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G$6&5"/$0Z+5-%$65%)2+;#5//"L;5B$0+502+kF)/%+;5/)l+650-5#+2"1"B/"01+                                                   b)"1...
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Acknowledgment                  h)!*.+#Z!7&!(%#%/*&0!=&!!           =7#;%#<!+#;!/744&6#<!*.)!4&W)2*T! 1.%/!4&W)2*!I+/!2#;7...
=50O+D<50*/+?$+O$-++    5C)0B$0j+                  A0O+t-)/B$0/Y+
Automated knowledge-based landscape classification
Automated knowledge-based landscape classification
Automated knowledge-based landscape classification
Automated knowledge-based landscape classification
Automated knowledge-based landscape classification
Automated knowledge-based landscape classification
Automated knowledge-based landscape classification
Automated knowledge-based landscape classification
Automated knowledge-based landscape classification
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Automated knowledge-based landscape classification

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Presentation by Matthias Trapp from Agroscience in Rheinland Pfalz, Germany during CAPIGI 2011 in Amsterdam on 6 April 2011.

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Automated knowledge-based landscape classification

  1. 1. GA!878+HIJJ+ A-%$65%)2+++!"#$%&$()*%+,-+./%)##-01+2)/+3.+45%5/%)/+6"%+789: 2)%);B$0+$?+#502/;5&)+)#)6)0%/+ %);<0"/;<)0+=>1#";<*)"%)0+?@+)"0)0+3502*)"/! =5C<"5/+D5&&E+=5#%)+9$<#F5;<+
  2. 2. GA!878+HIJJ+ A-%$65%)2+*0$K#)21):F5/)2++!"#$%&$()*%+,-+./%)##-01+2)/+3.+45%5/%)/+6"%+789: #502/;5&)+;#5//"L;5B$0+ %);<0"/;<)0+=>1#";<*)"%)0+?@+)"0)0+3502*)"/! )#5%)2+%$+8AG9+502+G$//+G$6&#"50;)+
  3. 3. GA!878+HIJJ+ M<$+K)+5)+!"#$%&$()*%+,-+./%)##-01+2)/+3.+45%5/%)/+6"%+789: %);<0"/;<)0+=>1#";<*)"%)0+?@+)"0)0+3502*)"/!
  4. 4. Institute for AgroEcology "#$%&#()#*+,!-.)(%/*&0! "#$%&#()#*+,!1)2.#%2/! .0N"$06)0%5#+9O/%)6/+3#!4&5*!&)/)+&2.!%#/6*7*)!899!:!;+7<.*)&!=!*.)!>%#%/*&0!=!"2#(0?!1&+#/4&*+6#?!@<&%27,*7&)!+#;!A%#%27,*7&)!=!*.)!=);)&+,!/*+*)!B.%#),+#;CD+,+6#+*)?!E)&(+#0! !"#$%&"(&)$*+&,,$ -&"(&).+&,,/&0+1)2(3423.+5,.63$ 789$:;<=$:>=?8<:$ 789$=@=$<=<;:$=::$
  5. 5. GIS – Remote Sensing - Geoprocessing! ++3502/;5&)+;#5//"L;5B$0+F5/)2+$0+<"1<+)/$#-B$0+)6$%)+/)0/"01+25%5+!  PQ:6$2)#"01+F5/)2+$0+<"1<+)/$#-B$0+Q"1"%5#+D)5"0+=$2)#/+!  !$F5F"#"/B;+.R&$/-):+502+S"/*+A//)/6)0%+$?+!#50%+!$%);B$0+!$2-;%/+!  Q)N)#$&6)0%+$?+-/):/&);"L;+7T8+!  .N5#-5B$0+$?+%<)+&$%)0B5#++$?+0)K+1)$25%5++!  Q)N)#$&6)0%+$?+#51):/;5#)2++&$;)//"01+K$*U$K/+V<52:+502+/$WK5)X++!  7)$25%5:6"0"01+502+&$;)//"01++$0+)1"$05#+502+05B$05#+/;5#)/+
  6. 6. GA!878+HIJJ+ M<))+5)+K)+K$*"01Y+!"#$%&$()*%+,-+./%)##-01+2)/+3.+45%5/%)/+6"%+789: %);<0"/;<)0+=>1#";<*)"%)0+?@+)"0)0+3502*)"/!
  7. 7. G5/)+/%-2OZ+ "  HII+/[*6+ -%Z+M<$#)+5)5+$?+S<"0)#502:!5#5B0)+"0+&$;)//++ VHI]III+/[*6X+
  8. 8. GA!878+HIJJ+ M<";<+25%5/)%/+2$+K)+-/)Y+!"#$%&$()*%+,-+./%)##-01+2)/+3.+45%5/%)/+6"%+789: %);<0"/;<)0+=>1#";<*)"%)0+?@+)"0)0+3502*)"/!
  9. 9. >)*.;/!=!*.)!FF-!Q5%5F5/)!+#;!GHI+&)! Q5%5+505#O/"/+F5/)2+$0++ J!-,7&!%#=&(+6#J! !;%<%*+,!F&*.%(+<)/!K+%&L&#)M! H!1)&&+%#!%#=&(+6#J !N+/)&/2+#?!D.*<&+(()*&%2 !! D.*<&+(()*&%2!L+/);!! N+/)&/2+#!L+/);!!O1>! OG>!
  10. 10. >)*.;/!=!*.)!FF-J!!Q5%5F5/)!+#;!GHI+&)! Q^!+_8SJ!O%<%*+,!F&*.4.*/!I%*.! /)4+&+*);!P#=&+&);C2.+##),! 7$-02+)/$#-B$0Z++I]H+6+ >/*!%(4&*+#*!%#=&(+6#!!! _8S++ O%Q)&)#6+6#!L)*I))#! $)<)*+6#!+#;!R#*!$)<)*+6#S! K2.,&4.0,,)TM!
  11. 11. >)*.;/!=!*.)!FF-J!!Q5%5F5/)!+#;!GHI+&)! &Q9=!! !<$%$1566)%";+Q"1"%5#+9-?5;)+ =$2)#+VQ9=+!X+ E&7#;!&)/,76#J! !I]`+6+a+J]I+6+ b)"1<%+5F$N)+/)5+#)N)#+
  12. 12. >)*.;/!=!*.)!FF-J!!Q5%5F5/)!+#;!GHI+&)! 0Q9=!! _$65#"/)2+Q"1"%5#+9-?5;)+=$2)#+ +1$-02+)/$#-B$0Z+I]`+6+ b)"1<%+5F$N)+/-?5;)+ 4OG>! O1>! #OG>!
  13. 13. U%&/*!6()?!*.+*!*.)!&)/,76#!=!+,,!7/);!%#47*!;+*+! %/!(72.!L)V)&!K.%<.)&?!/(+,,)&M!! *.+#!*.)!LW)2*/!I)!I+#*!*!2,+//%=0!
  14. 14. GA!878+HIJJ+ M<";<+/$WK5)+2$+K)+-/)Y+!"#$%&$()*%+,-+./%)##-01+2)/+3.+45%5/%)/+6"%+789: %);<0"/;<)0+=>1#";<*)"%)0+?@+)"0)0+3502*)"/!
  15. 15. >)*.;/!=!*.)!FF-J!!O+*+L+/)!+#;!9$WK5)+ )G$10"B$0+Q)N)#$&)+c+ FLW)2*!&%)#*);!%(+<)!+#+,0/)! G)<()#*+6#!=!%(+<)/! XX!L&;)&/!=!LW)2*/! -,+//%52+6#!=!*./)!/)<()#*/! XX!+V&%L7*+6#!
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  17. 17. V!)X:&$;)//"01+$?+%<)+1)$25%5+7)0)5B01+$?+5/%)+6$2)#/+?$6+&$"0%+/$-;)+25%5+VdefX+"0+7#$F5#+=5&&)+" +2"1"%5#+)#)N5B$0+6$2)#+g+2"1"%5#+/-?5;)+6$2)#+++9)16)0%5B$0+502+;#5//"L;5B$0+"0+)G$10"B$0+" +3502/;5&)+.#)6)0%/++V3.X+5;;$2"01+%$+G$//+G$6&#"50;)+VGGX+!$/%&$;)//"01+"0+A;789+" +<56$0"/5B$0E+%$&$#$1OE+F$2)+;$);B$0/E+[-5#"%O+;<);*/+
  18. 18. GA!878+HIJJ+ M<O+2$"01+%<"/+!"#$%&$()*%+,-+./%)##-01+2)/+3.+45%5/%)/+6"%+789: %);<0"/;<)0+=>1#";<*)"%)0+?@+)"0)0+3502*)"/! "0+%<"/+K5OY+
  19. 19. G<5##)01)/+=!650-5#!;%<%6/%#<! G2+,)! 1%()! E)#)&+,%/+6#! -7#*!=! -&;%#+6#?! G7LW)26$%*0! I&Z)&/! (+*2.%#<! O+*+L+/)! P#*)&4&)*+6#/! P(+<)/! A;;-5;O+
  20. 20. G<5##)01)/+=!650-)##!;%<%6/%#<! G2+,)!E)#)&+,%/+6#! G7LW)26$%*0!P#*)&4&)*+6#/! 9;5#)+JZJIII+ 9<52$K/Y+
  21. 21. G<5##)01)/+=!650-)##!;%<%6/%#<! G2+,)!E)#)&+,%/+6#! G7LW)26$%*0!P#*)&4&)*+6#/! 9;5#)+;5]+JZHII+ 9<52$K/Y+
  22. 22. G<5##)01)/+=!650-)##!;%<%6/%#<! G2+,)!E)#)&+,%/+6#! G7LW)26$%*0!P#*)&4&)*+6#/! b$K+%$+2"1"B/)+%<)+F$2)/Y+
  23. 23. G<5##)01)/+=!650-)##!;%<%6/%#<! G2+,)!E)#)&+,%/+6#! G7LW)26$%*0!P#*)&4&)*+6#/!
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  25. 25. H`+)R&)")0;)2+502+F)1"00)/+<5N)+%$+2"1"B,)+%<)+$F();%+F$2)/+KU,&%+#!@[!K99]MJ!^#2)&*+%#*0!%#!%(+<)!%#*)&4&)*+6#!+/!&)=)&)#2)!=&!+227&+20!+//)//()#*!%#!LW)2*L+/);!%(+<)!+#+,0/%/?!-)#*&)!=&!E)%#=&(+62/?!G+,_L7&<!^#%$)&/%*0?!@7/*&%+!K.V4J``_<%/8a[4,7/[/L<[+2[+*`&)/)+&2.`%(+<)/`/*&%)/`4;=`989b9cb+,L&)2.*b+227&+20b989[4;=MM!
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  28. 28. A2N50%51)/!!=!5-%$65%)2+;#5//"L;5B$0+ 9;5#)+"02)&)02)0%+ G2+,)! )R5;%+F$2)/+ 9;5#)+h+)/$#-B$0+E)#)&+,%/+6#! A-%$65%)2+505#O/"/+$?+5/%)+N5#-)/+ K#!$%/7+,!%#*)&4&)*+6#M! G7LW)26$%*0! Q)L0)2+-#)+/)%/+ $F();BN)+KB.%#),+#;CD+,+6#+*)CI%;)M!)/-#%/+P#*)&4&)*+6#/! A;;-5;O+
  29. 29. A2N50%51)/!!=!5-%$65%)2+;#5//"L;5B$0+ i5;%$Z+80%)&)%5B$0/! F&*.%(+<)!KBEYM!G.+;I/?!.)%<*.!=!LW)2*/! ^F();%+F$2)/Y+
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  31. 31. A2N50%51)/!!=!5-%$65%)2+;#5//"L;5B$0+ ^F();%+F$2)/Z+$F();BNE+)&)5%5F#)+! 3&(+,%/);!O%<%*+,!!G7&=+2)!>;),!K#OG>M!G.+;I/?!.)%<*.!=!LW)2*/! ^F();%+F$2)Z+ L+/);!#! <)"1<%+"0?$65B$0!+#;! $)<)*+6#!%#;)d! V$F();%+F$2)Z+650-5#+2"1"B/)2+F5/)2+$0+$%<$"651)X+
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  54. 54. Acknowledgment h)!*.+#Z!7&!(%#%/*&0!=&!! =7#;%#<!+#;!/744&6#<!*.)!4&W)2*T! 1.%/!4&W)2*!I+/!2#;72*);!%#!2,/)!24)&+6#!L)*I))#!*.&))!(%#%/*&%)/J!! $  >%#%/*&0!=!"2#(0?!1&+#/4&*+6#?!@<&%27,*7&)!+#;!A%#%27,*7&)!!! $  >%#%/*&0!=!"#$%&#()#*?!U&)/*&0!+#;!-#7(/)&!D&*)26#! $  >%#%/*&0!=!P#*)&%&!+#;!G4&*/!!h)!+,/!*.+#Z!*.)!=);)&+,!+;(%#/*&+6#!=!-+;+/*&%+,!F&;#+#2)!+#;!E)L+/%/%#=&(+6#!!
  55. 55. =50O+D<50*/+?$+O$-++ 5C)0B$0j+ A0O+t-)/B$0/Y+

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