1::m101ei u 1::mdbLdn "'"n'll'Ubb<lt11:1Jm-;•1mb'1l1"m1:w":w~ull'llei"mbb1J1<il1"'1 'Yjnn"n'll'U 'OJ:: blium1:wfl:wYiurrb'lr'6iiu111'ieim1:wfl:wYiuri'll!l'ili'1bbli1~tJnri1if'111ft"''l'i1ilu bm::li1::m~<1ei" f!!l w,n.:in.i, 11i1''1 1u11111bnd:1Jb'ii,bft'U"Jt~!l,bU'UW"rloii'Ubb1J1J11imflm (continuous function) i:iuf!ei ili'1bbli1€im:: 'Yjnilf1mm1t1S1~11.i'!l~1,llimftei''YJn~lmtJ1urn!lu'llei,.i1<11!lu fl!l bU'U1#J.if,'<im1ub<li:wbb<i::'<i1u1u iil1'11'Uvi'iei1'1l'fiitJ:IJ bb11i1urnrn'll!l,nl"l1111bbnd:IJ'<il'U1'Ub<ii:IJbll'Unl"l<l::bl'.1l1nlJbnill.fi'lJ!l"n111li"lbbnd:IJb:ir, ,fiu1uifni;ruv~11,::ii,f'i'JJ1Vi.i1<11eiJJVi't#iilii.S1~111Ju,YJm~1mub<ii:wfim111ileiu"J::li'.'i'JJ'i11'1,nifuLuili'1bbU1J btluw,nifmbJJJJlaJllimft!l" (discrete function) bb'VIU~"J::blluw,nifu11uJJl1imftei,
  • 36. m-;vrnhmiulVli'fum-;11hLm1:1-1"511,1,1uL<li:1-1 'il~LLtJrnlJu 2.ifu111l.b .ifu111l'ULL':in 'ii~1-iiL'Yl'1U'1'll1l~ m1t1hLm1:1-1L'il'Lffat1itJ1:iJ.-i1u'~~4i1l<i1i'f1i'llmm-;Lllu-oim1uL<li:1-1 (integer) 'il1ni'.iu,~1Nil'ilU11.-i1111llJ~• 1<ii,'.('ULlJ.bff1ift1UVl'i1l'-il'U'l'UL<li!-I fllVlln11.-i1111llJ'JIel'm-;t1hLLml-IL'ij,Lftui'.i.I,1<iidJwil'U'l.bL<Ii!-ILLfi'l1-11"1 .-il111llJ'lJ1l,nl':ittJ1LLf1';!-1-.il'U'l'UL<lil-1LLfi1l.bYJ.b.y] LLllnl'Vlln11.-i111fllJ'lJ1l'n1-;ttJ-,LLml-1L'il'Lft'ULfJ'ULl'l'lJ ff1il'11uil--i1LDu<ifm'Yi1.ifu~n1l' tiiu1u.ifu~<!B,Jt 'il~U1Lm.-i1111llJ'll1l,m'ltti-,LLmrn'il,Lfiui'.iu:1-11.-i1mru "11l<ii1um1Lv1:1-1c~Bu1'llL1i1m Lvl1l1Vil<ii.-i1111lu~LDw~1u1uL<li:1-1 'lllm-;V11'11"11lu1Vi'<ii1LLuum'l1t11Lmw "51u1uL<li:1-11<iimi L'Yl'1U'1'llmm1w1i LL1lu#i rn1#i (Branch & Bound) Vl'i1lfi"1&i,L'l"ll1.b (Cutting Plane) .1lUl'1111i11:1-1 <iiB,'Jlmuuiin.-i~'m"n1l,n:1-1m-;1um1Lti'lLLm:1-1"51u1m<li:1-1i:iu 1:iJ1<ii'Vlmum1:1-111rr1'wii1 LLuu~um1Vl:i.1LLl'I~~11LDu~m1uL<li:1-1LL"1<iiu mnn1'1'LlJu~1u1.bL~:1-1LL"11i1Y1,fi'iiul11''1 1u<if1LLUU'il~ nmml'JuV1~n'ifuLLuu1:iJllmd1l, *'1:iJmm'ln1-iiL'Yl'1U'1'lJB~m.,1ti1LLmrn'il'L~iM1' 1i,i:iuV1~nm-;fi1l m1 1t11i,#iu.-i111<JUiin'iiV1d~1Vi'LDu~1u1uL<li:1-1 LL"1Lu~'i!h.J1<ii'Vlm1l~'m"1tlu11Lfi1"'YlfiUtJ!-1 LDum-;1t1'Yi11Vi' f.11um~mum-;iin.-i~'Vl'd~1Vll<ii,l'Ju-oi1u1uL<li:1-1 1um-;u11titi'l~!Jn<lli'funmum'lrn'il'l'i:iu m1t1hLLm:1-1 "51muL<li:1-1m'il'il~ilm1mlliitl!ri~1tin'llnl':i1t11LLml-IL'il'L~.I,1111.JL%'1"11~1JU1'ri,1.bm':i&i"1il'UhL'il,lj'lfi'il L'l"l'll~ m'l<ifiiiluhm~1pn'ilLu'Vlm1l'1 mm'il::<ii1l,<if1iiluhLDU~1.b1.bL~l-I <ii11lU1,L'liu <1:1-1:1-1&11t.,,.nuN111 Hbm~Ln15 mml111<llJ'lJ<l,m'lNi11ii1~~LLl'l~Ln151Vll<iiri1htPl'.!11 fi<JNi11i11~:; 4.6 <ii1LL1l:Ni11i1Lfll5 3.4 <i'1 1um1rnliu'il'l,i'.iuNi11ii1:iJ14l mn<ifm~'Ni1"1LV1'1<ii'il"i''1 <if<J,NiiIii1Vi'LDu"51u1uL<li:1-1 m'l1ti'lLLm:1-1 ~l.1,1.bL~l-I~'Lllu&i1LLlJlJ~ill#it)mn1.bnl'l~11Vl~''illnm~1<ii.-i1lil1llJ'illnm'ltt11LLml-IL'il~Lft.bLLfi1 1ll'il <i!<J,u11tii"1LLtim"11lLVi'LDu1t1·mrn:1-1~1u1.bL~:1-1Ly;1l'li1u1um'l1i"1iluhm~~-;fi'ii LLJ'.f11o/f1LLUUm'l 1t11LLm:1-1"51u1uL~l-l'il~1:iJ14lu1L<luei111U'lj111•1nlt LL"1iin~ni;-1rr1m1n~'il~~ni;-114l'i11n<ii11wrn<ii1um'l 1Lm1~L'il,tJ'lmruV1'i<J<i11'l1'Yl1'<ii1um'l1~tJL'il~tl{ili&im1rf11t1
  • 37. •..WI'el'I-!'l'I 1.3 ' v "' l'i1!'Hl'I d d. b'>eHYI 1.3.2 LLU1fi'1LL!1:;111i'nm'>'JJil,m'l'i''1m'>m'>~lbUU,1u ,4m~ 1.3.3 'JJil1J'li1mdeJV11ll!1:;~,~'11'>VUm':l<if'1m':in1'>~1bUU'm lim-Yi 1.3.4 bbU1LU:W'JJil,m'><if'1m'>m':l~1bUU'1u 1. m'><if'1m':mTl~1bum1u 111mtJli' m':if!''1,.,m1J~lbUU,1Ulb!1:;m':lei1u1 tim'>'>l::1J1J m':i~16umm'lVl1J'>':i!j1'1l)U':i:;""'JJil'il'.1m':i "11tim'l1'i1'lVibn'1:l;J!1!>i1'y;j:WiJ'iJ'1~'::: 'i11LVfTI'ln,l'lri1hmn~f!'1 " " 2. V1i'nm·;;l1ffqi'JJil,m'l<il'1m'lm':l~1buu-nu i.J-,mil1J"11ti m':if!''1,'l:::1J1J~l6UUm':iLL!1:; m'lei1mtJmd"l:::1J1J~lLUU,1u 3. m':i1''1":;1J1Jm'l~lLUU.:11u 1.J':l:::nmJ'111tJ n!1tJ1'1ITm'l~1LUU,1Ubl!1:::m'lililmL1J1J = ... fl ""' ""' ~ = fl N!1'1lllli'l'l 'l:;1Jum'lN!1'1lb!1:::u':lm'l m'lililmL1J1J'l:::uu'11Lum1u nwl'm1rnrn lb!1::: nl'l11'6lNUfi1Gl'nl'lNii'1 4. m':lei1mtJm'l'l:01J1Jn1'>~llUU,1u u'lm1m'111tJ m'l<if'1m'lvi1,t'li'li.Jmu m'l<if'1m'l 1'1'l m'l<if'1ii1ii'rn1ub6!1:::m'lmu'):Wm'l~1buu,1u m'leiiJnbl1Jrn1Ull!1m1'll'1NlN1U ..... ~ ..... ""' ..., ""m'l..,'1n1'l'Jllill1'Y'I mw11"n1'flll!1:;nnN!1'1lb1J1J1'1unm'Y'lil'1 5. lbU1LU:w'JJmm'l<if'1m'lm'l~1buu'm":::ilajmtJ'l<iirnrnm'1'1n 4 '111ui'iil rn:;m1b4il, ')rnlll'Y'I n':l:olbf!m1:w<iimm'l~V1mn111!11tJ n':l:obLf!'JJil,m'l6U~tJubiJJ!1'61'1'1t UL!1ti lL!1::: rn:::LLf!m'lLL'li,ifuL!1n
  • 38. v -' '11ilt.JU':i!::l:l''lft ~<ifln1'fl<ilil.h~ 1.3 'J1Jlbii'1 ilnflnmi11m'11 1. ei1rnEJm1J.J'm.J1tm11ii1buu,1u rn:;mumdlbti.i,'1ml'J bb.i:;J;J.i.!1b~J.J1#1 2. 'llm1dJ;J.i'11l~J.J~ln<il'J1nm:;mum'bltlmi1ml'J1#1 3. ei1rnEJ~U<il<iw11mm:;mum1%'llm1lb'1:;~m'll1l'm'i1fi,Nli<iiml'J1#1 4. 1lTI1JlEJm:;mum,%<i1'1~1,,:;1J1Jm1lii1buu,m1#1 5. ilWlmmrnhEJ'll1l'm'el1u1EJm-;1:;1J1Jm':Jlii1bU.h,l.h1#1 6. 1li1rnmbmlui.Jm,~<ilm'm'lii1buu~1un1EJ1<ifm:;lli1"11~11#1
  • 39. nm'1m·m1'l"'11L'UU~1U (Operation Management) VlmtJn~ m~'1lVl'Yl'i'Ym1mm'Yi1,1wi1l-JnU byjilfl-i'1~iu1:;u~md'l":;uum-,>11bUU~1ui.Vfud'l"!j'i'<ii!Jli"l:;ft'.'i'l11Nil'.'im-, m•flnm#hum'l"~'1m<Jm<J '11bi'.iu~1u d'!um<Jflnl!t1b~mnum•ii''11'iuh'lum•~m:;uum<J'11buu,1u (operation) m•ll,!llio/i~1u 'llmil~.'im-,bv:lil1Vibfi'1e111Ni1<il ~~ill<J<J:;bl'lul'iu.111111ilNi1<iiii'ru./ 1111ilu~m•~<J:;li~l-lilU1Vinu~n.111111il N'm'l1JU~m•m•'11buu,1u1u~d bl'luli1u'11f1111i1u111<l,'llil~m.'im~1111'hJ11"J:;bl'lufi<Jmw<Jfi"l"ll'lim<J• •• • 111"fom.'im-,~1i-lbbrl1~1111ri11• ~'":;1irnl'.lm-,ilfi~e111eii'i<i1mi'1li,l-lilU'fiil~5ubv1€lu11111-ii'lViifi'1li<J:;fo'l!u 'fiil111 mh1L'1tJrf1Llibbii'1 mw~1'l"fi"lm•11n'liii'1"l:;<ifil~i'.1111ii1~~u31u (basic function) 3 iltl1~i'iil nl"l<il!11'1 (marketing) 1Jibbrl mTIU'Yl"llUm1l-l<ifei,m<J'llil~~n.1'11111il~~1Ji'luei11li'l":;LtJ'lfu i,<fiilmll-1 1i'il~m-,ii'~n'1111118'li1u5u'llil~il,'1m'l"byjilflfi~N!1Ni'i<il u11:;~'1lVii'.lm'l"'llltJVl1illi~l-lilUN!1Nl1<iitXw1 1Vi nu~n.11111~il~Yi~JiwN!'lli<J:;ltJ'liU nl'l"'11bUU,lU 1J1mi mm1bill-ifill;j!'lmll-lib~mnum1l-J<ifil,nl"l'llil~ ~n.11111~€l~Yi~1iwe1!1li<J:;Lmrii mll•:;mmb!1:;~'11Vii'.lm•ilfi~N!1Ni'i<ilml-!m1l-l<ifil,m.,iiw1 bm:;m•C'1u (finance) ~''Yi1111u1~~'1VllbbVl'1,(,lU1'JUbyjilmlmUm'i">11bUU~lU o/i'1<iill-I uufin bb!'l:;mlJ'll-lnl'l"lii:iu 1'JU'llei,fi"lnl'l1Vfil'luLli<iill-JUltJlJltJ nl'l"l'ilbuu,1u~~liml'luli1u~1u~'11'1!1-J~'l'1ft1U111rt~'llil,m'1m'l" bY'l"ll:;il'luci1u,1u~nil1Vibfi'1N!'lNii<ii ~~bl'lu~u~nm''llil''lrn'11'llil~ei~.1nl'i 1i-111"l:;bl'luil,f;m-, l.11:;ul'Y1l'1 1111n1i-Jmm<Jnil-i'1~N!'lNi1<il~<il'l"~num1l-l<ifNnl'l"iltJ1~i'.11.h:;i1'YITIJ11Y'Ibbii'1 il~.'im.,iiun"J:; bl'luei~.'im~1-i''lru'11 ii'l-ibVl11 u11:;'1l-lilmtJ1111u~ij'1 mnn'1111ui'ir~<J:;uu (system approach) m1>i1bUU,lU<J:;V1:J.mJ1i~ m'l"Ulbill'Yl™mm (in- put) mi;J1um:;mum<J (process) 'l111'11iil'iuN11Ni1<il (output) ~illm'l"mi,i-1ilu'fi€l~n.11111~il~'luN!1 li'l":;LtJ'llumh''i1~Y'lilh m:;mum'l"di~tJn11 mrn1um'l"bblil1'ilmY'I (transformation process) mi o/11iJtJ1~b'llu fi"lm%11'i<i11'iu.11n<J:;i'.lmm1bm'Yl'i'Y<mm ?lei 'i'<ii!J$u '"~~1u Y'lii'~~1u '111-if<i1tJ Lfl~tJ m N1Umrn1Unl'lbblil'l~illl1Y'I 'Vft1(dJufiu.J'1V1~ilmnl'l~illm'lnu1Lli~1VIU1tJl#f m:;mUnl'lbbl.1!1,illllY'I ~'lrnili-iuo/i~b'1i.;?iil iriili'.lm'lbblil'l~ilmY'l"l1n'i'<ii!J$u1um'lN1'i<il1VidJuilu;'·h1#1bbii'1 N!1Ni'i<i1V1~ill'iu.1'1 tiu,:;ili-111'11~~n-i1'YI™mm~u1m1-ifTil-lnumh1?i€lm:;mum•bbli!1,ilmY'lnfiilm'l'Yi11Vibll'1l-l11'111fii-i. . .( ) ;; " • ~ ~ ~ ~ v ' v ' v ' ~. ,;; value added 'llUm 'li'il1m'ln'Y11m1i-il'll1b"J l'1'<1n<il1iltJl~ilil'<il1ilm~'1~<ilil b11U 'v . . . 1!116!.IH'll 1.2 h"1uN1'i<ilL'YITYf'1uilm'lim'i'<ii!J$uim:;~uli1u1um'lNi1<il~'Vll-1'1'l1l-luil1i'.ll;J!1'11li'l:;mru2.000 'Ul'YI mbv:lil'11iuum1Ni1<iil'.lm'll-ifbl'l"1uLlil;J!1'11 1,000 'Ul'YI il'111il~tl1umoNl1<iiVl~il overhead 'l1l-I 1,500 rn'YI 'l1l-lilluiJ<J~t1m'lNl1<ii ~llib-ii1111 4,500 'Ul'YI iriBu1il~'1li'lmilu~n~11m~~Vll-!'1tXumw1u
  • 40. mru11,ml'mtll1'1i1m'WL~d'lutmYf'i1uihc1'J~ 1 b'i14il, ~'1l'l"ll'i11'llltJ'J1nh'1'11u 6,0oo m'VI m111i1bU.I m1lfoni1111~bnli1rnru1um·mtl;;i'1l1m'W'J1niJ'J~m111>11llll~l'l:i.mfl1'l1:i.i 4,500 m'VI d'iuN;;iNi1lll~l'l:>mfi1n'1 • • a,ooo m'VJ ,,,1mni1J.Jl1fi1vvi:w~u 1,500 m'VI m111i1cuu1'i'ln'J~"1Jum1bbm'1mm1iitll1'1i1m'W'llil'1'lll11@iu. ' ' bb"''m m11:i.ii'uf.i1urn:;u'lum1bbUl1'1i1ml"l1VIblJuN11llliitwri~i1:w;;ifl1bYi:wbb'111i1n"l'l-ii:i.iflfl1'~;i,Xu. ' .1iJ~1mlJufi1t-ii~11.1'11'1'1 Lu~1u~u b'llu fi1t.if~11.1~mm1llmi1 fi11.if~11.1u'Jm1 blJu~u 'J.lmrn'i'lu w1'Jbb'11~'1'J:;i'VJlimlJwilh l'i'1,X.I 1fl-ii'OJ'J:;i1'i111:wb.ifmi~'1 'VJ1B'J:;l1m1:i.imm1111um"l'¥11ri1h 'VJ1B'OJ:; 1~wm1;;u1.1:wmnifo1.1bri1ti1 n'J:;~uBajnum1~i1tVll'lm111i1buu,1u'VJ1Bn11i1fi,m:;u1ubbtlmi1ml"ld 1Vlmm111i1-i'i'1l;Jl1fl1b'Vi:w1~mn UiltJiltl1'1h cllml1'1qJ v ' 4 1'1101'JN'11 l.3 i1Vlmbbl'l'VJd'1VIB'1bmiu11'1'llil'1m~'1 'J1n,Xu1tl~ili1~niim1'VJtl)m'Jinh'1'11.lL.l"ll'i11flil.ll1:; 12 m'VI bmrni1B'1!liln bb'11bmi1~11'1uuiu1uVIB'1 Mili111'i11'l111.1L~bllunBu;;i:; 15 m'VI bri1dnbllu mru1um1bbtll1'1i1mmbuu'VJd, ~'1bnli1l;Jl1'11'Yi:w 3 UTYI 'VJi'''1'J1n,Xum'J'J:;&ii1c'i14B'1tlwmm'i1Lufiu ~1tVl~~ill'lm1;;i1:;mni1m1.1mn~u ~'1mm'lm'Vi;;11'i11'll1ml'lu 20 uw1 inli1l;Jl1fl1b'Vimj'1~.lbllu 5 1J1'VI 'J1n,Xu1tlbmil11.1:;liln'Jm'l~Wft'VITil1i1bU.1'11.1 (franchise) ~l1:;lmlimm~i1'VJU1-i'1u ~1lV1'1~''i'um1mi1 ,:;}ilflB;;1n~u ~'1btl~tJ.l'll1tJ~'l1'i11 25 1J1'VI iiu?iil l;Jl1fllb~J.J~'1J'1~u:w11im1Ju 5 1J1'VJ 'Jdiu1~11 m1 i11'1'1m:;mum'lbbtlmi1ml"l,Xu mm'llli1'Vl1'1bli!lnl~'VJmtJ'l '1'11'1 bb'1;;i:;m'1hliBnm'J'J:;riB1Vlbnli1l;Jl1fll 'Yi;;~"llu'l1n:11u'llmm1;;m:w11111um'li11'1'1ri1h 'VJ1Bi1-i'1'1'Jmfi11Vlnun'Jm1 iln~li1m'lbbl1:;iin u'J'VJ11m111i1iU.1'11.1~'1'J:;~B'1l'lm1:wim1;;b.iflt'J1.l'VJi''nm'l m~i1m'lm'llli1bUu'11.lbDum.h'1&1 ~'":; mm'ln<ii"li15uhi11'1'1bbl1:;u'J'VJ11 ri1i'urn:;mum1bbtll1'1i1ml"l'llil'1n'OJm'l'llil'1ll.I 1VIbni1m'li11'1'1l;Jl1fll ' '~ ' ~ bl"i:WiltJ1'1i'VJ;Jl:;1;J'Vliji1 ,-r;11:;w;,Xum.,~11l1n'OJ?iB m1bbl11'1mm:;u1um'lbbtll1'1i1ml"l~nil'lVIbnli1l'll;Jl1'11,~;; '"':; i11m111~1ri1h"l1m;1;;ifi1,Yi;;~•ni1~.I m'l~i1m'lm'llli1'um1u~''~m'1iiJ'1num1<iii1ft.lL'J1ub4!l'1'lliJ'1 m'l~i1m'lm:;mum1bltlmi1mv; •'lfu m1bli!lmbl1:;iJiJmbuu1iuf11'VJ1iJu'Jm~N11ll m1cliiJni1mu~~' tl1:;n!lum1 m1•liiJm'Vl'i1tut;;i~ b'i14iJ,~rn Btlnm m1iJiJmcuui1mutl1miJum1 m1~m1'1ri1'1''1'i1.I ' ""m1w'J'VJ1.,m.lm., ,l'Ju~u iJtJ1,hnll1:w m'lriiJ1VI•ni1i,i;;ifi1,~:i.i1J.J1~~1ni1iJajcv.im'VJu'ltJ"ll'ln",r11,Xu bbilbb'1€1'1fim11:i.ibb"1'1'VJ1ri1hiJtl1'1'VJU1m1u11'lfm1 m1<'i1m1m1<1i1bU.1'11.l~~!lm~1l1'id'lli1m"JbbUl1'1 i1ml"lb'lfunu ~fo,:(u1:i.i11m.lm1lli1'l n'J:;~iJ'11"imm:i.ibbl11'1mmru1um1bbtlfMi1ml"l~i1:;Yf!l.ltVil'l i,i;;ifi1c'Vi:i.ij''1ijli1 ~,1um'1'i1~'1m'J'J:;1:i.i1'lfi,i;;ifi1,Yi:i.ilJ'''lli1Lub~'ri1h bbl'ibllUl;J;;ifi1,.yi;;~rh1Vlm.lm1 vi1iJviu1rn1u d'JuiJ'1.lm1~ii')mfi111i1tJiim'lLoiiiJ'J..J'tJu1b'111vi1iJ Input UiJtJ~iji1 bvliJ1Vicni1Nl1N111llvi1!l Output ~riiJ'lVi'ini1tl1:;fo'Jfull1J.J'llll'ltl1:;l1'1fi'lliJ'1iJ'1fim'lmn~iji1
  • 41. ' t Input Operations Output 191tJ$)1J bb"l.:J.:JlU rnnnum"lLLti'".:i'1m'l'l 'l'l~.:J.:JlU flU~l/U'inl"l 1'1i1tJm"lN1i<1l ' 4.500 I lJ'"fllb~l-1 = 1,500 1Jl'VI 6,000 1Jl'VI "1.:J,Xu rnh11Ji'11V1ii1tJNii<1l'Vl~ll'VIU1tJtiJ.jlio/im.,dJu'Viii1t1~rl1;llJmnm.,1:::1iitJtino/io;inl'.Ju V1u1m1u~'l1i'Vl~'V'Imm'Vl~ll'Vl~'V'l6i1umnbvillit1m'1~1.:Jm~mum"'''tl<1.:Jflrn'V'i1um.,li11'uu.:J1u ~.:Ji11u L'VltJJ'l~'l1i'Vl~'V'lmrnmnn111>14.:J'Vlit.:J'llm'VI™mn~!l.:Jff.:Jn'lm., 'lurn.:J1pno;io;i~'lVfm1J-Jrl1;llJLiitJl'.lV1i1tJ .:JlUbbtJnLfluLeini'VI'1lf1'VIW'VIU1miullJ.jlio/in11L%'V'il~ ni,;rn:;'IJ!l.:Jm.,'iliim.,J(1un11Nii<1lbbl'l~u'im.,,Xu 'iiiLfluei81.:JD.:J~'l~L.if1hm~mum., 'lrrm1 V1nm.,li11iuu.:J1u'lu.,ruuNiil'lbb<1~m1u'inwll!l.:J'wu1tJ.:i1u ri!lu~.:JLii~.:J~u ~u1'1'11.,J11um1Niil'lLbl'I~m1u'im1o;i:;J;mL.if1hm~1num.,,j1.:J'l 'lVici!l.:JbbYl ,yjei~o;i~ mm.,ri'l1i'YI™mmiV1fi1,Xu1J(!ltJ1.:Jl'.ltl1~i1Y1rrrn'V'i bb<1~~,;fi1,j!lm1<1.:i11ueitJ1.:Jj.:J')ii1J(
  • 42. • •.o:!:lq A QJ Q.I o A !1fl~TI 1.3.2 HU1flVl!!f;l~'tHlflfll1'Ufl~fl11'ilVIfl11fll1VIlil!'U~lU 1urn"i~'ilrn"irn"i~11'lu,1ui:iu 'il~i1111Anrn"lL'liuL~mnu111Anrn"i~'ilrn"lvf1111 li"l~nt1uili1mm' ~uc1mu~'11qii11JWlt1 rn"lil11'"i~lJlJ (organizing) rn"Jei1u1tml"i (directing) nii11Wit1 lurn"i~'il~il m~murn"liblifl,ilm'W~'il~ill;Jflfi1•~:i.ii.J'~'l'ilLu~m~:i.iiliun~!l <i!t1,ilfi,m~murn"l1Llifl,ilml'1mn!lu ~'1lt1,ilrn"im'YJ'Ul.bbf1~!l,~m ilmu~ !llfll"i ~iiu L'iun-)1 facility ilrn"i!l!lrnLurn1u ilrn"l'1"i"iV11 1Jf1mmmli.,~'ii1'lum~murn.,'11''1 tiei11LlJw11.,il11''lVILn"1m~murn"lLLlifl,ilml'1 111'l!lLn"1#nw111'1 1unl';jiblifl'ilml'1i:J'il%EJii1dh'lVlblJuNii'lliirn.ri111'leiu'ln1.,'il1:1-11lmrn"i m~u1urn"iLLlimilml'1~il-l'1,~u d,~11~"1m1:1-1mm.,lli.J''l"1~"i~llu111rt, L'itm11 rhfi''rn.,Niilll (capacity) rn"iilTl'm~murn"iLLlim ilm'WLVlil~umd nmm.,ll~'il~1'il~'ilm1:1-1m:i.i1"ill'llil,iin~'ilrn.,Lili"i~llu111rt,11unm~'ilrn"iLV1ii11'.11 1.bnl"lil11'm~lJ1.bnl"iiilimilm'1~i-1~"1ml:l.Jftl:l.Jl"illVl'iiln1A'f)l';jNiill~';j~llu111rt,i(u ,~11<M1oil 'Yl"f'Wmm111L'Yhh ~~il-'1,n1A'm.,Niilll~.,~llrn~mfiu LL.iilm.,1-ii1'111'1mm111iiBEJn-i1 8!l:i.i'il~1ili Lmtimffoi1~"1m1:1-1mm"illLurn"lLL'li,oifui.J'n-;i1~~11!l''l-ii1'111'1mmmnn11 ~'liei1ili111liuG'iflli~'lurn"i %"1m"lili1u111rt, rn"l~1•'lum"lilfi,d,~~ufiuil'il%ti111mtieitJ1, ~"~tJn<ihei81,,muuL'i-1uull,d mti n. LLfl~ 'll. il~u 10 li'1urn'Ylwhnu LL'1fl~f1u111#,h,,1uNiillllltj 1"1tJ~.bltJ n. 111#, h,,l'UNiillllltj 10 li'1urn'YI i1i1tJri1fi''rn.,Niilll 10,000 neiu/fa U11J 'll. L.ifL1u 10 li'1urn1'1#,h,,1u Niillllltj~iJri1fi',Niilll 12,000 nei.b/1u lll.,,d~ei1'ilm1:1-1illm"il1Vl'iil1'illi.,~R1'1ITN'1 (effectiveness) l.b rn"i%"1il'i'1,.,rnun~ei1"1111-ii~u 10 li'1urnmvhnu ,~1iliri1ii°,m"lNiilllLYi1h ~''~Li'lu11mtJ 'll. i1 li"l~ft'YIITNfli.J'n11 iiu~eiLiil"1''lVILi'luli,m1:1-1mm"i!l'llmrn"i%"1rn"i'lu~urn"i%"1il'i'1,.,~uu 'lu~u~ilm~m1"Jei1u1tJm"l'lVlm~murn.,~il-l'1,~ui1u '1'11,m'l..1iliNfl,1u111'ieiNf!Nl'illlLYi1fiu 111'l!l'lnli'L~rnfiun1A,Nii<i1111'leilll1:1-1#nu.nT'l~ilfi,lJ ll,i:iu 1'.li1ei'llm~u'i1111"lLuLL~'llil,m"lei1u1tirn"llu ~.blllil.bdn~ei 'il~ftl:l.Jl"illlJ'iVll"i n1fiurn"i~lLU.b,l.b'll!l,1pn'il'llmlllulVi1iliNflNiilllLnli'L~rn111'i!llll"i'llll:l.J n1ii°,rn"lNiilll~#,1-Jmniieim.Wu,l"1 f1l"il'ilNff1l"iBl.b'll'Jnl"i'il~l"1l.bL'li'li"i~ft1'1Tii111'1 (efficiency) <ii'1eitJ1, b'llu 'lumruT.,,,1u n. i1ri1'1,Nl'illl 10.000 nilull'u ilmw'l1111·"1u~ill.lJl'l"f.1N~'ilef~l<ii'1'u11~ 8,000 ntJu 'il~i'!'ilbU.bli"l~ft1'1Tii11'1lUm"iNiilll'i'iltJ'1~ 80 il1uh"1u 'll. ~,;/ri1fi',m"JNiilllli' 12,000 flil.b LL'1Niilll Lili'il'i'Lwrn 7,200 nilu 111'leii'.1li"l~ft'YIITml'1'lurn"iNiilllLoWrn-l'iltJf!~ 60 ~'111mtJli,11 1"l"1U 'll. i'.1m1.lJ mm·m'lurnw'i1111"i~1n'i1 ~!l l'.1li"i~ft1'1ITml'11urn"lNl'illl~~1n'i1 'l.bnl~'il~l"11lrn"J%"1m"irn"i~liUU,l.b1"11'J"i1:1.J°i111ili~LLfllVl.b'il~11ei,LillNf!'llm~' 2~.bll!J.b:l.Jl Yi'il1"irn11wnu nii11~ilh,,1u n. Hfi'.Ju111 10 li'1urn1'1 i1Ti,ri1A'rn"Niilll1ili 10.000 nilu mm"ill ~liUU,l.bNl'illliltj'lVli'.111"J~ft'YITIJlll'1ij't1'1eitJf~ 80 ~,1iliN'1Niilll1.bfl~ 8,000 flilU il1uh"1u 'll 'loii11u 111 10 li'1urnm'llufiu ilfi,ri1A'rn"Niilll1ilill'ti' 12.000 nilu ib'1~1Li'lu,1uNl'illlilti'lVli1li"l~ft'YIITml'1• •
  • 43. LV1m-'ll1.l1~ 60 ;:J,1.'1Nl1Nii<11LV1rn1ul1~ 7,200 nllu nl'llli1Ntml'lii1LUU~ULW11'1"i'l'l:J.J 'il~llilLULll,Nii<1lrn'l"i (productivity) ~''Vl~W~,,;r~'ll'llll~m'lLfllilN1N'.i<11 (output) l'illli'imrn'Yl~'l"imn'lri1-ifl11 (input) "11:J.J~<1l'l Nfi<1lll1'1"1 (Productivity) = Nl1N'.i<11 (Output) 'Yl~'l"imrn~1'1fl11 (Input) J),,:iu1urnru'lleNt,,,,1u'1~,ii,'1m mi111.'1111.,,,1u n. ilNii<1lrn'l"i1u.'lmL~u"~'YJU L'Yi1nu 8,ooo nllUl'ill 10 tll'UlJl'YI 'Vl7ll 800 neiul'ieiti'1urn'YI chuh"1u 'll. ilNii<1lrn'l"iLU~l'Ub~'Ul1~'YJ'U L'YilnlJ 7,200 neiul'iei 10 ti'1urn'VI V11ei 720 neiul'ieiti'mrn'YI ~''111iL~11h~,11u n. ilm'l,Joim'lm'lii1Luu,1u1.'I~ n11h,,1u 'll. iiui!iei m'l101~01m1:J.J'11m'l<iV11ll1oiN1'llll,nwJ'111m'lm'lii1Lum1u~~lum1:J.JLDu'il''mL'11 Ll'ltJvf'lL1ibbtl'lLi.J1~'illJLV1mueirnL'1i11h,,1u n. Nii<1lrn'l"i~n11h"1u 'lL nl'il~lJlln1Vf~nmn,~U<1JlJ'j, 'l18'nl~li1'1-l'1,,,~lJlJLL1:;m'lellU'l1.lnl"i ml"OJ~lJlln11fi1V1~h"1u n. ilil'lJ'V11"17'L4ll,li'l:;il'YITIN1LU m'lli111.,:;uu~1 LLl'iLttei,'il1nilm•u"lV11"i~~i:l~ilti'l:;il'Yl'ilrn'l"I1um•Nii<1ln,-'ei1.11~ 80 V11rn~fmmTI'i°'IJJm 1Vll.'1N1N'.i<11LY1:J.J~U1115n m"i%111"i:;lJlJV11llli'l~fl'YITIN1rin111~1lU<1lll'U~UR'il~LDwiiei~1nl'lLVinuL7',11-1 1u'll~L~mnuh,~m 'll. Lttei~"OJ1nlil'l•~uu11'~ilti'l:;fl'YlllNl1M 1u'llrn:;dn~LLif11ilm•u'iV11"iri.'leitJ• tl1:;fl'Vlllrn'l"ln11 LL'iin1V11ntl~ut11~m'lu'iV11•~1-11'ii:;m:J.J1"imv1:J.J N1Nii"11~mn~u11111.1i'.i'1i.J~1LDu ":;4lei~11i'llm1.1n'ilm• 1u;i1u~'llll~~~n1'l1'l'lf1m~l'lm"im"iii1Luu'1ud ~~nml~1bD1-14ill~L.if1hLubd~11N1'llll~m'l %111m1m':iii1bu1-1~1u m'il1nm•'1-i'1~•:;uubL1rn1'lelm1tm1"i"i:;uui:l~4iei~LL1.ln1Vieiein11 Lrlein'ilm1ii iJbJ'Vllb~1.l'lnuN1Nii<1l'llll~"1'1-1,:1u iJbJ'Vll,:i1-l:J.Jl'il1nm1'1-i'l~"i~lJlJ'Vl1llm1ellU'l1.lnl"i"i:;lJlJLD1-IUb!VilL:a~ tl•~fl'YITilll'l"l'Vl1llbll~tl"i~ft'YITIN1 L'l"i"il~%:;,:Cu 1Ub~ll~'llll~'l'lf1m'l'<J111m•m'lii1Lu1-1~1u~~LD1-1'l•1nri'1"i"iV11'lllm11um"i<iil'lfluh1u Lll~'l'Ylmm'1<1l~'ll<Nm1%1i1'1-i'i~•:;uuLmrn1'lu'iV111rn~u11-1m':iLL1iil~'1rn'l"IL~1l1Vf1i1111m•1-ii'Yl~'l"lmn' Ull1.1rirjl11Lb1:;L4i'l;Jl1fllLY1:J.J (value added) mn~rjlil Ji~LL'11il~L1'1W11'i"i~ 1.2
  • 44. Organizing Input (Effectiveness) - Capacity YJ'l"i'1mm flU Clu Directing (Efficiency) Output [ Nii<ilm~ (Productivity) = N~Niilil (Output) J'Yl'l"i'1mmfi1~'b.J (Input) . ' 'v <'!! ~ ~ ""'1 v "i'~I ~I""'""""'""' 'l'IM'iJlflftfl'lfl!'llti11ll!1~::1~M'l'l 1.3.2 mn rn~AufiUAfl'ilfln:tt 1.3.2 1 ..s 1 .d. .d. ,A .d. '11!!'111fll~ftflll1'11'1111J'l'l 1 lltl'll'l'l 1.3 !W~'l'l 1.3,2