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‫و‬ ‫بیست‬ ‫سال‬
‫دوم‬
–
‫شماره‬
66
-
‫بهار‬
9911
‫پطٍّؿی‬ ِ‫همبل‬
ِ‫ازائ‬
‫هدل‬
ِ‫ثسًبه‬
‫ز‬
‫یصی‬
‫ز‬
‫ی‬
‫بض‬
‫ی‬
‫ثسا‬
‫ی‬
ِ‫هػئل‬
‫هػيس‬
‫ی‬
‫بث‬
‫ی‬
ِ‫ٍغيل‬
ِ‫ًملي‬
‫چٌدهحصَل‬
‫ی‬
‫ثب‬
ُ‫پٌجس‬
ً‫شهب‬
‫ی‬
‫فبشی‬ ‫تمبضبی‬ ٍ
)
‫لفليساى‬ ‫ؾسکت‬ :ِ‫هَزدهطبلع‬
(
‫طْوـبغجی‬ ‫اهيي‬ ُ‫حوـص‬
1
*
،
ُ‫شز‬ ‫اهيس‬
‫پَؼ‬
2
ُ‫داًؿگب‬
‫گيالى‬
‫لفليساى‬ ‫ؾسکت‬
:ِ‫همبل‬ ‫دزیبفت‬ ‫تبزیخ‬
14
/
12
/
1318
:ِ‫همبل‬ ‫پریسؼ‬ ‫تبزیخ‬
31
/
03
/
1311
ُ‫چکيد‬
َ‫ٔس‬ ،‫ف‬ٞٚ‫پػ‬ ٗ‫ای‬ ‫زض‬
‫ٔی‬ ْ‫ا٘زب‬ ٚ‫زض‬ٛ‫ذ‬ ‫لغؼبت‬ ٜ‫س‬ٙٙ‫ِیسو‬ٛ‫ت‬ ‫قطوت‬ ‫یه‬ ‫پرف‬ ٚ ‫ظیغ‬ٛ‫ت‬ ٓ‫ؾیؿت‬ ‫اظ‬ ‫وبضثطزی‬ ٚ ‫الؼی‬ٚ ّٝ‫ٔؿئ‬ ‫یه‬ ‫ؾبظی‬
.‫ز‬ٛ‫ق‬
‫ٔغطح‬ ٖ‫سٌب‬ٙٙ‫ِیسو‬ٛ‫ت‬ ‫اظ‬ ‫یىی‬ ٝ‫و‬ ٖ‫لفّیطا‬ ‫قطوت‬
‫زض‬
ٔ‫ظ‬
ٝٙ‫ی‬
ٜ‫ذطز‬ ‫ثبظاض‬ ٚ ٖ‫ؾبظا‬ٚ‫زض‬ٛ‫ذ‬ ‫ثطای‬ ‫لغؼبت‬ ‫ؾبذت‬
‫ضا‬ ‫ٔرتّفی‬ ‫الت‬ٛ‫ٔحص‬ ،‫اؾت‬ ‫قی‬ٚ‫فط‬
‫ت‬ ‫زاضز‬ ‫ؾؼی‬ ٚ ٜ‫وطز‬ ‫ِیس‬ٛ‫ت‬
‫ثب‬ ‫ب‬
ٓ‫و‬
‫تط‬
‫ی‬
ٗ
‫ضضبیت‬ ٗ‫ثیكتطی‬ ،‫ز‬ٛ‫ذ‬ ‫ظیغ‬ٛ‫ت‬ ٓ‫ؾیؿت‬ ‫زض‬ ٝٙ‫عی‬ٞ
ٝ‫ث‬ ُ‫ی‬ٛ‫تح‬ ‫زض‬ ‫ضا‬ ‫ٔكتطی‬ ‫سی‬ٙٔ
.‫ضز‬ٚ‫آ‬ ‫زؾت‬ ٝ‫ث‬ ‫وبال‬ ‫لغ‬ٛٔ
‫ٔی‬ ٝ‫اضائ‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ‫اظ‬ ‫ٔسِی‬ ‫ف‬ٞٚ‫پػ‬ ٗ‫ای‬ ‫زض‬
‫لغؼیت‬ ْ‫ػس‬ ‫حبِت‬ ‫زض‬ ،ٖ‫ٔكتطیب‬ ‫ِی‬ٛ‫سٔحص‬ٙ‫چ‬ ‫تمبضبی‬ ٚ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ٖ‫آ‬ ‫زض‬ ٝ‫و‬ ‫ز‬ٛ‫ق‬
ٝ‫ث‬ ٚ
ٝ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬
ٜ‫قس‬
.‫اؾت‬
‫الغ‬ٚ‫زض‬
‫زضیبفت‬ ‫ت‬ٟ‫ر‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫ٔكتطی‬ ‫ط‬ٞ
‫ؾفبضـ‬
‫ب‬ٞ
ٝ‫ث‬
‫ضت‬ٛ‫ص‬
ٝ‫ظ٘م‬ٚ‫ش‬
‫ا‬
‫زاضز‬ ‫ی‬
ٖ‫آ‬ ‫زض‬ ٝ‫و‬
‫ضضب‬
‫ی‬
‫ت‬
‫س‬ٙٔ
( ،‫حبِت‬ ٗ‫تطی‬ٟ‫ث‬ ‫زض‬ ‫ٔكتطی‬ ‫ی‬
1
‫ضضبیت‬ ٖ‫ٔیعا‬ ،ٖ‫ثؼساظآ‬ ٚ ُ‫لج‬ ‫زض‬ ٚ ٜ‫ز‬ٛ‫ث‬ )
‫ف‬ٞ‫وب‬ ‫ٔكتطی‬ ‫سی‬ٙٔ
‫ٔی‬
‫یبث‬
‫س‬
ٝٙ‫وٕی‬ ‫سف‬ٞ ‫تبثغ‬ ‫زض‬ .
‫ؾبظی‬
ٝٙ‫ثیكی‬ ٚ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬
‫ضضبیت‬ ‫ؾبظی‬
‫ٔس٘ظط‬ ‫ٔكتطی‬ ‫سی‬ٙٔ
َ‫ٔس‬ .‫اؾت‬
ٝ‫اضائ‬
ٜ‫قس‬
‫زض‬
ٗ‫ای‬
،‫ف‬ٞٚ‫پػ‬
‫ؾظ‬ٛ‫ت‬
ْ‫٘ط‬
‫افعاض‬
‫ٌٕع‬
ُ‫ح‬
ٜ‫قس‬
‫٘تبیذ‬ ٚ
.‫زاز‬ ٖ‫٘كب‬ ‫ضا‬ ‫بؾجی‬ٙٔ ‫ثؿیبض‬ ‫ز‬ٛ‫ج‬ٟ‫ث‬ ،‫قطوت‬ ‫ربضی‬ ‫ػّٕىطز‬ ٝ‫ث‬ ‫٘ؿجت‬
ُ‫ٍاض‬
‫کليدی‬ ‫ّبی‬
:
ٝٔ‫ثط٘ب‬
،‫فبظی‬ ‫ضیبضی‬ ‫ضیعی‬
ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬
،
‫ِی‬ٛ‫سٔحص‬ٙ‫چ‬
،
‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬
ٖ‫لفّیطا‬ ‫قطوت‬ ،‫فبظی‬
1
-
ِ‫همده‬
1
2
‫ؾطیغ‬ ‫تغییطات‬ .‫یبؾت‬ٛ‫پ‬ ٚ ‫ضلبثتی‬ ‫ظی‬ٚ‫أط‬ ‫بی‬ٞ‫ثبظاض‬
‫ض‬ٚ‫ّب‬ٙ‫ف‬
‫ی‬
‫ب٘ی‬ٟ‫ر‬ ،
‫رت‬ٛٔ ٖ‫ٔكتطیب‬ ‫ت‬ٚ‫ٔتفب‬ ‫ا٘تظبضات‬ ٚ ٖ‫قس‬
‫قطوت‬ ٗ‫ثی‬ ‫ضلبثت‬ ‫یت‬ٞ‫ٔب‬ ‫تغییط‬
ٗ‫ثی‬ ‫ضلبثت‬ ٝ‫ث‬ ٖ‫آ‬ ُ‫تجسی‬ ٚ ‫ب‬ٞ
ٜ‫ظ٘زیط‬
ٖ‫آ‬ ٗ‫تأٔی‬ ‫بی‬ٞ
‫ظ٘ز‬ .‫اؾت‬ ٜ‫قس‬ ‫ب‬ٞ
‫ی‬
ٜ‫ط‬
ُٔ‫قب‬ ٗ‫تأٔی‬
‫وؿت‬ ْ‫تٕب‬
‫ب‬ٞ‫احس‬ٚ ٚ ‫ب‬ٞ‫وبض‬ٚ
‫یی‬
ٝ‫ث‬ ٝ‫و‬ ‫اؾت‬
‫ٔؿتم‬ ‫ض‬ٛ‫ع‬
‫ی‬
ٓ
‫ی‬
‫ب‬
ٗ‫تأٔی‬ ٓ‫غیطٔؿتمی‬
‫ثطعطف‬ ٚ ٜ‫س‬ٙٙ‫و‬
‫تمبضب‬ ٜ‫س‬ٙٙ‫و‬
‫ی‬
‫ب‬ٟ٘
‫یی‬
‫ٔكتط‬
‫ی‬
ٙ‫ؿت‬ٞ
[ ‫س‬
1
‫اظآ٘زبیی‬ .]
ٝ‫ث‬ ‫وبال‬ ‫ظیغ‬ٛ‫ت‬ ٝ‫و‬
‫ؾظ‬ٛ‫ٔت‬ ‫ض‬ٛ‫ع‬
( ‫ز‬ٚ‫حس‬
20
‫ٔی‬ ُ‫تكىی‬ ‫ضا‬ ‫ِیس‬ٛ‫ت‬ ُ‫و‬ ٝٙ‫عی‬ٞ ‫اظ‬ )%
‫ز‬ٛ‫ج‬ٟ‫ث‬ ،‫س‬ٞ‫ز‬
*1
-
‫اؾتبزیبض‬
‫سؾی‬ٟٙٔ ٜٚ‫ٌط‬ ،
‫بیغ‬ٙ‫ص‬
‫سؾی‬ٟٙٔ ٚ ‫ی‬ٙ‫ف‬ ٜ‫زا٘كىس‬ ،
‫قطق‬
،
ٖ‫ٌیال‬ ٜ‫زا٘كٍب‬
،
ٜ‫س‬ٙ‫یؿ‬ٛ٘
،َٛ‫ٔؿئ‬
:‫٘یه‬ٚ‫اِىتط‬ ‫پؿت‬
amintahmasbi@guilan.ac.ir
:‫٘كب٘ی‬
ٜ‫زا٘كٍب‬ ،ٜ‫اربضٌب‬ٚ ،‫زؾط‬ٚ‫ض‬
‫قطق‬ ‫سؾی‬ٟٙٔ ‫ی‬ٙ‫ف‬ ٜ‫زا٘كىس‬ ،ٖ‫ٌیال‬
‫بیغ‬ٙ‫ص‬ ‫سؾی‬ٟٙٔ ٜٚ‫ٌط‬ ،ٖ‫ٌیال‬
2
-
ٖ‫لفّیطا‬ ‫قطوت‬ ‫ضیعی‬ ٝٔ‫ثط٘ب‬ ‫ٔسیط‬ ،‫بیغ‬ٙ‫ص‬ ‫سؾی‬ٟٙٔ ‫اضقس‬ ‫بؼ‬ٙ‫وبضق‬
‫٘یه‬ٚ‫اِىتط‬ ‫پؿت‬
:
amir.zerehpoosh@gmail.com
ُٕ‫ح‬ ‫زض‬ ‫آیی‬ ‫وبض‬
ٝ‫صطف‬ ‫ثبػج‬ ‫ب‬ٞ‫وبال‬ ُ‫٘م‬ٚ
ٛ‫ر‬
‫زض‬ ‫ظیبزی‬ ‫یی‬
ْ‫تٕب‬ ‫لیٕت‬
ٖ‫آ‬ ٜ‫قس‬
‫التصبز‬ ‫زض‬ ‫ضلبثتی‬ ‫ٔعیت‬ ‫یه‬ ٚ ‫ب‬ٞ
ٝ‫غم‬ٙٔ
‫ٔی‬ ‫ة‬ٛ‫ٔحؿ‬ ‫ای‬
.‫ز‬ٛ‫ق‬
‫وبال‬ ‫ظیغ‬ٛ‫ت‬ ٜ‫ظ‬ٛ‫ح‬ ُ‫ٔؿبئ‬ ‫ثیكتط‬
‫ٔی‬
ٝ‫ث‬ ‫س‬ٙ٘‫ا‬ٛ‫ت‬
ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ّٝ‫ٔؿئ‬ ‫ضت‬ٛ‫ص‬
(
3
VRP
)
ٜ‫ض‬ٚ‫ز‬ ٜ‫س‬ٙ‫ق‬ٚ‫فط‬ ّٝ‫ٔؿئ‬ ٓ‫تؼٕی‬ ٝ‫و‬ ‫٘س‬ٛ‫ق‬ ٝ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬
‫ٌطز‬
[ ‫اؾت‬
2
‫اؾ‬ ‫زضصسز‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ّٝ‫ٔؿئ‬ .]
‫ثب‬ ‫تب‬ ‫ت‬
َ‫ٔس‬
ٝٙ‫ی‬ٟ‫ث‬ ٚ ‫ضیبضی‬ ‫بی‬ٞ
ٝ‫ث‬ ‫ؾبظی‬
ٌٝ٘ٛ
ٝ‫و‬ ‫ٕ٘بیس‬ ُٕ‫ػ‬ ‫ای‬
،ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬
،ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫تؼساز‬ ،‫ؾفط‬ ُ‫و‬ ٖ‫ظٔب‬
ٕٝ‫رطی‬
ُٕ‫ح‬ ٝٙ‫عی‬ٞ ‫تبثغ‬ ‫بیت‬ٟ٘‫زض‬ ٚ ‫زیطوطز‬ ‫بی‬ٞ
ُ‫حسال‬ ،ُ‫٘م‬ٚ
[ ‫ٌطزز‬
3
.]
ٝٔ‫ثط٘ب‬ ‫اظ‬ ‫ثؿیبضی‬ ‫زض‬
‫ب‬ٞ
‫ی‬
ٚ ‫زلیك‬ ‫اعالػبت‬ ،‫الؼی‬ٚ
ٝ‫ث‬ .‫٘یؿت‬ ‫زؾتطؼ‬ ‫زض‬ ‫وبفی‬
ٖ‫ا‬ٛٙ‫ػ‬
ٖ‫ظٔب‬ ،َ‫ٔخب‬
‫یه‬ ‫اظ‬ ‫ؾفط‬
‫س‬ٙ٘‫ٔب‬ ،ُٔ‫ا‬ٛ‫ػ‬ ‫اظ‬ ‫تؼسازی‬ ُ‫زِی‬ ٝ‫ث‬ ،‫زیٍط‬ ٖ‫ٔىب‬ ٝ‫ث‬ ٖ‫ٔىب‬
‫آة‬ ،‫ازث‬ٛ‫ح‬ ،‫تطافیه‬
‫آزضؼ‬ ‫حتی‬ ٚ ‫ا‬ٛٞٚ
‫ب‬ٞ
‫ی‬
ٝ‫ٕیك‬ٞ ،ٜ‫اقتجب‬
‫زل‬
ً‫ب‬‫یم‬
‫٘یؿ‬ ٖ‫ظٔب‬ ٖ‫ٕب‬ٞ
[ ‫ت‬
4
.]
‫ضت‬ٛ‫زضص‬
‫ی‬
ٝ‫و‬
،‫٘بٔكرص‬ ُٔ‫ا‬ٛ‫ػ‬
‫غ‬ ٚ ٟٓ‫ٔج‬ ،‫ی‬ٙٞ‫ش‬
،‫س‬ٙ‫ثبق‬ ‫یطزلیك‬
‫ثطای‬ ‫فبظی‬ ‫ٔتغیط‬ ‫یىطز‬ٚ‫ض‬
3- Vehicle Routing Problem
‫ارائه‬
‫مدل‬
‫برنبمه‬
‫ر‬
‫یسی‬
‫ر‬
‫ی‬
‫بض‬
‫ی‬
‫برا‬
‫ی‬
‫مسئله‬
‫مسير‬
‫ی‬
‫بب‬
‫ی‬
‫وسيله‬
‫نقليه‬
‫چندمحصول‬
‫ی‬
‫بب‬
‫پنجره‬
‫زمبن‬
‫ی‬
‫فبزی‬
‫تقبضبی‬
‫و‬
‫سال‬
‫دوم‬ ‫و‬ ‫بیست‬
–
‫شماره‬
66
-
‫بهار‬
9911
25
‫بؾت‬ٙٔ ُ‫ٔكى‬ ٖ‫زاز‬ ٖ‫٘كب‬
‫اؾت‬ ‫تط‬
[
5
‫ا‬ ‫ثؿیبضی‬ .]
‫ظ‬
ٜ‫ط‬ٟ‫ث‬ ٖ‫ٔیعا‬ ‫افعایف‬ ‫ت‬ٟ‫ر‬ ٖ‫ٔكتـــطیب‬
‫ف‬ٞ‫وب‬ ٚ ‫ضی‬ٚ
ٝٙ‫عی‬ٞ
‫ثطای‬ ‫ظ‬ٚ‫ض‬ َٛ‫ع‬ ‫زض‬ ‫ضا‬ ‫ظٔب٘ی‬ ٜ‫ثبظ‬ ‫یه‬ ،‫ا٘جبضـ‬ ‫بی‬ٞ
‫زی‬ٚ‫ض‬ٚ ُ‫ی‬ٛ‫تح‬
ٗ‫تأٔی‬ ‫اظ‬ ‫ب‬ٞ
‫ٔی‬ ‫٘ظط‬ ‫زض‬ ٖ‫سٌب‬ٙٙ‫و‬
ٗ‫ای‬ .‫ٌیط٘س‬
ٜ‫زط‬ٙ‫پ‬ ‫ثب‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ َ‫ٔس‬ ٖ‫ٕب‬ٞ ْٟٛ‫ٔف‬
٘‫ظٔب‬
‫ی‬
(
VRPTW1
ٗ‫تأٔی‬ ‫ثطای‬ ‫اؾت‬ ٗ‫ٕٔى‬ ‫حتی‬ .‫اؾت‬ )
ٖ‫سٌب‬ٙٙ‫و‬
ٛ‫ت‬ ‫ثب‬ ‫ز‬ٛ‫ذ‬
،ُ‫یـــ‬ٛ‫تح‬ ‫ظٔب٘ی‬ ٜ‫ثبظ‬ ٝ‫ث‬ ٝ‫ر‬
ٕ‫رطائ‬
ٝ‫ث‬ ‫٘ؿجت‬ ‫ی‬
َ‫ٔس‬ ‫ثیبٍ٘ط‬ ٝ‫و‬ ‫٘ظطٌیط٘س‬ ‫زض‬ ‫وبال‬ ُ‫ی‬ٛ‫تح‬ ‫زیطوطز‬ ٖ‫ظٔب‬
( ‫ؾرت‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫ثب‬ ‫ٔؿیطیبثی‬
VRPHTW2
)
.‫اؾت‬
ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ‫ع‬ٛ‫ض‬ٛٔ
‫ثطا‬
‫ی‬
ِٚ‫ا‬
‫ی‬
ٗ
‫ثبض‬
‫ؾظ‬ٛ‫ت‬
ًٙ‫زا٘عی‬
ٚ
‫ضأؿ‬
[ ‫ط‬
6
( َ‫ؾب‬ ‫زض‬ ]
1959
)
‫ٔغطح‬
‫قس‬
.
،‫ب‬ٞ‫ثؼس‬
‫ؾظ‬ٛ‫ت‬
‫والضن‬
ٚ
[ ٖ‫ٕىبضا‬ٞ
7
]
‫زض‬
َ‫ؾب‬
(
1964
)
‫ثطا‬
‫ی‬
ُ‫ح‬
ُ‫ٔكى‬
‫ٔؿ‬
‫ی‬
‫ط‬
‫ی‬
‫بث‬
،‫ی‬
‫ض‬ٍِٛ‫ا‬
‫ی‬
ٓ‫ت‬
ٜ‫شذیط‬
‫ؾبظی‬
ٝ‫و‬
‫ی‬
‫ه‬
‫ض‬ٍِٛ‫ا‬
‫ی‬
ٓ‫ت‬
‫اوتكبف‬
‫ی‬
‫اؾت‬
‫پ‬
‫ی‬
‫بز‬ٟٙ‫ك‬
‫قس‬
.
[ ٖ‫ٕىبضا‬ٞ ٚ ًٙ‫پ‬
8
َ‫ؾب‬ ‫زض‬ ]
(
2010
ٝ‫اضائ‬ ‫فبظی‬ ‫تمبضب‬ ‫ثب‬ ‫ضا‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ّٝ‫ٔؿئ‬ )
ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ثب‬ ‫ضا‬ ‫ز‬ٛ‫ذ‬ َ‫ٔس‬ ٚ ‫ز٘س‬ٕٛ٘
ٝٙ‫ی‬ٟ‫ث‬
‫شضات‬ ْ‫اظزحب‬ ‫ؾبظی‬
[ ٖ‫ٕىبضا‬ٞ ٚ ً٘‫ا‬ٚ .‫ز٘س‬ٕٛ٘ ُ‫ح‬
9
‫ضا‬ ‫پؿتچی‬ ّٝ‫ٔؿئ‬ ]
ٝ‫و‬
ٜ‫ط‬ٟ‫ث‬ ‫ثب‬ ‫اؾت‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫حبِت‬ ‫زاضای‬
‫فبظی‬ ‫ضی‬ٛ‫تئ‬ ‫اظ‬ ‫ٌیطی‬
.‫زاز‬ ٝ‫اضائ‬
[ ٖ‫ٕىبضا‬ٞ ٚ ‫ِئ‬ ‫ّٔه‬
10
ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ّٝ‫ٔؿئ‬ ]
‫فبظی‬ ‫تمبضبی‬ ‫بی‬ٞ‫ٔتغیط‬ ٗ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ‫ثب‬ ‫ٔسِی‬ ‫ضا‬ ٝ‫٘مّی‬
–
‫سف‬ٞ ٚ ‫وطز٘س‬ ٝ‫اضائ‬ ‫احتٕبِی‬
ّٝ‫ٔؿئ‬
‫٘یع‬ ‫ضا‬
‫عی‬ٞ ‫ف‬ٞ‫وب‬
ٝٙ
ُٕ‫ح‬
‫ی‬ٛ‫رؿتز‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ثب‬ ‫ضا‬ َ‫ٔس‬ ٚ ‫ز٘س‬ٕٛ٘ ٖ‫ثیب‬ ُ‫٘م‬ٚ
ٛ‫اضثبئ‬ .‫ز٘س‬ٕٛ٘ ُ‫ح‬ ٝ‫ػ‬ٕٛٙٔ
[ ً٘‫یب‬ ًٙ‫ٔی‬ ٚ
11
‫٘ظط‬ ‫زض‬ ‫ثب‬ ]
ّٝ‫ٔؿئ‬ ‫ثطای‬ ‫ٔسِی‬ ‫فبظی‬ ‫حبِت‬ ‫زض‬ ‫ٔكتطی‬ ‫تمبضب‬ ٗ‫ٌطفت‬
ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬
ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ثب‬ ‫ضا‬ َ‫ٔس‬ ٚ ‫زاز٘س‬ ٝ‫اضائ‬
‫تىبّٔی‬
–
[ ٖ‫ٕىبضا‬ٞ ٚ ٛ‫ثطیت‬ .‫ز٘س‬ٕٛ٘ ُ‫ح‬ ‫تفبضّی‬
12
‫زض‬ ]
‫ؾ‬
َ‫ب‬
(
2010
ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ّٝ‫ٔؿئ‬ ‫ثطای‬ ‫ٔسِی‬ ،)
ٜ‫زط‬ٙ‫پ‬ ‫ثب‬ ‫سف‬ٞ ‫تبثغ‬ ‫زض‬ ‫فبظی‬ ٝٙ‫عی‬ٞ ٖ‫آ‬ ‫زض‬ ٝ‫و‬ ‫زاز٘س‬ ٝ‫اضائ‬
‫زیت‬ٚ‫ٔحس‬ ٚ ‫ظٔب٘ی‬
‫ضا‬ َ‫ٔس‬ ٚ ‫اؾت‬ ٜ‫قس‬ ِٝٛٔ‫فط‬ ‫فبظی‬ ‫بی‬ٞ
ٓ‫ضیت‬ٍِٛ‫ا‬ ‫یه‬ ‫ؾظ‬ٛ‫ت‬
‫اثتىبض‬ ‫فطا‬
‫ی‬
–
.‫ز٘س‬ٕٛ٘ ُ‫ح‬ ‫تطویجی‬
‫بز‬ٙ‫ل‬
‫ض‬ٛ‫پ‬
[ ٖ‫ٕىبضا‬ٞ ٚ
13
]
ٖ‫ظٔب‬
‫ؾفط‬
‫ضا‬
ٝ‫و‬
‫زض‬
‫بعك‬ٙٔ
‫ط‬ٟ‫ق‬
‫ی‬
ٝ‫ث‬
‫ػّت‬
ُٔ‫ا‬ٛ‫ػ‬
‫ٔرتّف‬
‫ی‬
‫س‬ٙ٘‫ٔب‬
،‫ازث‬ٛ‫ح‬
‫قطا‬
‫ی‬
‫ظ‬
‫تطاف‬
‫ی‬
‫ى‬
‫ی‬
ٚ
‫قطا‬
‫ی‬
‫ظ‬
‫آة‬
‫ا‬ٛٞٚ
‫یی‬
‫ٔتغ‬
‫ی‬
‫ط‬
‫اؾت‬
،
ٝ‫ث‬
ٖ‫ا‬ٛٙ‫ػ‬
ٖ‫ظٔب‬
‫ؾفط‬
‫فبظ‬
‫زض‬ ‫ی‬
.‫س‬ٙ‫ٌطفت‬ ‫٘ظط‬
‫زض‬
،ٖ‫ایكب‬ َ‫ٔس‬
ٓ‫حز‬
ُ‫و‬
ٖ‫ٌب‬ٚ‫٘ب‬
،‫ضز٘یبظ‬ٛٔ
ُ‫و‬
ّٝ‫فبص‬
‫ؾفط‬
ٚ
ٖ‫ظٔب‬
‫ا٘تظبض‬
‫ثطا‬
‫ی‬
‫ؾب‬ٚ
‫ی‬
ُ
ّ‫٘م‬
‫ی‬
ٝ
ٝ‫ث‬
ُ‫حسال‬
‫ٔی‬
‫ضؾس‬
ٚ
‫ضضبیت‬
ّ‫و‬
‫ی‬
ٝ
‫ٔكتط‬
‫ی‬
ٖ‫ب‬
‫ثطا‬
‫ی‬
‫ذسٔبت‬
‫حساوخط‬
‫ٔی‬
‫ز‬ٛ‫ق‬
.
[ ٖ‫ٕىبضا‬ٞ ٚ ‫ٔزیسی‬
14
]
ّٝ‫ٔؿئ‬
ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬
1- Vehicle routing with time windows
2-Vehicle routing with hard time windows
ُ‫ی‬ٛ‫تح‬ ٚ ‫ثطزاقت‬ ‫قطایظ‬ ‫ثب‬ ‫ضا‬ ‫ؾجع‬ ٝ‫٘مّی‬
3
‫ز٘س‬ٕٛ٘ ٝ‫اضائ‬
‫زض‬ ٝ‫و‬
ٝ‫ث‬ ُ‫ی‬ٛ‫تح‬ ٚ ‫ثطزاقت‬ ‫یىطز‬ٚ‫ض‬ ٚ‫ز‬ ٖ‫آ‬
‫اؾت‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬
َ‫ٔس‬ ٚ
‫ثب‬ ‫ضا‬
‫ض‬ٍِٛ‫ا‬
‫ی‬
ٓ‫ت‬
ٛ‫رؿتز‬
‫ی‬
‫ٕؿب‬ٞ ‫ثعضي‬
‫ی‬
ٍ
‫ی‬
‫ا٘غجبل‬
ُ‫ح‬ ‫ی‬
[ ٖ‫ٕىبضا‬ٞ ٚ ‫یبٍ٘كی‬ .‫ز٘س‬ٕٛ٘
15
‫ثطای‬ ‫ٔؿیطیبثی‬ َ‫ٔس‬ ]
‫ض‬ٚ‫زاض‬ ‫ذسٔبت‬
ٝ‫ث‬ ٖ‫آ‬ ‫زض‬ ‫تمبضب‬ ٝ‫و‬ ‫زاز٘س‬ ٝ‫اضائ‬ ‫ؾب٘ی‬
‫ضت‬ٛ‫ص‬
.‫ز٘س‬ٕٛ٘ ُ‫ح‬ ‫تطویجی‬ ‫غ٘تیه‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ثب‬ ‫ضا‬ َ‫ٔس‬ ٚ ‫اؾت‬ ‫فبظی‬
‫زض‬
‫آذط‬
‫ی‬
ٗ
‫ف‬ٞٚ‫پػ‬
‫ب‬ٞ
‫ٔی‬
ٖ‫ا‬ٛ‫ت‬
‫ث‬
‫ف‬ٞٚ‫پػ‬ ٝ
‫ض٘ط‬ٚ
ٚ
ٛ‫ى‬ٙ‫٘سضات‬ٛ‫و‬
[
16
]
ٜ‫اقبض‬
‫وطز‬
ٝ‫و‬
‫ی‬
‫ه‬
ٚ‫ض‬
‫ی‬
‫ىطز‬
‫فبظ‬
‫ی‬
‫رب‬
‫ی‬
‫ٍع‬
‫ی‬
ٗ
‫ثطا‬
‫ی‬
ّٝ‫ٔؿئ‬
‫ٔؿ‬
‫ی‬
‫ط‬
‫ی‬
‫بث‬
‫ی‬
‫ؾ‬ٚ
‫ی‬
ّٝ
ّ‫٘م‬
‫ی‬
ٝ
‫ظطف‬
‫ی‬
‫ت‬
‫زاض‬
ٝ‫اضائ‬
ٕٛ٘
‫ز٘س‬
ٝ‫و‬
‫زض‬
‫ضز‬ٛٔ
‫ب‬ٞ‫تب٘ىط‬
‫ی‬
‫ذت‬ٛ‫ؾ‬
ٖ‫ضؾب‬
‫زض‬
‫ی‬
‫ب‬
‫یی‬
‫ز‬ٛ‫ث‬
ٖ‫وطز‬ ‫حساوخط‬ ‫سف‬ٞ‫ثب‬ ٝ‫و‬
ٝ‫اضائ‬ ‫ٔسِی‬ ،‫فبظی‬ ‫تمبضبی‬ ٗ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ‫ثب‬ ٚ ‫ذت‬ٛ‫ؾ‬ ‫ـ‬ٚ‫فط‬
.‫ز٘س‬ٕٛ٘ ُ‫ح‬ ‫ضا‬ َ‫ٔس‬ ‫تىطاضی‬ ‫اوتكبفی‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ثب‬ ٚ ‫ز٘س‬ٕٛ٘
‫ض‬ٛ‫پ‬ ‫بز‬ٙ‫ل‬
ٚ
[ ٖ‫ٕىبضا‬ٞ
17
َ‫ٔس‬ ]
‫ٔؿ‬
‫ی‬
‫ط‬
‫ی‬
‫بث‬
‫ی‬
‫ؾ‬ٚ
‫ی‬
ّٝ
ّ‫٘م‬
‫ی‬
ٝ
‫ثب‬
ٜ‫زط‬ٙ‫پ‬
‫ثط‬ ٜٚ‫ػال‬ ٖ‫آ‬ ‫زض‬ ٚ ‫وطز٘س‬ ٝ‫اضائ‬ ‫ضا‬ ‫ظٔب٘ی‬
ٕ‫و‬
‫ی‬
ٝٙ
‫ؾبظی‬
‫ٔصطف‬
‫ا٘طغ‬
‫ضضبیت‬ ‫افعایف‬ ،‫ی‬
ٖ‫ظٔب‬ ‫اظ‬ ‫ٔكتطی‬ ‫سی‬ٙٔ
‫ضا‬ ‫یؽ‬ٚ‫ؾط‬
‫٘ظط‬ ‫زض‬
.‫س‬ٙ‫ٌطفت‬
[ ًٙ‫ف‬ ٖ‫یب‬
18
]
ٗ‫سی‬ٙ‫چ‬ ‫ثطضؾی‬ ٝ‫ث‬
ٜ‫زط‬ٙ‫پ‬
‫ظٔب٘ی‬
ٝ‫ث‬
ٖ‫ا‬ٛٙ‫ػ‬
‫بی‬ٞ‫ٔتغیط‬
ٖ‫ٔكتطیب‬ ‫ثطای‬ ‫فبظی‬
ٝ‫پطزاذت‬
ٚ
ٖ‫ٔیعا‬
‫ضضبیت‬
‫ٔكتطی‬
‫ضا‬
‫ثب‬
‫تبثغ‬
‫یت‬ٛ‫ػض‬
ٖ‫ظٔب‬
‫ع‬ٚ‫قط‬
ٝ‫اضائ‬
‫زاز‬
.
ٗ‫ای‬ ‫زض‬
َ‫ٔس‬
‫سٌی‬ٙ٘‫ضا‬
ٚ‫زض‬ٛ‫ذ‬
‫ثب‬
ٗ‫سی‬ٙ‫چ‬
ٜ‫زط‬ٙ‫پ‬
‫فبظی‬
‫ثطای‬
‫ف‬ٞ‫وب‬
ٝٙ‫عی‬ٞ
‫بی‬ٞ
ُٕ‫ح‬
ُ‫٘م‬ٚ
ٚ
‫تؼساز‬
ُ‫ؾبی‬ٚ
ٝ‫٘مّی‬
ٚ
ٝ‫ث‬
‫حساوخط‬
ٖ‫ضؾب٘س‬
‫ؾغح‬
‫ضضبیت‬
‫سی‬ٙٔ
ٝ‫ؾبذت‬
‫قس‬
.
‫ؾپؽ‬
‫ثب‬
ٝ‫ر‬ٛ‫ت‬
ٝ‫ث‬
‫یػٌی‬ٚ
‫بی‬ٞ
،َ‫ٔس‬
‫اظ‬
ُٔ‫ا‬ٛ‫ػ‬
‫ی‬ٟ‫جی‬ٙ‫ت‬
‫ثطای‬
ّٝ‫ٔمبث‬
‫ثب‬
‫زیت‬ٚ‫ٔحس‬
‫ب‬ٞ
ٜ‫اؾتفبز‬
‫ثب‬ ‫ضا‬ ّٝ‫ٔؿئ‬ َ‫ٔس‬ ٚ ‫ٌطزیس‬
‫ض‬ٍِٛ‫ا‬
‫ی‬
ٓ‫ت‬
ٝٙ‫ی‬ٟ‫ث‬
‫شضات‬ ْ‫اظزحب‬ ‫ؾبظی‬
‫ز٘س‬ٕٛ٘ ُ‫ح‬
[ ٖ‫ٕىبضا‬ٞ ٚ ‫ؾّیٕب٘ی‬
19
‫ت‬ٟ‫ر‬ ‫ضا‬ ‫ٔسِی‬ ]
ٚ ‫ٔؿیطیبثی‬
ٖ‫ظٔب‬
ُ‫ؾبی‬ٚ ‫سی‬ٙ‫ث‬
ٓٞ ‫ظیغ‬ٛ‫ت‬ ٚ ٝ‫٘مّی‬
‫زض‬ ‫ضی‬ٚ‫ضط‬ ‫بی‬ٞ‫وبال‬ ٖ‫ظٔب‬
‫ػّٕیبت‬
ٖ‫ثحطا‬ ‫اظ‬ ‫پؽ‬ ٝ٘‫ؾتب‬ٚ‫ثكطز‬ ‫أساز‬
.‫وطز٘س‬ ٝ‫اضائ‬ ،
‫زض‬
ٗ‫ای‬
َ‫ٔس‬
‫آؾیت‬ ‫٘مبط‬ ‫ثبظزیس‬ ‫تطتیت‬ ٚ ‫أسازضؾب٘ی‬ ‫ٔؿیط‬ ٝٔ‫ثط٘ب‬
ٜ‫زیس‬
‫ٔكرص‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ط‬ٞ ‫ؾظ‬ٛ‫ت‬
‫٘تبیذ‬ .‫اؾت‬ ٜ‫قس‬
ٝ‫ث‬
‫زؾت‬
ٜ‫آٔس‬
‫ٔی‬ ٖ‫٘كب‬
ٞ‫ز‬
‫زض‬ ‫ثب‬ ٚ ٍٕٗٞ‫٘ب‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫زیت‬ٚ‫ٔحس‬ ‫ز‬ٛ‫ر‬ٚ‫ثب‬ ‫س‬
‫آؾیت‬ ٝ‫٘مغ‬ ‫ط‬ٞ ‫تمبضبی‬ ٗ‫تأٔی‬ ٗ‫ٌطفت‬ ‫٘ظط‬
ٚ ‫ٔمبزیط‬ ،ٜ‫زیس‬
ٝ‫ث‬ ‫ٔؿیط‬ ٝٔ‫ثط٘ب‬
‫زؾت‬
ٝٙ‫وٕی‬ ٜ‫آٔس‬
‫ػّٕیبت‬ ٖ‫پبیب‬ ٖ‫ظٔب‬
‫أسازضؾب٘ی‬
‫ٔی‬ ‫رت‬ٛٔ ‫ضا‬
ٝ‫آ٘چ‬ .‫ز‬ٛ‫ق‬
‫الؼ‬ٚ ‫زض‬
‫ی‬
‫ت‬
ُ‫ٔؿبئ‬ ‫ع‬ٛ٘ ٗ‫ای‬
ٝ‫ث‬ ٖ‫ٔكتطیب‬ ‫تمبضب‬ ٖ‫ٔیعا‬ ‫زاضز‬ ‫ز‬ٛ‫ر‬ٚ
‫ص‬
‫ضت‬ٛ
ٖ‫ثیب‬ ‫غیطلغؼی‬
ٜ‫قس‬
‫اتفبلبت‬ ٚ ‫تطافیه‬ ٓ‫حز‬ ٖ‫ٔیعا‬ ‫اؾبؼ‬ ‫ثط‬ ٗ‫ی‬ٙ‫ٕچ‬ٞ ٚ ‫اؾت‬
ٜ‫ربز‬
،‫ای‬
ٖ‫ثیب‬ ‫غیطلغؼی‬ ‫٘یع‬ ٖ‫ٔكتطیب‬ ٗ‫ثی‬ ‫ظٔب٘ی‬ ّٝ‫فبص‬
ٜ‫قس‬
.‫اؾت‬
3- FGVRPPD
‫ارائه‬
‫مدل‬
‫برنبمه‬
‫ر‬
‫یسی‬
‫ر‬
‫ی‬
‫بض‬
‫ی‬
‫برا‬
‫ی‬
‫مسئله‬
‫مسير‬
‫ی‬
‫بب‬
‫ی‬
‫وسيله‬
‫نقليه‬
‫چندمحصول‬
‫ی‬
‫بب‬
‫پنجره‬
‫زمبن‬
‫ی‬
‫فبزی‬
‫تقبضبی‬
‫و‬
25
‫دوم‬ ‫و‬ ‫بیست‬ ‫سال‬
–
‫شماره‬
66
-
‫بهار‬
9911
‫جدٍل‬
(
1
)
-
‫فبشی‬ ‫زٍؼ‬ ‫ثب‬ ‫لطعيت‬ ‫عدم‬ ‫حبلت‬ ‫دز‬ ِ‫ًملي‬ ِ‫ٍغيل‬ ‫هػيسیبثی‬ ُ‫حَش‬ ‫دز‬ ِ‫هؿبث‬ ‫همبالت‬
ٌْ‫پيؿ‬ ‫الگَزیتن‬
‫بدی‬ ‫پطٍّؽ‬ ‫ّدف‬ ‫تبثع‬ ‫پطٍّؽ‬ ‫هفسٍضبت‬ ‫هٌجع‬
ٓ‫ضیت‬ٍِٛ‫ا‬
ٝٙ‫ی‬ٟ‫ث‬
‫شضات‬ ْ‫اظزحب‬ ‫ؾبظی‬ ٝٙ‫وٕی‬
ٖ‫وطز‬
‫ربثزبیی‬ ٝٙ‫عی‬ٞ ٝ‫ث‬ ‫تمبضب‬
‫فبظی‬ ‫ضت‬ٛ‫ص‬ [
8
]
ٝ‫ػ‬ٕٛٙٔ ‫ی‬ٛ‫رؿتز‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ربثزبیی‬ ٝٙ‫عی‬ٞ ٖ‫وطز‬ ٝٙ‫وٕی‬ ٝ‫ث‬ ‫تمبضب‬
‫فبظی‬ ‫ضت‬ٛ‫ص‬ [
10
]
‫تىبّٔی‬ ٓ‫ضیت‬ٍِٛ‫ا‬
-
‫تفبضّی‬ ‫ربثزبیی‬ ٝٙ‫عی‬ٞ ٖ‫وطز‬ ٝٙ‫وٕی‬ ‫تمبضب‬
ٝ‫ث‬
‫فبظی‬ ‫ضت‬ٛ‫ص‬ [
11
]
‫فطااثتىبضی‬ ٓ‫ضیت‬ٍِٛ‫ا‬
-
‫تطویجی‬ ‫ربثزبیی‬ ٝٙ‫عی‬ٞ ٖ‫وطز‬ ٝٙ‫وٕی‬ ٝ‫ث‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬
‫فبظی‬ ‫ضت‬ٛ‫ص‬ [
12
]
‫غ٘تیه‬ ٓ‫ضیت‬ٍِٛ‫ا‬
‫تطویجی‬
‫ؾفط‬ ٖ‫ظٔب‬ ٖ‫وطز‬ ُ‫حسال‬
ٖ‫ٔكتطیب‬ ‫ضضبیت‬ ٖ‫وطز‬ ‫حساوخط‬
ٝ‫ث‬ ‫ا٘تظبض‬ ٚ ‫ؾفط‬ ٖ‫ظٔب‬
‫فبظی‬ ‫ضت‬ٛ‫ص‬ [
13
]
ٓ‫ضیت‬ٍِٛ‫ا‬
ALN ٖ‫ٔكتطیب‬ ‫ضضبیت‬ ٖ‫وطز‬ ‫حساوخط‬ ٚ ‫ثطزاقت‬
ٝ‫ث‬ ُ‫ی‬ٛ‫تح‬
‫فبظی‬ ‫ضت‬ٛ‫ص‬ [
14
]
‫غ٘تیه‬ ٓ‫ضیت‬ٍِٛ‫ا‬
‫تطویجی‬ ‫ربثزبیی‬ ٝٙ‫عی‬ٞ ٖ‫وطز‬ ٝٙ‫وٕی‬ ٝ‫ث‬ ‫تمبضب‬
‫فبظی‬ ‫ضت‬ٛ‫ص‬ [
15
]
‫تىطاضی‬ ‫اوتكبفی‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ذت‬ٛ‫ؾ‬ ‫ـ‬ٚ‫فط‬ ٖ‫وطز‬ ‫حساوخط‬ ٝ‫ث‬ ‫تمبضب‬
‫فبظی‬ ‫ضت‬ٛ‫ص‬ [
16
]
‫غ٘تیه‬ ٓ‫ضیت‬ٍِٛ‫ا‬
‫تىبّٔی‬ ٖ‫ٔكتطیب‬ ‫ضضبیت‬ ٖ‫وطز‬ ‫حساوخط‬ ٝ‫ث‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬
‫فبظی‬ ‫ضت‬ٛ‫ص‬ [
17
]
ٓ‫ضیت‬ٍِٛ‫ا‬
PSO
ٚ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ٖ‫وطز‬ ٝٙ‫وٕی‬
‫ضضبیت‬
‫ٔكتطی‬ ‫سی‬ٙٔ
ٝ‫ث‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬
‫فبظی‬ ‫ضت‬ٛ‫ص‬ [
18
]
‫ـ‬ٚ‫ض‬ ‫ثب‬ ُ‫ح‬
‫زل‬
‫ی‬
‫ك‬
lingo ٝٙ‫وٕی‬
ٖ‫ظٔب‬ ‫ظ٘ی‬ٚ ‫ع‬ٕٛ‫ٔز‬ ‫ؾبظی‬ ٝ‫ث‬ ‫تمبضب‬
‫فبظی‬ ‫ضت‬ٛ‫ص‬ [
19
]
ُ‫ح‬ َ‫ز٘جب‬ ٝ‫ث‬ ‫ف‬ٞٚ‫پػ‬ ٝ‫ى‬ٙ‫ای‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ‫ثب‬
ّٝ‫ٔؿئ‬
‫ا‬
‫الؼی‬ٚ ‫ی‬
‫ؿت‬ٞ
‫اثتسا‬ ،
ٝ‫اؾت‬ٛ‫ذ‬ ٚ ‫ضبت‬ٚ‫ٔفط‬
‫بی‬ٞ‫ٔتغیط‬ ٚ ٝ٘‫وبضذب‬ ‫بی‬ٞ
‫قطوت‬ ،‫ف‬ٞٚ‫پػ‬ ٗ‫ای‬ ٝ‫ضزٔغبِؼ‬ٛٔ .‫قس‬ ‫اؾترطاد‬ ‫الؼی‬ٚ
.‫اؾت‬ ٖ‫لفّیطا‬
‫زض‬
‫ؾفبضـ‬ ‫زض‬ ‫تغییطات‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ‫ثب‬ ‫قطوت‬ ٗ‫ای‬
ْ‫ا٘زب‬ ،ٖ‫ٔكتطیب‬
ٝٔ‫ثط٘ب‬
‫ض‬
‫یعی‬
ُٕ‫ح‬
ُ‫٘م‬ٚ
ُ‫ی‬ٛ‫تح‬ ‫ثطای‬
ٝ‫ث‬
‫لغ‬ٛٔ
‫ٕیت‬ٞ‫ا‬ ‫حبئع‬ ‫ثؿیبض‬ ‫الت‬ٛ‫ٔحص‬
‫اؾت‬
‫تمبضبی‬ ‫ٔمساض‬ ٚ
ٖ‫ٔكتطیب‬
ٚ ‫٘یؿت‬ ‫لغؼی‬
ٝ‫ث‬
‫ضت‬ٛ‫ص‬
‫ثب‬ ٗ‫ی‬ٙ‫ٕچ‬ٞ .‫اؾت‬ ‫فبظی‬
‫ضقت‬ ‫ؼتی‬ٙ‫ص‬ ‫ط‬ٟ‫ق‬ ‫زض‬ ‫قطوت‬ ٗ‫ای‬ ‫رغطافیبیی‬ ّٝ‫فبص‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬
ٗ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ٚ ‫س‬ٙ‫ؿت‬ٞ ٖ‫طا‬ٟ‫ت‬ ‫زض‬ ٝ‫و‬ ‫ز‬ٛ‫ذ‬ ٖ‫ٔكتطیب‬ ‫ثب‬
ٜ‫ربز‬ ‫اتفبلبت‬
‫آة‬ ‫ٔكىالت‬ ٚ ‫ای‬
ٗ‫ثی‬ ‫ظٔب٘ی‬ ّٝ‫فبص‬ ،‫ا‬ٛٞٚ
ٚ ٜ‫ز‬ٛ‫ث‬ ‫لغؼیت‬ ْ‫ػس‬ ‫حبِت‬ ‫زض‬ ‫٘یع‬ ٖ‫لفّیطا‬ ‫قطوت‬ ٚ ٖ‫ٔكتطیب‬
ٝ‫ث‬
.‫ؿت‬ٞ ‫فبظی‬ ‫ضت‬ٛ‫ص‬
‫أب‬
ٖ‫ٕب‬ٞ
‫ض‬ٛ‫ع‬
( َٚ‫رس‬ ‫زض‬ ٝ‫و‬
1
‫ٔی‬ ٜ‫س‬ٞ‫ٔكب‬ )
‫زض‬ ،‫ز‬ٛ‫ق‬
‫ف‬ٞٚ‫پػ‬ ‫اغّت‬
،ٝ‫ٌصقت‬ ‫بی‬ٞ
ٗ‫ثی‬ ‫ظٔب٘ی‬ ّٝ‫فبص‬ ٚ ‫تمبضب‬ ‫ٔمساض‬
ٖ‫ٔكتطیب‬
ٝ‫ث‬
‫ضت‬ٛ‫ص‬
ٓٞ
ٖ‫ظٔب‬
‫لغؼیت‬ ْ‫ػس‬ ‫حبِت‬ ‫زض‬
ٖ‫ثیب‬
ٜ‫٘كس‬
‫ؾفبضـ‬ ‫زلیك‬ ‫تؼساز‬ ٖ‫ز‬ٛ‫٘ج‬ ‫ٔكرص‬ ٝ‫ر‬ٛ‫ت‬ ‫ثب‬ ‫الغ‬ٚ‫زض‬ .‫اؾت‬
‫ب‬ٞ
ُ‫ی‬ٛ‫تح‬ ٝ‫ث‬ ‫ٔكتطی‬ ‫حؿبؾیت‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ‫ثب‬ ٚ ‫ٔكتطی‬ ‫ی‬ٛ‫ؾ‬ ‫اظ‬
ٝ‫ث‬
‫تمبضبی‬ ٗ‫ی‬ٙ‫ٕچ‬ٞ ٚ ٖ‫ٔكتطیب‬ ٗ‫ثی‬ ‫ظٔب٘ی‬ ّٝ‫فبص‬ ‫وبال‬ ‫لغ‬ٛٔ
‫ٔی‬ ،ٖ‫ایكب‬
ٝ‫ث‬ ‫ثبیؿت‬
ٝ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬
‫ٔی‬
‫ِصا‬ .‫قس‬
َ‫ٔس‬ ‫اظ‬ ٜ‫اؾتفبز‬ ٚ ‫اقطاف‬ ‫ثب‬
‫تغ‬ ٗ‫ثیكتطی‬ ٝ‫و‬ ‫ز‬ٛ‫ر‬ٛٔ ‫بی‬ٞ
‫بثك‬
ٝ‫اضائ‬ َ‫ٔس‬ ،‫س‬ٙ‫ثبق‬ ٝ‫زاقت‬ ّٝ‫ٔؿئ‬ ‫ثب‬ ‫ضا‬
ٚ ٖ‫یب‬ ‫ؾظ‬ٛ‫ت‬ ٜ‫قس‬
ً٘ٚ
[
18
ٝ‫ث‬ ‫ضا‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫ز‬ٛ‫ذ‬ ‫تحمیك‬ ‫زض‬ ٝ‫و‬ ]
‫زض‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬
‫ز٘س‬ٛ‫ث‬ ٝ‫ٌطفت‬ ‫٘ظط‬
[ ٖ‫ٕىبضا‬ٞ ٚ ‫قی‬ َ‫ٔس‬ ٚ
15
]
‫تمبضبی‬ ٝ‫و‬
ٝ‫ث‬ ‫ضا‬ ٖ‫ٔكتطیب‬
‫ثب‬ ٚ ‫ا٘تربة‬ ‫ز٘س‬ٛ‫ث‬ ٝ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬
ٖ‫آ‬ ‫اظ‬ ْ‫ب‬ِٟ‫ا‬
‫ز‬ .‫قس‬ ٜ‫زاز‬ ٝ‫ؾؼ‬ٛ‫ت‬ ‫رسیسی‬ َ‫ٔس‬ ‫ب‬ٞ
‫سف‬ٞ ‫تبثغ‬ ‫ض‬
‫یئت‬ٞ ٚ ُٔ‫ػب‬ ‫ٔسیطیت‬ ‫٘ظط‬ ‫ثب‬ ‫٘یع‬
،‫قطوت‬ ٜ‫ٔسیط‬
ٝٙ‫وٕی‬
‫ؾبظی‬
ٖ‫ز‬ٕٛ٘ ٝٙ‫ثیكی‬ ٚ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫ؾظ‬ٛ‫ت‬ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬
ُ‫قى‬ .‫اؾت‬ ٝ‫لطاضٌطفت‬ ‫ٔس٘ظط‬ ‫ٔكتطی‬ ‫ضضبیت‬
(
1
)
ٝ‫ث‬
‫ض‬ٛ‫ظ‬ٙٔ
.‫اؾت‬ ٜ‫ٌطزیس‬ ٓ‫ضؾ‬ ‫ضیبضی‬ َ‫ٔس‬ ٝ‫ؾؼ‬ٛ‫ت‬ ‫تط‬ٟ‫ث‬ ‫زضن‬
‫ارائه‬
‫مدل‬
‫برنبمه‬
‫ر‬
‫یسی‬
‫ر‬
‫ی‬
‫بض‬
‫ی‬
‫برا‬
‫ی‬
‫مسئله‬
‫مسير‬
‫ی‬
‫بب‬
‫ی‬
‫وسيله‬
‫نقليه‬
‫چندمحصول‬
‫ی‬
‫بب‬
‫پنجره‬
‫زمبن‬
‫ی‬
‫فبزی‬
‫تقبضبی‬
‫و‬
‫سال‬
‫دوم‬ ‫و‬ ‫بیست‬
–
‫شماره‬
66
-
‫بهار‬
9911
22
‫ساف‬ٞ‫ا‬ ٚ ‫ضبت‬ٚ‫ٔفط‬
‫ٔمبال‬
ٝ‫پبی‬ ‫ت‬
ٖ‫ٕىبضا‬ٞ ٚ ‫قی‬ ِٝ‫ٔمب‬
1
-
ٖ‫ٔكتطیب‬ ٚ ٛ‫زپ‬ ٖ‫ٔىب‬ ٖ‫ز‬ٛ‫ث‬ ٗ‫ٔؼی‬
2
-
ّٝ‫ٔؿئ‬ ٖ‫ز‬ٛ‫ث‬ ‫یب‬ٛ‫پ‬
3
-
ٖ‫ٔكتطیب‬ ‫تمبضبی‬ ٖ‫ز‬ٛ‫ث‬ ‫فبظی‬
4
-
‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ٖ‫ز‬ٛ‫ث‬ ‫لغؼی‬
ٖ‫ٔكتطیب‬
5
-
ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ٖ‫ز‬ٛ‫ث‬ ٍٕٗٞ
6
-
ٚ‫زض‬ٛ‫ذ‬ ‫ظطفیت‬ ٖ‫ز‬ٛ‫ث‬ ‫ز‬ٚ‫ٔحس‬
7
-
:‫سف‬ٞ ‫تبثغ‬
ٝٙ‫عی‬ٞ ٖ‫وطز‬ ٝٙ‫وٕی‬
‫ربثزبیی‬ ٝٙ‫عی‬ٞ ٚ ٝ‫ِی‬ٚ‫ا‬
ِٝ‫ٔمب‬
ً٘ٚ ٚ ٖ‫یب‬
1
-
ٖ‫ٔكتطیب‬ ٚ ٛ‫زپ‬ ٖ‫ٔىب‬ ٖ‫ز‬ٛ‫ث‬ ٗ‫ٔؼی‬
2
-
ٖ‫ٔكتطیب‬ ‫تمبضبی‬ ٖ‫ز‬ٛ‫ث‬ ‫لغؼی‬
3
-
ٖ‫ٔكتطیب‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ٖ‫ز‬ٛ‫ث‬ ‫فبظی‬
4
-
ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ٖ‫ز‬ٛ‫ث‬ ٍٕٗٞ
5
-
ٚ‫زض‬ٛ‫ذ‬ ‫ظطفیت‬ ٖ‫ز‬ٛ‫ث‬ ‫ز‬ٚ‫ٔحس‬
6
-
‫ته‬
ٖ‫ز‬ٛ‫ث‬ ‫ِی‬ٛ‫ٔحص‬
7
-
:‫سف‬ٞ ‫تبثغ‬
‫ٔؿبفت‬ ٖ‫وطز‬ ٝٙ‫وٕی‬
ٖ‫وطز‬ ٝٙ‫ثیكی‬ ٚ ٜ‫قس‬ ‫عی‬
‫ضضبیت‬
‫ٔكتطی‬ ‫سی‬ٙٔ
‫ساف‬ٞ‫ا‬ ٚ ‫ضبت‬ٚ‫ٔفط‬
ٝ‫ؾؼ‬ٛ‫ت‬
ٔ ٝ‫یبفت‬
ٝ‫پبی‬ ‫مبالت‬
1
-
ٖ‫ٔكتطیب‬ ٚ ٛ‫زپ‬ ٖ‫ٔىب‬ ٖ‫ز‬ٛ‫ث‬ ٗ‫ٔؼی‬
2
-
ٖ‫ٔكتطیب‬ ‫تمبضبی‬ ٖ‫ز‬ٛ‫ث‬ ‫فبظی‬
3
-
ٖ‫ٔكتطیب‬ ‫ظٔب٘ی‬ ّٝ‫فبص‬ ٖ‫ز‬ٛ‫ث‬ ‫فبظی‬
4
-
ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ٖ‫ز‬ٛ‫ث‬ ٍٕٗٞ
5
-
ٚ‫زض‬ٛ‫ذ‬ ‫ظطفیت‬ ٖ‫ز‬ٛ‫ث‬ ‫ز‬ٚ‫ٔحس‬
6
-
‫ٔست‬ ٖ‫ز‬ٛ‫ث‬ ‫ز‬ٚ‫ٔحس‬
‫ٔؿبفطت‬ ٖ‫ظٔب‬
7
-
ٖ‫ز‬ٛ‫ث‬ ‫ِی‬ٛ‫ٔحص‬ ‫س‬ٙ‫چ‬
8
-
‫عی‬ ‫ٔؿبفت‬ ٖ‫وطز‬ ٝٙ‫وٕی‬ :‫سف‬ٞ ‫تبثغ‬
ٜ‫قس‬
‫ضضبیت‬ ٝٙ‫ثیكی‬
‫سی‬ٙٔ
‫ثط‬ ‫ٔكتطی‬
ٝ‫ظ٘م‬ٚ‫ش‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫اؾبؼ‬
‫ای‬
9
-
:‫سف‬ٞ ‫تبثغ‬
‫ٔؿبفت‬ ٖ‫وطز‬ ٝٙ‫وٕی‬
‫ؾکل‬
(
1
)
-
‫ؾوب‬
‫ی‬
‫کل‬
‫ی‬
‫ز‬ ‫هدل‬ ‫اش‬
‫ی‬
‫بض‬
‫ی‬
‫تحم‬
‫ي‬
‫ك‬
2
-
‫ثيبى‬
ِ‫هػئل‬
ٝ‫ػ‬ٕٛ‫ٔز‬ ّٝ‫ٔؿئ‬ ٗ‫ای‬ ‫زض‬
ٖ‫لفّیطا‬ ‫قطوت‬ ٖ‫ٔكتطیب‬ ‫اظ‬ ‫ای‬
‫ٔرتّف‬ ‫٘مبط‬ ‫زض‬ ٝ‫و‬ ‫زاض٘س‬ ‫ز‬ٛ‫ر‬ٚ
ٜ‫س‬ٙ‫پطاو‬ ‫رغطافیبیی‬
ٜ‫قس‬
.‫ا٘س‬
‫ثبضی‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫اظ‬ ‫ٌب٘ی‬ٚ‫٘ب‬ ‫زاضای‬ ‫قطوت‬
ٝ‫و‬ ‫اؾت‬ ٍٕٗٞ
.‫ثطاثط٘س‬ ٚ ‫ٔكرص‬ ‫ظ٘ی‬ٚ ‫ظطفیت‬ ‫زاضای‬
‫ٔتمبضی‬ ،ٖ‫ٔكتطیب‬
ٖ‫ظ‬ٚ ‫ثب‬ ‫وبال‬ ‫س‬ٙ‫چ‬
ٝ‫ث‬ ‫ضا‬ ٖ‫تمبضبیكب‬ ٝ‫و‬ ‫س‬ٙ‫ؿت‬ٞ ‫ٔرتّف‬ ‫بی‬ٞ
‫ض‬ٛ‫ع‬
ٜ‫٘ىطز‬ ْ‫اػال‬ ‫لغؼی‬
‫ؾفط‬ ٖ‫ظٔب‬ ،‫ٔؿیط‬ َٛ‫ع‬ ‫زض‬ ٗ‫ی‬ٙ‫ٕچ‬ٞ .‫ا٘س‬
‫ا‬ٛ‫ػ‬ ُ‫زِی‬ ٝ‫ث‬ ٖ‫ٔكتطیب‬ ٗ‫ثی‬
‫س‬ٙ٘‫ٔب‬ ‫ٔحیغی‬ ٚ ‫عجیؼی‬ ُٔ
ٝ‫ث‬ ،ٖ‫ثبضا‬ ٚ ‫تطافیه‬
ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ .‫٘یؿت‬ ‫ٔكرص‬ ‫لغؼی‬ ‫ض‬ٛ‫ع‬
‫س‬ٙ‫ٕ٘بی‬ ‫حطوت‬ ٝ‫ث‬ ‫ع‬ٚ‫قط‬ ‫قطوت‬ ُ‫ٔح‬ ‫زض‬ ‫ٔطوعی‬ ‫ا٘جبض‬ ‫اظ‬ ‫ثبیس‬
‫یؽ‬ٚ‫ؾط‬ ‫اظ‬ ‫پؽ‬ ٚ
‫ا٘جبض‬ ٝ‫ث‬ ٜ‫ثبض‬ٚ‫ز‬ ٝ‫ع‬ٛ‫ٔطث‬ ٖ‫ٔكتطیب‬ ٝ‫ث‬ ‫ی‬ٞ‫ز‬
‫ثطای‬ .‫ثطٌطز٘س‬
‫ؾبظ‬ ‫حساوخط‬
‫ضضبیت‬ ‫ی‬
‫ٔغبثك‬ ٖ‫ٔكتطیب‬ ‫سی‬ٙٔ
( ُ‫قى‬
2
٘‫ظ‬ٚ‫ش‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫اظ‬ )
ٜ‫اؾتفبز‬ ٝ‫م‬
‫ط‬ٞ ،‫اؾت‬ ٜ‫قس‬
‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫ٔكتطی‬
ُ‫قى‬ ٝ‫ث‬
ٝ‫ظ٘م‬ٚ‫ش‬ ‫فبظی‬ ‫ػسز‬ ‫یه‬
‫زاضز‬ ‫ای‬
‫ضضبیت‬ ٖ‫آ‬ ‫زض‬ ٝ‫و‬
ٗ‫تطی‬ٟ‫ث‬ ‫زض‬ ‫ٔكتطی‬ ‫سی‬ٙٔ
( ‫حبِت‬
1
)
‫اؾت‬
ٖ‫ٔیعا‬ ،‫ٔكتطی‬ ‫ا٘تظبض‬ ‫ضز‬ٛٔ ٖ‫ظٔب‬ ‫اظ‬ ‫ثؼس‬ ٚ ُ‫لج‬ ‫زض‬ ٚ
‫ضضبیت‬
‫سی‬ٙٔ
‫ف‬ٞ‫وب‬
ٚ ٝ‫یبفت‬
ٝ‫ث‬
‫تسض‬
( ‫ؾٕت‬ ٝ‫ث‬ ‫یذ‬
0
ُ‫ٔی‬ )
‫ٔی‬
.‫س‬ٙ‫و‬
( ‫ؾکل‬
2
)
ُ‫پٌجس‬
ً‫شهب‬
‫ی‬
‫فبش‬
‫ی‬
ِ‫ذٍشًم‬
‫ا‬
‫زضبیت‬ ‫غطح‬ ِ‫ث‬ ‫هسثَط‬ ‫ی‬
‫هؿتسی‬
‫هفسٍضبت‬
‫هدل‬
:‫اغت‬ ‫شیس‬ ‫ؾسح‬ ِ‫ث‬

ٝ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ‫ا٘جبض‬ ‫یه‬ ‫فمظ‬
‫ٔی‬
‫ز‬ٛ‫ق‬
.

‫ع‬ٚ‫قط‬ ‫ا٘جبض‬ ‫اظ‬ ‫ضا‬ ‫ز‬ٛ‫ذ‬ ‫ؾفط‬ ‫ثبیس‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ط‬ٞ
‫یؽ‬ٚ‫ؾط‬ ‫اظ‬ ‫ثؼس‬ ٚ ٜ‫وطز‬
‫ا٘جبض‬ ٝ‫ث‬ ٖ‫ٔكتطیب‬ ٝ‫ث‬ ‫ی‬ٞ‫ز‬
.‫ثطٌطزز‬

‫ٔی‬ ٍٕٗٞ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫تٕبٔی‬
‫زاضای‬ ٚ ‫س‬ٙ‫ثبق‬
.‫ز٘س‬ٚ‫ٔحس‬ ‫ظطفیت‬

‫ٔكتط‬
‫ٔی‬ ٖ‫یب‬
ٖ‫ظ‬ٚ ‫ثب‬ َٛ‫ٔحص‬ ‫س‬ٙ‫چ‬ ‫س‬ٙ٘‫ا‬ٛ‫ت‬
‫بی‬ٞ
.‫س‬ٙ‫ٕ٘بی‬ ‫تمبضب‬ ‫ٔرتّف‬

‫فبظی‬ ‫ع‬ٛ٘ ‫اظ‬ ‫غیطلغؼی‬ ‫تمبضبی‬ ‫زاضای‬ ٖ‫ٔكتطیب‬
‫ٔی‬
.‫س‬ٙ‫ثبق‬

‫ع‬ٛ٘ ‫اظ‬ ‫لغؼیت‬ ْ‫ػس‬ ‫زاضای‬ ٖ‫ٔكتطیب‬ ٗ‫ثی‬ ‫ؾفط‬ ٖ‫ظٔب‬
.‫اؾت‬ ‫فبظی‬

.‫اؾت‬ ‫ٔكرص‬ ٖ‫ٔكتطیب‬ ٗ‫ثی‬ ‫ٔؿبفت‬

.‫اؾت‬ ‫ٔكرص‬ ‫ٔكتطی‬ ‫ط‬ٞ ٗ‫ثی‬ ‫ربثزبیی‬ ٝٙ‫عی‬ٞ
‫ارائه‬
‫مدل‬
‫برنبمه‬
‫ر‬
‫یسی‬
‫ر‬
‫ی‬
‫بض‬
‫ی‬
‫برا‬
‫ی‬
‫مسئله‬
‫مسير‬
‫ی‬
‫بب‬
‫ی‬
‫وسيله‬
‫نقليه‬
‫چندمحصول‬
‫ی‬
‫بب‬
‫پنجره‬
‫زمبن‬
‫ی‬
‫فبزی‬
‫تقبضبی‬
‫و‬
25
‫دوم‬ ‫و‬ ‫بیست‬ ‫سال‬
–
‫شماره‬
66
-
‫بهار‬
9911
:‫پبزاهتسّب‬
‫ب‬ٞ‫پبضأتط‬
‫بی‬ٞ‫ٔتغیط‬ ٚ
‫ظیط‬ ‫قطح‬ ٝ‫ث‬ ّٝ‫ٔؿئ‬
‫ا‬
‫ؾت‬
:
v
‫تؼساز‬ :
‫اع‬ٛ٘‫ا‬
ُ‫ؾبی‬ٚ
ٝ‫٘مّی‬
p
‫تؼساز‬ :
‫اع‬ٛ٘‫ا‬
‫الت‬ٛ‫ٔحص‬
n
:
‫تؼساز‬
‫اع‬ٛ٘‫ا‬
ٖ‫ٔكتطیب‬
k
:
‫ا٘س‬
‫یؽ‬
‫اع‬ٛ٘‫ا‬
ُ‫ؾبی‬ٚ
ّ‫٘م‬
ٝ‫ی‬
e
:
‫ا٘س‬
‫یؽ‬
‫اع‬ٛ٘‫ا‬
‫الت‬ٛ‫ٔحص‬
i,j
:
‫ا٘سیؽ‬
‫اع‬ٛ٘‫ا‬
‫ٔكتط‬
( ٖ‫یب‬
n
‫٘كبٍ٘ط‬
ٛ‫زپ‬
‫اؾت‬
)
̃
:
‫لبضبی‬
‫فبظی‬
َٛ‫ٔحص‬
‫ع‬ٛ٘
e
‫زض‬
ٝ‫٘مغ‬
i
ٗ‫زتطی‬ٚ‫ظ‬ :
ٖ‫ظٔب‬
ٗ‫ٕٔى‬
ُ‫لج‬
‫اظ‬
ٖ‫ظٔب‬
ُ‫ی‬ٛ‫تح‬
‫الؼی‬ٚ
‫ثطای‬
‫ٔكتطی‬
i
‫زض‬
ٜ‫زط‬ٙ‫پ‬
‫ظٔب٘ی‬
α
:
ُ‫حسال‬
ٖ‫ظٔب‬
ُ‫ی‬ٛ‫تح‬
‫ثطای‬
‫ٔكتطی‬
i
‫زض‬
ٜ‫زط‬ٙ‫پ‬
‫ظٔب٘ی‬
α
‫حساوخط‬ :
ٖ‫ظٔب‬
ُ‫ی‬ٛ‫تح‬
‫ثطای‬
‫ٔكتطی‬
i
‫زض‬
ٜ‫زط‬ٙ‫پ‬
‫ظٔب٘ی‬
α
:
ٗ‫زیطتطی‬
ٖ‫ظٔب‬
ٗ‫ٕٔى‬
‫ثؼس‬
‫اظ‬
ٖ‫ظٔب‬
ُ‫ی‬ٛ‫تح‬
‫ثطای‬
‫ٔكتطی‬
i
‫زض‬
ٜ‫زط‬ٙ‫پ‬
‫ظٔب٘ی‬
α
:
‫ظطفیت‬
‫ظٔب٘ی‬
ٚ‫زض‬ٛ‫ذ‬
ّٝ‫ؾی‬ٚ
ُٕ‫ح‬
ُ‫٘م‬ٚ
, -
:
ٜ‫زط‬ٙ‫پ‬
‫ظٔب٘ی‬
‫فبظی‬
‫ثطای‬
ٜ‫زط‬ٙ‫پ‬
‫ظٔب٘ی‬
α
‫ثطای‬
‫ٔكتطی‬
:
ٖ‫ظٔب‬
‫ع‬ٚ‫قط‬
‫یؽ‬ٚ‫ؾط‬
ٖ‫زاز‬
ّٝ‫ؾی‬ٚ
ٝ‫٘مّی‬
ٝ‫ث‬
‫ٔكتطی‬
i
:
‫ٔست‬
ٖ‫ظٔب‬
‫یؽ‬ٚ‫ؾط‬
ّٝ‫ؾی‬ٚ
ٝ‫٘مّی‬
ٝ‫ث‬
‫ٔكتطی‬
i
̃
:
ٖ‫ٔب‬
‫ربثزبیی‬
‫اظ‬
‫ٔكتطی‬
i
ٝ‫ث‬
‫ٔكتطی‬
j
cap
‫ظطفیت‬ :
ُٕ‫ح‬
ُ‫ؾبی‬ٚ
ٝ‫٘مّی‬
‫ثطحؿت‬
ْ‫ٌط‬ّٛ‫وی‬
:
ٖ‫ظ‬ٚ
‫ط‬ٞ
‫احس‬ٚ
َٛ‫ٔحص‬
‫ع‬ٛ٘
e
‫ث‬
ٝ
ْ‫ٌط‬ّٛ‫وی‬
‫اػس‬ :
‫از‬
ٖ‫ٔكتطیب‬
‫زاضای‬
ٜ‫زط‬ٙ‫پ‬
‫ظٔب٘ی‬
ٝٙ‫عی‬ٞ :
‫ربثزبیی‬
‫اظ‬
‫ٔكتطی‬
i
ٝ‫ث‬
‫ٔكتطی‬
j
ّٝ‫فبص‬ :
‫ٔىب٘ی‬
ٗ‫ٔبثی‬
‫ٔكتطی‬
i
‫ٔكتط‬ ٚ
‫ی‬
j
‫ثب‬
‫ؾفط‬
ٓ‫ٔؿتمی‬
ٗ‫ثی‬
ٖ‫آ‬
‫ب‬ٞ
:‫تصوين‬ ‫هتغيس‬
ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ثب‬ ‫اٌط‬ :
k
ٗ‫ثی‬ ،
‫ٔكتطی‬
i
ٚ
j
‫ضخ‬ ‫ربثزبیی‬
‫س‬ٞ‫ز‬
‫یه‬
‫ضت‬ٛ‫ص‬ٙ‫ای‬ ‫غیط‬ ‫زض‬ ٚ
‫صفط‬
:
‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫زض‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٌط‬
a
‫ٔكتطی‬ ٝ‫ث‬
i
‫س‬ٞ‫ز‬ ‫ذسٔت‬
‫یه‬
‫غیط‬ ‫زض‬ ،
‫ا‬
‫ی‬
ٗ
‫ضت‬ٛ‫ص‬
‫صفط‬
ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫اٌط‬ :
k
َٛ‫ٔحص‬ ‫ربثزبیی‬
e
‫ضا‬
ٜ‫س‬ٟ‫ػ‬ ٝ‫ث‬
‫ثٍیطز‬
‫یه‬
‫غیط‬ ‫زض‬ ،
‫ا‬
‫ی‬
ٗ
‫ضت‬ٛ‫ص‬
‫صفط‬
ِ‫ازائ‬
:‫زیبضی‬ ‫هدل‬
( َٚ‫ا‬ ‫سف‬ٞ ٝ‫و‬ ‫زاضز‬ ‫اصّی‬ ‫سف‬ٞ ٚ‫ز‬ َ‫ٔس‬ ٗ‫ای‬
ِٝ‫ٔؼبز‬
2
)
‫ٔؿبفت‬ ٖ‫وطز‬ ٝٙ‫وٕی‬
‫ع‬
‫ی‬
ٜ‫قس‬
ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ
‫ؿت‬ٞ
‫سف‬ٞ ٚ
ِٝ‫(ٔؼبز‬ ْٚ‫ز‬
3
‫ثب‬ ٖ‫ٔكتطیب‬ ‫ضضبیت‬ ٗ‫ٔیبٍ٘ی‬ ٖ‫وطز‬ ٝٙ‫ثیكی‬ )
‫تؼطیف‬ ‫فبظی‬ ٝ‫ضاثغ‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬
ِٝ‫ٔؼبز‬ ‫زض‬ ٜ‫قس‬
(
1
)
‫اؾت‬
.
(
1
)
( )
{
(
2
)
∑ ∑ ∑
(
3
)
∑ ( )
subject to:
(
4
)
∑
(
5
)
∑
(
6
)
∑ ∑
(
7
)
∑ ∑
(
8
)
∑ ∑ ̃ [∑ ]
(
9
)
∑ ∑ ̃
(
10
)
∑ ∑ ̃ ( )
‫ارائه‬
‫مدل‬
‫برنبمه‬
‫ر‬
‫یسی‬
‫ر‬
‫ی‬
‫بض‬
‫ی‬
‫برا‬
‫ی‬
‫مسئله‬
‫مسير‬
‫ی‬
‫بب‬
‫ی‬
‫وسيله‬
‫نقليه‬
‫چندمحصول‬
‫ی‬
‫بب‬
‫پنجره‬
‫زمبن‬
‫ی‬
‫فبزی‬
‫تقبضبی‬
‫و‬
‫سال‬
‫دوم‬ ‫و‬ ‫بیست‬
–
‫شماره‬
66
-
‫بهار‬
9911
25
(
11
)
*
+
(
12
)
{∑ ( ̃ ) }
(
13
)
∑
(
14
)
∑( ̃ )
(
15
)
∑
(
16
)
(
17
)
* +
(
18
)
( ‫زیت‬ٚ‫ٔحس‬
4
ٗ‫تؼیی‬ ‫ضا‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫ثبضٌیطی‬ ‫قطایظ‬ )
ٔ
‫ی‬
‫س‬ٙ‫و‬
‫ا٘جبض‬ ‫اظ‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ٝ‫و‬
(i=0)
‫حطوت‬ ٝ‫ث‬ ‫ع‬ٚ‫قط‬
( ‫زیت‬ٚ‫ٔحس‬ .‫ٕ٘بیس‬
5
ٗ‫تؼیی‬ ‫٘یع‬ )
ٔ
‫ی‬
‫س‬ٙ‫و‬
ٝ‫ث‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ٝ‫و‬
‫ا٘جبض‬
(j=0)
‫زیت‬ٚ‫ٔحس‬ .‫ثطٌطز٘س‬
( ‫بی‬ٞ
6
ٚ
7
)
‫تؼ‬
‫یی‬
ٗ
ٜ‫س‬ٙٙ‫و‬
‫قطایغی‬
ٔ
‫ی‬
‫س‬ٙ‫ثبق‬
ُ‫ؾبی‬ٚ ‫ؾفط‬ َٛ‫ع‬ ‫زض‬ ٖ‫ٔكتطیب‬ ْ‫تٕب‬ ٝ‫و‬
‫اضز‬ٚ ‫ٔكتطی‬ ‫ط‬ٞ ٝ‫ث‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ٝ‫ى‬ٙ‫ای‬ ٚ ‫٘س‬ٛ‫ق‬ ‫ثبظزیس‬ ٝ‫٘مّی‬
‫ٔی‬
‫ز‬ٛ‫ق‬
( ‫زیت‬ٚ‫ٔحس‬ .‫ٌطزز‬ ‫ذبضد‬ ‫ٔكتطی‬ ٖ‫ٕب‬ٞ ‫اظ‬
8
‫٘كبٍ٘ط‬ )
،‫اؾت‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫ظ٘ی‬ٚ ‫ظطفیت‬
ٝ‫ث‬
‫ض‬ٛ‫ع‬
‫ی‬
ٝ‫و‬
‫ع‬ٕٛ‫ٔز‬
ُ‫حبص‬
‫ضطة‬
ٝ‫و‬ ‫تمبضب‬ ٖ‫ٔیعا‬
ٝ‫ث‬
‫ضت‬ٛ‫ص‬
‫فبظی‬
‫ث‬
‫ی‬
ٖ‫ب‬
ٜ‫قس‬
‫زض‬ ،
َٛ‫ٔحص‬ ٖ‫ظ‬ٚ
‫ثیكتط‬ ‫٘جبیس‬
.‫ثبقس‬ ٚ‫زض‬ٛ‫ذ‬ ‫ظطفیت‬ ‫اظ‬
‫زیت‬ٚ‫ٔحس‬
( ‫بی‬ٞ
9
ٚ
10
‫زاض٘س‬ َ‫تط‬ٙ‫و‬ ‫تحت‬ ‫ضا‬ ‫زیت‬ٚ‫ٔحس‬ ٗ‫ای‬ )
ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫آیب‬ ٝ‫و‬
(K)
َٛ‫ٔحص‬ ُ‫ی‬ٛ‫تح‬
(e)
ٜ‫س‬ٟ‫ػ‬ ‫ثط‬ ‫ضا‬
‫ٔی‬
‫ٌیطز‬
( ‫زیت‬ٚ‫ٔحس‬ .ٝ٘ ‫یب‬
11
‫ٔی‬ َ‫تط‬ٙ‫و‬ )
ٗ‫زتطی‬ٚ‫ظ‬ ٝ‫و‬ ‫س‬ٙ‫و‬
ٖ‫ظٔب‬
‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ُ‫ی‬ٛ‫تح‬
(
1
+
α
ُ‫ی‬ٛ‫تح‬ ٖ‫ظٔب‬ ٗ‫زیطتطی‬ ‫اظ‬ )
( ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬
α
)
‫ثعضي‬
‫تط‬
‫زیت‬ٚ‫ٔحس‬ .‫ثبقس‬
( ‫بی‬ٞ
12
)
ٚ
(
13
)
‫ا‬
‫ی‬
ٗ
‫ضا‬ ٖ‫ب‬ٙ‫اعٕی‬
ٔ
‫ی‬
‫س‬ٙٞ‫ز‬
‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫زض‬ ‫ٔكتطی‬ ٝ‫و‬
.‫س‬ٙ‫و‬ ‫زضیبفت‬ ‫یؽ‬ٚ‫ؾط‬ ‫ز‬ٛ‫ذ‬
‫ز‬ٚ‫ٔحس‬
‫ی‬
‫ت‬
(
14
‫ظطفیت‬ ‫٘كبٍ٘ط‬ )
.‫اؾت‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ظٔب٘ی‬
‫ز‬ٚ‫ٔحس‬
‫ی‬
‫ت‬
(
15
‫ضا‬ ٖ‫ب‬ٙ‫اعٕی‬ ٗ‫ای‬ )
‫ٔی‬
‫س‬ٞ‫ز‬
‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫زض‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ٝ‫و‬
‫ٔكتطی‬ ٝ‫ث‬
i
‫یؽ‬ٚ‫ؾط‬
‫ٔی‬
‫س‬ٞ‫ز‬
‫زیت‬ٚ‫ٔحس‬ .
( ‫بی‬ٞ
16
)
ٚ
(
17
( ٚ )
18
)
ٝٙٔ‫زا‬
ٗ‫تؼیی‬ ‫ضا‬ ‫ب‬ٞ‫ٔتغیط‬
ٔ
‫ی‬
‫س‬ٙٙ‫و‬
.
3
-
ِ‫هػئل‬ ‫حل‬
‫ط‬ٟ‫ق‬ ‫زض‬ ‫الغ‬ٚ ٖ‫لفّیطا‬ ‫قطوت‬ ‫اعالػبت‬ ‫اظ‬ ‫ف‬ٞٚ‫پػ‬ ٗ‫ای‬ ‫زض‬
‫ضقت‬ ‫ؼتی‬ٙ‫ص‬
ٜ‫اؾتفبز‬
ٜ‫قس‬
‫ؾبظ‬ ٝ‫لغؼ‬ ‫قطوت‬ ‫یه‬ ٝ‫و‬ ‫اؾت‬
‫ؾبظی‬ٚ‫زض‬ٛ‫ذ‬ ‫ؼت‬ٙ‫ص‬ ‫زض‬
‫ؿت‬ٞ
.
ٗ‫ای‬
‫ف‬ٞٚ‫پػ‬
‫ثطای‬
( ‫تؼساز‬
7
)
‫قطوت‬ ٗ‫ای‬ ‫ٔكتطی‬
ٝ‫و‬
( ‫ثطای‬
4
َٛ‫ٔحص‬ )
َٚ‫ا‬ ‫تبضید‬ ‫اظ‬
‫ذطزاز‬
(
1397
)
‫تب‬
(
30
)
ٜ‫تیطٔب‬
(
1397
)
‫ٌصاضی‬ ‫ؾفبضـ‬
ٜ‫ز‬ٕٛ٘
،‫ا٘س‬
‫عطح‬
ٜ‫قس‬
‫ٔی‬ ُ‫ح‬ ٝٔ‫ازا‬ ‫زض‬ ٚ
.‫ٌطزز‬
‫تمبضبی‬ ٖ‫ٔیعا‬
ٖ‫ٔكتطیب‬ ٗ‫ای‬
‫حبِت‬ ٝ‫ؾ‬ ‫زض‬
‫ؾظ‬ٛ‫ٔت‬ ٚ ٝٙ‫وٕی‬ ،ٝٙ‫ثیكی‬
‫٘ظط‬ ‫زض‬
ٝ‫ٌطفت‬
.‫اؾت‬ ٜ‫قس‬
‫اظآ٘زبیی‬
ٝ‫و‬
ٖ‫اؾتب‬ ‫اظ‬ ‫ذبضد‬ ٖ‫ٔكتطیب‬ ‫تٕبٔی‬
ٖ‫ٌیال‬
ٔ
‫ی‬
‫اؾت‬ ٗ‫ٕٔى‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫حطوت‬ ‫ٔؿیط‬ ‫زض‬ ٚ ‫س‬ٙ‫ثبق‬
ٛ‫ػ‬
‫ثسی‬ ّٕٝ‫اظر‬ ‫أّی‬
‫آة‬
‫ا‬ٛٞٚ
،ْ‫اظزحب‬ ‫اظ‬ ُ‫حبص‬ ‫تطافیه‬ ٚ
‫اظ‬ ُ‫حبص‬ ‫تطافیه‬ ‫٘یع‬ ٚ ‫تصبزف‬
‫عطح‬
‫ب‬ٞ
‫سٌی‬ٙ٘‫ضا‬ ‫ٕبیی‬ٙٞ‫ضا‬ ‫ی‬
،‫س‬ٙ‫ثبق‬ ُ‫زذی‬
ٖ‫ٔكتطیب‬ ٗ‫ای‬ ّٝ‫فبص‬ ‫ِصا‬
ٝ‫ث‬
‫ضت‬ٛ‫ص‬
‫فبظی‬
ٝ‫ؾ‬ ‫زض‬
‫ـ‬ٛ‫ذ‬ ‫حبِت‬
‫٘ظط‬ ‫زض‬ ٝ٘‫ب‬ٙ‫ثسثی‬ ٚ ‫ؾظ‬ٛ‫ٔت‬ ٚ ٝ٘‫ب‬ٙ‫ثی‬
ٝ‫ٌطفت‬
ٜ‫قس‬
.‫اؾت‬
‫ارائه‬
‫مدل‬
‫برنبمه‬
‫ر‬
‫یسی‬
‫ر‬
‫ی‬
‫بض‬
‫ی‬
‫برا‬
‫ی‬
‫مسئله‬
‫مسير‬
‫ی‬
‫بب‬
‫ی‬
‫وسيله‬
‫نقليه‬
‫چندمحصول‬
‫ی‬
‫بب‬
‫پنجره‬
‫زمبن‬
‫ی‬
‫فبزی‬
‫تقبضبی‬
‫و‬
25
‫دوم‬ ‫و‬ ‫بیست‬ ‫سال‬
–
‫شماره‬
66
-
‫بهار‬
9911
‫جدٍل‬
(
2
.)
‫ش‬
‫هبى‬
ٍ‫غس‬
‫ی‬
‫ع‬
ّ‫د‬
ٍ ‫ی‬
ُ‫ثبش‬
َ‫تح‬
‫ی‬
‫ل‬
‫کبل‬
‫اشًظس‬
‫هؿتس‬
‫ی‬
‫بى‬
‫هؿتسی‬
‫شهبى‬
‫غسٍیع‬
‫دّی‬
‫شهبى‬ ‫شٍدتسیي‬
‫تحَیل‬
‫شهبى‬ ‫ثْتسیي‬
‫تحَیل‬ ‫آغبش‬
‫شهبى‬ ‫ثْتسیي‬
‫تحَیل‬ ‫اًتْبی‬
‫دیستسیي‬
‫تحَیل‬ ‫شهبى‬
ٖ‫ایطا‬
ٚ‫زض‬ٛ‫ذ‬
2
7
10
13
20
ٛ‫ایؿبو‬
3
8
11
14
17
‫لبِت‬
‫ؼتی‬ٙ‫ص‬ ‫بی‬ٞ
1
8
11
14
18
‫پبضؼ‬
ٚ‫زض‬ٛ‫ذ‬
5
/
1
8
12
16
17
‫ؾبیپب‬
1
9
11
14
18
‫ـ‬ٚ‫فط‬ ‫زفتط‬
1
1
8
11
16
17
‫ـ‬ٚ‫فط‬ ‫زفتط‬
2
1
8
12
16
17
( ‫جدٍل‬
3
ٌِ‫ثيؿي‬ ٍ ‫هتَغط‬ ،ٌِ‫کوي‬ ‫هيصاى‬ .)
‫تمبضب‬
‫ثسای‬ ‫هؿتسیبى‬ ‫ی‬
‫هحصَال‬
‫هحصَالت‬ ‫ٍشى‬ ُ‫ّوسا‬ ِ‫ث‬ ‫هتتل‬ ‫ت‬
‫زدی‬
‫هحصَل‬
‫ه‬
‫ؿتسی‬
‫تمبضب‬
‫لَالی‬
‫تيجب‬
2
:‫ٍشى‬
0٫25
‫کيلَگسم‬
‫دزة‬ ‫لفل‬
206
:‫ٍشى‬
0٫5
‫کيلَگسم‬
‫دیٌبم‬ ِ‫پبی‬
:‫ٍشى‬
1٫8
‫کيلَگسم‬
‫لَالی‬
‫صٌدٍق‬
‫عمت‬
‫پساید‬
:‫ٍشى‬
0٫1
‫کيلَگسم‬
min
ave
max
min
ave
max
min
ave
max
min
ave
max
1
ٖ‫ایطا‬
ٚ‫زض‬ٛ‫ذ‬
0
0
0
1152
1536
1920
1260
2100
3360
0
0
0
2
ٛ‫ایؿبو‬
0
0
0
816
1632
2448
300
600
900
0
0
0
3
‫لبِت‬
‫بی‬ٞ
‫ؼتی‬ٙ‫ص‬
2100
4550
5950
0
0
0
0
0
0
500
600
800
4
‫پبضؼ‬
ٚ‫زض‬ٛ‫ذ‬
0
0
0
0
0
0
0
0
0
800
1120
1600
5
‫ؾبیپب‬
0
0
0
0
0
0
0
0
0
800
1400
1760
6
‫ـ‬ٚ‫فط‬ ‫زفتط‬
1
700
1400
2100
360
720
1440
200
400
600
204
306
510
‫ارائه‬
‫مدل‬
‫برنبمه‬
‫ر‬
‫یسی‬
‫ر‬
‫ی‬
‫بض‬
‫ی‬
‫برا‬
‫ی‬
‫مسئله‬
‫مسير‬
‫ی‬
‫بب‬
‫ی‬
‫وسيله‬
‫نقليه‬
‫چندمحصول‬
‫ی‬
‫بب‬
‫پنجره‬
‫زمبن‬
‫ی‬
‫فبزی‬
‫تقبضبی‬
‫و‬
‫سال‬
‫دوم‬ ‫و‬ ‫بیست‬
–
‫شماره‬
66
-
‫بهار‬
9911
25
‫جدٍل‬
(
4
.)
ِ‫فبصل‬
ً‫شهب‬
‫ی‬
‫هؿتس‬
‫ی‬
‫بى‬
‫دز‬
ِ‫غ‬
‫حبلت‬
‫خَؼ‬
ًِ‫ثيٌب‬
-
‫هتَغط‬
-
‫ثد‬
‫ثي‬
ًِ‫ٌب‬
‫غبعت‬ ‫ثسحػت‬
‫ٔكتطی‬
‫ایساى‬
ٍ‫خَدز‬
َ‫ایػبک‬
‫لبلت‬
‫ّبی‬
‫صٌعتی‬
‫پبزظ‬
ٍ‫خَدز‬
‫غبیپب‬
‫فسٍؼ‬ ‫دفتس‬
1
‫فسٍؼ‬ ‫دفتس‬
2
‫ـ‬ٛ‫ذ‬
ٝ٘‫ب‬ٙ‫ثی‬
‫ؾظ‬ٛ‫ٔت‬
ٝ٘‫ب‬ٙ‫ثسثی‬
‫ـ‬ٛ‫ذ‬
ٝ٘‫ب‬ٙ‫ثی‬
‫ؾظ‬ٛ‫ٔت‬
ٝ٘‫ب‬ٙ‫ثسثی‬
‫ـ‬ٛ‫ذ‬
ٝ٘‫ب‬ٙ‫ثی‬
‫ؾظ‬ٛ‫ٔت‬
ٝ٘‫ب‬ٙ‫ثسثی‬
‫ـ‬ٛ‫ذ‬
ٝ٘‫ب‬ٙ‫ثی‬
‫ؾظ‬ٛ‫ٔت‬
ٝ٘‫ب‬ٙ‫ثسثی‬
‫ـ‬ٛ‫ذ‬
ٝ٘‫ب‬ٙ‫ثی‬
‫ؾظ‬ٛ‫ٔت‬
ٝ٘‫ب‬ٙ‫ثسثی‬
‫ـ‬ٛ‫ذ‬
ٝ٘‫ب‬ٙ‫ثی‬
‫ؾظ‬ٛ‫ٔت‬
ٝ٘‫ب‬ٙ‫ثسثی‬
‫ـ‬ٛ‫ذ‬
ٝ٘‫ب‬ٙ‫ثی‬
‫ؾظ‬ٛ‫ٔت‬
ٝ٘‫ب‬ٙ‫ثسثی‬
ٖ‫لفّیطا‬
6
7
8
5
/
7
8
9
5
/
5
5
/
6
8
7
5
/
7
8
7
5
/
7
8
7
5
/
7
8
5
/
7
8
5
/
8
ٖ‫ایطا‬
ٚ‫زض‬ٛ‫ذ‬
0
0
0
1
2
3
5
/
1
2
5
/
2
5
/
0
1
5
/
1
1
5
/
1
2
3
5
/
3
4
5
/
3
4
5
/
4
ٛ‫ایؿبو‬
1
2
3
0
0
0
1
2
3
1
5
/
1
2
1
5
/
1
2
5
/
3
4
5
/
4
5
/
3
4
5
/
4
‫لبِت‬
‫ب‬ٞ
‫ؼتی‬ٙ‫ص‬
5
/
1
2
5
/
2
5
/
1
2
3
0
0
0
5
/
0
1
5
/
1
2
5
/
2
3
3
4
5
5
/
3
4
5
/
4
‫پبضؼ‬
ٛ‫ذ‬
ٚ‫زض‬
5
/
0
1
5
/
1
2
/
1
5
/
1
2
2
1
2
0
0
0
1
5
/
1
2
5
/
3
4
5
4
5
/
4
5
/
5
‫ؾبیپب‬
1
5
/
1
2
1
5
/
1
2
2
5
/
2
3
1
5
/
1
2
0
0
0
5
/
3
4
5
/
4
5
/
3
4
5
/
4
‫زفتط‬
‫ـ‬ٚ‫فط‬
1
3
5
/
3
4
5
/
3
4
5
/
4
3
4
5
5
/
3
4
5
5
/
3
4
5
/
4
0
0
0
1
1٫5
2
‫زفتط‬
‫ـ‬ٚ‫فط‬
2
5
/
3
4
5
/
4
5
/
3
4
5
/
4
5
/
3
4
5
/
4
4
5
/
4
5
/
5
5
/
3
4
5
/
4
1
5
/
1
2
5
/
7
8
5
/
8
( َٚ‫رس‬ ‫ٔغبثك‬
3
،)
‫ٔی‬ ٚ‫زض‬ٛ‫ذ‬
‫ٔكتطی‬ ‫ثطای‬ ‫ا٘س‬ٛ‫ت‬
‫پبضؼ‬
( ٚ‫زض‬ٛ‫ذ‬
800
( ٖ‫ظ‬ٚ ٝ‫ث‬ ‫ال‬ِٛ ‫ػسز‬ )
0
ٚ
9
ٜٚ‫ثؼال‬ ْ‫ٌط‬ّٛ‫وی‬ )
( ‫ؾبیپب‬ ‫ٔكتطی‬ ‫ثطای‬
800
( ٖ‫ظ‬ٚ ٝ‫ث‬ ‫ال‬ِٛ ‫ػسز‬ )
0
ٚ
9
ْ‫ٌط‬ّٛ‫وی‬ )
ً‫ب‬‫ػ‬ٕٛ‫ٔز‬ ٝ‫و‬ ‫ٕ٘بیس‬ ‫ثبضٌیطی‬
(
1420
ٝ‫و‬ ‫ؿت‬ٞ ْ‫ٌط‬ّٛ‫وی‬ )
.‫اؾت‬ ٜ‫قس‬ ‫ضػبیت‬ ‫٘یع‬ ٚ‫زض‬ٛ‫ذ‬ ٖ‫ظ‬ٚ ‫قطط‬
( َٚ‫رس‬ ‫ٔغبثك‬
2
،)
‫ٔست‬
ٖ‫ظٔب‬
( ‫ؾبیپب‬ ‫زض‬ ِٕٝٛ‫ٔح‬ ٝ‫ترّی‬
1
.‫ؿت‬ٞ ‫ؾبػت‬ )
‫ٔی‬ ُ‫ی‬ٛ‫تح‬ ‫ضا‬ ِٕٝٛ‫ٔح‬ ‫ؾبیپب‬ ‫قطوت‬ ٝ‫و‬ ‫ظٔب٘ی‬ ٗ‫زتطی‬ٚ‫ظ‬
‫ٌیطز‬
( ‫ؾبػت‬
9
ٚ ‫صجح‬ )
ُ‫ی‬ٛ‫تح‬ ٝ‫و‬ ‫ظٔب٘ی‬ ٗ‫زیطتطی‬
‫ٔی‬
( ‫ٌیطز‬
18
)
.‫اؾت‬ ‫ػصط‬
‫ثبظ‬
( ‫ظٔب٘ی‬ ٜ
11
( ‫تب‬ )
14
‫بؾت‬ٙٔ )
‫وبال‬ ُ‫ی‬ٛ‫تح‬ ٖ‫ظٔب‬ ٗ‫تطی‬
ٝٙ‫ثیكی‬ ‫وؿت‬ ‫ت‬ٟ‫ر‬ ٗ‫بثطای‬ٙ‫ث‬ ٚ ٜ‫ز‬ٛ‫ث‬ ‫ؾبیپب‬ ‫قطوت‬ ‫ثطای‬
( ‫ؾبػت‬ ٗ‫ثی‬ ‫ثبیس‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ،‫ٔكتطی‬ ‫ضضبیت‬
11
( ‫تب‬ )
14
)
‫ؾبیپب‬ ‫زض‬
ٝ‫ضزاقت‬ٛ‫حض‬
( َٚ‫رس‬ ‫ٔغبثك‬ .‫ثبقس‬
4
ّٝ‫ؾی‬ٚ ‫اٌط‬ )
‫زض‬ ‫س‬ٙ‫و‬ ‫حطوت‬ ‫ؾبیپب‬ ‫ٔمصس‬ ٝ‫ث‬ ٖ‫لفّیطا‬ ‫قطوت‬ ‫اظ‬ ٝ‫٘مّی‬
‫ـ‬ٛ‫ذ‬
ٝ٘‫ب‬ٙ‫ثی‬
( ،‫حبِت‬ ٗ‫تطی‬
7
‫ؾظ‬ٛ‫ٔت‬ ‫حبِت‬ ‫زض‬ ٚ ‫ؾبػت‬ )
(
7
ٚ
5
ٝ٘‫ب‬ٙ‫ثسثی‬ ‫زض‬ ٚ ‫ؾبػت‬ )
( ‫حبِت‬ ٗ‫تطی‬
8
َٛ‫ع‬ ‫ؾبػت‬ )
‫وكیس‬ ‫س‬ٞ‫ا‬ٛ‫ذ‬
.‫ثطؾس‬ ‫ٔمصس‬ ٝ‫ث‬ ‫تب‬
‫ارائه‬
‫مدل‬
‫برنبمه‬
‫ر‬
‫یسی‬
‫ر‬
‫ی‬
‫بض‬
‫ی‬
‫برا‬
‫ی‬
‫مسئله‬
‫مسير‬
‫ی‬
‫بب‬
‫ی‬
‫وسيله‬
‫نقليه‬
‫چندمحصول‬
‫ی‬
‫بب‬
‫پنجره‬
‫زمبن‬
‫ی‬
‫فبزی‬
‫تقبضبی‬
‫و‬
56
‫دوم‬ ‫و‬ ‫بیست‬ ‫سال‬
–
‫شماره‬
66
-
‫بهار‬
9911
‫ؾکل‬
(
3
)
-
‫هػ‬
‫ي‬
‫س‬
‫ی‬
‫بث‬
‫ی‬
‫ٍغب‬
‫ی‬
‫ل‬
‫ًمل‬
‫ي‬
ِ
‫هطبثك‬
‫هدل‬
‫حل‬
ُ‫ؾد‬
‫دز‬
‫ًسم‬
‫افصاز‬
GAMS
‫ض‬ٛ‫ٔصو‬ َ‫ٔس‬ ،ٖ‫آ‬ ‫صحت‬ ‫ثطضؾی‬ ٚ َ‫ٔس‬ ‫آظٔبیی‬ ‫ضاؾتی‬ ‫ت‬ٟ‫ر‬
ْ‫٘ط‬ ‫ثب‬
‫افعاض‬
GAMS
ٝ‫٘ؿر‬
(
24.1.3
‫زض‬ )
‫قرصی‬ ‫تط‬ٛ‫وبٔپی‬ ‫یه‬
‫ثب‬
ٜ‫پطزاظ٘س‬
( ) 5 4210
ٚ
RAM
6
GB
‫ثب‬
‫ـ‬ٚ‫ض‬ ‫اظ‬ ٜ‫اؾتفبز‬
CPLEX
ّٝ‫ٔؿئ‬ ‫ثطای‬
ٝ‫و‬ ‫ای‬
َٚ‫رس‬ ‫ٔغبثك‬ ٖ‫ٔكتطیب‬ ‫تمبضبی‬ ‫اعالػبت‬
(
3
‫ظٔب٘ی‬ ‫اعالػبت‬ ٚ )
( َٚ‫رس‬ ‫ٔغبثك‬ ‫وبال‬ ُ‫ی‬ٛ‫تح‬
2
،‫اؾت‬ )
ُ‫ح‬
‫ٔی‬
‫ط‬ٞ ‫ظطفیت‬ .‫ٌطزز‬
( ٚ‫زض‬ٛ‫ذ‬
2500
ٜ‫زاز‬ ‫ثب‬ ّٝ‫ٔؿئ‬ ُ‫ح‬ ‫٘تبیذ‬ .‫ؿت‬ٞ ّٛ‫وی‬ )
‫بی‬ٞ
( َٚ‫رسا‬
2
( ‫تب‬ )
4
( ُ‫قى‬ ‫زض‬ ،)
3
‫ٕ٘بیف‬ )
ٜ‫زاز‬
ٜ‫قس‬
.‫اؾت‬
ٖ‫ٕب‬ٞ
( ُ‫قى‬ ‫زض‬ ٝ‫و‬ ‫ض‬ٛ‫ع‬
3
‫ٔی‬ ٜ‫س‬ٞ‫ٔكب‬ )
‫ٔؿیط‬ ٝ‫ؾ‬ ،‫ز‬ٛ‫ق‬
‫پ‬
‫ی‬
ٜ‫بزقس‬ٟٙ‫ك‬
ٝ‫ث‬ ‫٘تبیذ‬ ٝ‫و‬ ‫اؾت‬
‫زؾت‬
:‫ؿت‬ٞ ‫ظیط‬ ‫قطح‬ ٝ‫ث‬ ٜ‫آٔس‬
‫ٔؿیط‬
(
1
‫ا٘جبض‬ :)
–
‫پبضؼ‬
ٚ‫زض‬ٛ‫ذ‬
(
‫ؾبػت‬
14
)
-
‫ؾبیپب‬
‫(ؾبػت‬
18
)
‫ٔؿیط‬
(
2
)
‫ا٘جبض‬ :
-
‫لبِت‬ ‫قطوت‬
‫ؼتی‬ٙ‫ص‬ ‫بی‬ٞ
(
‫ؾبػت‬
11
)
-
‫(ؾبػت‬ ٛ‫ایؿبو‬
15
)
–
ٖ‫ایطا‬
‫(ؾبػت‬ ٚ‫زض‬ٛ‫ذ‬
19
)
‫ٔؿیط‬
(
1
)
:
‫ا٘جبض‬
–
‫ـ‬ٚ‫فط‬ ‫زفتط‬
(
2
)
‫(ؾبػت‬
12
)
-
‫ـ‬ٚ‫فط‬ ‫زفتط‬
(
1
)
‫(ؾبػت‬
15
)
ٝ‫ث‬ ‫٘تبیذ‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ‫ثب‬
‫زؾت‬
ْ‫٘ط‬ ‫زض‬ َ‫ٔس‬ ُ‫ح‬ ‫اظ‬ ٜ‫آٔس‬
‫افعاض‬
( ‫ثطاثط‬ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ُ‫و‬ ،‫ٌٕع‬
2830
‫ٔتط‬ّٛ‫وی‬ )
ٗ‫ٔیبٍ٘ی‬ ٚ
‫ضضبیت‬
( ‫ثطاثط‬ ٖ‫ٔكتطیب‬ ‫سی‬ٙٔ
68
/
0
ٝ‫ث‬ )
‫زؾت‬
ٝ‫و‬ ‫اؾت‬ ٜ‫آٔس‬
( ،‫تی‬ٙ‫ؾ‬ ‫ـ‬ٚ‫ض‬ ٝ‫ث‬ ‫٘ؿجت‬
5
( ٚ )
10
‫ضا‬ ‫٘تبیذ‬ ‫زض‬ ‫ز‬ٛ‫ج‬ٟ‫ث‬ ‫زضصس‬ )
‫ٔی‬ ٖ‫٘كب‬
.‫اؾت‬ ‫بزی‬ٟٙ‫پیك‬ َ‫ٔس‬ ‫آیی‬ ‫وبض‬ ‫ثیبٍ٘ط‬ ٝ‫و‬ ‫س‬ٞ‫ز‬
( ‫جدٍل‬
5
ِ‫تَغع‬ ‫هدل‬ ‫حل‬ ‫اش‬ ‫حبصل‬ ‫ًتبیج‬ ِ‫همبیػ‬ .)
ُ‫داد‬
ُ‫ؾد‬
‫ثب‬
‫ؾسکت‬ ‫عولکسد‬
ٜ‫قٕبض‬
ّٝ‫ٔؿئ‬
َ‫ٔس‬ ُ‫ح‬ ‫٘تبیذ‬
‫بزی‬ٟٙ‫پیك‬
‫تی‬ٙ‫ؾ‬ ‫ـ‬ٚ‫ض‬ ‫٘تبیذ‬
‫ترصیص‬
ّٝ‫ؾی‬ٚ
‫تؼساز‬
ٜ‫زاز‬
ٜ‫قس‬
ٜ‫قس‬
‫عی‬
‫ٔؿبفت‬
‫ضضبیت‬
ٖ‫ٔكتطیب‬
‫سی‬ٙٔ
‫ترصیص‬
ّٝ‫ؾی‬ٚ
‫تؼساز‬
ٜ‫زاز‬
ٜ‫قس‬
ٜ‫قس‬
‫عی‬
‫ٔؿبفت‬
‫ضضبیت‬
ٖ‫ٔكتطیب‬
‫سی‬ٙٔ
1
2
1990
0٫54
2
2700
0٫5
2
2
1190
0٫59
2
2600
0٫4
3
3
2530
0٫52
2
3600
0٫4
4
3
2210
0٫71
2
4050
0٫5
5
3
1810
0٫73
2
4300
0٫5
6
4
3020
0٫59
3
5200
0٫5
7
4
3070
0٫58
3
5100
0٫5
8
5
3970
0٫72
4
6500
0٫6
9
5
4070
0٫67
4
6000
0٫5
10
6
5050
0٫82
5
7200
0٫6
ٖ‫ایطا‬
ٚ‫زض‬ٛ‫ذ‬
‫زفتط‬
‫ـ‬ٚ‫فط‬
1
‫ؼتی‬ٙ‫ص‬ ‫لبِت‬
‫بی‬ٞ
ٛ‫ایؿبو‬
‫ؾبیپب‬
‫پبضؼ‬
ٚ‫زض‬ٛ‫ذ‬
‫زفتط‬
‫ـ‬ٚ‫فط‬
2
‫ا٘جبض‬
‫ؾبػت‬
19:00
‫ؾبػت‬
15:00 ‫ؾبػت‬
11:00
‫ؾبػت‬
14:00
‫ؾبػت‬
18:00
‫ؾبػت‬
12:00
‫ؾبػت‬
15:00
56
‫و‬ ‫بیست‬ ‫سال‬
‫دوم‬
–
‫شماره‬
66
-
‫بهار‬
9911
( ‫اعالػبت‬ ‫بی‬ٙ‫ٔج‬ ‫ثط‬ ٗ‫ی‬ٙ‫ٕچ‬ٞ
10
‫ثب‬ ّٝ‫ٔؿئ‬ ،ٝ‫ٌصقت‬ ٜ‫ٔب‬ )
ٝ‫ؾؼ‬ٛ‫ت‬ َ‫ٔس‬
ُ‫ح‬ ،ٝ‫یبفت‬
( َٚ‫رس‬ ‫زض‬ ‫٘تبیذ‬ ٚ ٜ‫قس‬
5
ٖ‫٘كب‬ )
ٜ‫زاز‬
ٜ‫قس‬
‫زض‬ .‫اؾت‬
( َٚ‫رس‬
5
‫ط‬ٞ ‫زض‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫تؼساز‬ )
ٚ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫تٕبٔی‬ ‫ؾظ‬ٛ‫ت‬ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ُ‫و‬ ،ّٝ‫ٔؿئ‬
‫ضضب‬
‫ی‬
‫ت‬
‫س‬ٙٔ
‫بزی‬ٟٙ‫پیك‬ َ‫ٔس‬ ٚ ‫تی‬ٙ‫ؾ‬ ‫حبِت‬ ‫زض‬ ٖ‫ٔكتطیب‬ ‫ی‬
ٜ‫ٌطزیس‬ ٝ‫ٔمبیؿ‬
ٖ‫ٕب‬ٞ .‫اؾت‬
‫ض‬ٛ‫ع‬
َٚ‫رس‬ ‫زض‬ ُ‫ح‬ ‫٘تبیذ‬ ‫اظ‬ ٝ‫و‬
(
5
( ‫تٕبٔی‬ ‫زض‬ ً‫ب‬‫تمطیج‬ ،‫اؾت‬ ‫ٔكرص‬ )
10
َ‫ٔس‬ ،ّٝ‫ٔؿئ‬ )
‫عی‬ ‫ٔؿبفت‬ ‫زض‬ ‫بؾجی‬ٙٔ ‫ثؿیبض‬ ‫ز‬ٛ‫ج‬ٟ‫ث‬ ٝ‫ا٘ؿت‬ٛ‫ت‬ ‫بزی‬ٟٙ‫پیك‬
‫ضضبیت‬ ٖ‫ٔیعا‬ ٚ ٜ‫قس‬
ٝ‫اِجت‬ .‫ٕ٘بیس‬ ‫ایزبز‬ ٖ‫ٔكتطیب‬ ‫سی‬ٙٔ
ُ‫ٔؿبئ‬ ‫زض‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫تؼساز‬
‫ثعضي‬
‫تط‬
‫افعا‬
‫ی‬
‫ف‬
‫ی‬
ٝ‫بفت‬
‫أب‬ ‫اؾت‬
ٝ‫ى‬ٙ‫ای‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ‫ثب‬
‫اؾبؼ‬ ‫ثط‬ ٝ٘‫وبضذب‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ُ‫و‬ ٝٙ‫عی‬ٞ
ٝ‫ٔحبؾج‬ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ‫اظ‬ ‫٘ؿجتی‬
ٔ
‫ی‬
‫ٌطزز‬
ُ‫ؾبی‬ٚ ‫تؼساز‬ ،
ٝ‫٘مّی‬
‫زض٘ت‬
‫ی‬
ٝ‫ز‬
ّٝ‫ٔؿئ‬
‫تأح‬
‫ی‬
‫ط‬
ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ُ‫و‬ ٚ ‫٘ساضز‬ ‫ی‬
.‫اؾت‬ ٝ‫زاقت‬ ‫ؾی‬ٛ‫ٔحؿ‬ ‫ف‬ٞ‫وب‬ ٝ‫و‬ ‫اؾت‬ ‫ٔس٘ظط‬
5
-
‫ًت‬
‫ي‬
ِ‫ج‬
‫گ‬
‫ي‬
‫س‬
‫ی‬
‫زض‬
ٗ‫ای‬
‫ف‬ٞٚ‫پػ‬
َ‫ٔس‬
‫ٔؿیطیبثی‬
ّٝ‫ؾی‬ٚ
ٝ‫٘مّی‬
‫ِی‬ٛ‫سٔحص‬ٙ‫چ‬
‫ثب‬
‫تمبضب‬
ٚ
ٜ‫زط‬ٙ‫پ‬
‫ظٔب٘ی‬
‫فبظی‬
‫عطاحی‬
ٚ
‫ثطای‬
‫قطوت‬
ٖ‫لفّیطا‬
ُ‫ح‬
ٜ‫قس‬
ٜ‫زاز‬ .‫اؾت‬
‫رٕغ‬ ‫بی‬ٞ
‫ضی‬ٚ‫آ‬
‫زض‬ ٜ‫قس‬
‫ثطای‬ ‫چه‬ٛ‫و‬ ‫اثؼبز‬
( ‫زض‬ ٝ‫و‬ ‫ٔكتطی‬
1
( ٜ‫ض‬ٚ‫ز‬ )
2
‫ثطای‬ ٝٞ‫ٔب‬ )
‫ٔی‬ ‫ٌصاضی‬ ‫ؾفبضـ‬ َٛ‫ٔحص‬
،‫س‬ٙ‫ٕ٘بی‬
‫ـ‬ٚ‫ض‬ ٝ‫ث‬
cplex
‫ؾظ‬ٛ‫ت‬
ْ‫٘ط‬
ُ‫ح‬ ‫ٌٕع‬ ‫افعاض‬
.‫قس‬
ٝ‫ث‬ ‫٘تبیذ‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ‫ثب‬
‫زؾت‬
‫زض‬ ٜ‫آٔس‬
( َٚ‫رس‬
5
‫ت‬ َ‫ٔس‬ ‫زض‬ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ،)
ٝ‫ؾؼ‬ٛ
ٜ‫زاز‬
ٜ‫قس‬
‫ثب‬
‫حبِت‬ ‫زض‬ ‫تی‬ٙ‫ؾ‬ َ‫ٔس‬
‫ظیبزی‬ ‫ثؿیبض‬ ‫ت‬ٚ‫تفب‬ ‫ٔرتّف‬ ‫بی‬ٞ
ٓٞ‫ثب‬
‫ضضبیت‬ ‫لؿٕت‬ ‫زض‬ ٚ ‫زاض٘س‬
‫ت‬ٚ‫تفب‬ ٗ‫ای‬ ‫٘یع‬ ‫ٔكتطی‬ ‫سی‬ٙٔ
‫ٔی‬ ٜ‫س‬ٞ‫ٔكب‬
ٖ‫٘كب‬ ٝ‫و‬ ‫ز‬ٛ‫ق‬
َ‫ٔس‬ ‫آیی‬ ‫وبض‬ ٜ‫س‬ٙٞ‫ز‬
‫ؿت‬ٞ
‫ثب‬ .
ٝ٘‫ٌٕب‬ ٚ ‫تی‬ٙ‫ؾ‬ ‫ـ‬ٚ‫ض‬ ‫اظ‬ ٜ‫اؾتفبز‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬
ٝٔ‫ثط٘ب‬ ‫زض‬ ‫ظ٘ی‬
َ‫ٔس‬ ،‫حبضط‬ َ‫حب‬ ‫زض‬ ٖ‫لفّیطا‬ ‫قطوت‬ ‫وبالی‬ َ‫اضؾب‬
ٝ‫ؾؼ‬ٛ‫ت‬
ٝ‫اضائ‬ َ‫ٔس‬ ‫اظ‬ .‫ٌطفت‬ ‫لطاض‬ ‫قطوت‬ ‫اذتیبض‬ ‫زض‬ ٝ‫یبفت‬
ٜ‫قس‬
‫ف‬ٞٚ‫پػ‬ ٗ‫ای‬ ‫زض‬
‫ٔی‬
ٖ‫ا‬ٛ‫ت‬
‫زض‬
ُٕ‫ح‬
ُ‫٘م‬ٚ
‫از‬ٛٔ
٘‫فبؾسقس‬
‫ی‬
ٝ‫ث‬
ِ‫ز‬
ُ‫ی‬ٛ‫تح‬ ‫ثبالی‬ ‫حؿبؾیت‬ ُ‫ی‬
ٝ‫ث‬
‫لغ‬ٛٔ
‫زض‬ ‫٘یع‬ ٚ ‫الت‬ٛ‫ٔحص‬
‫ؾبظٔب‬
ٖ
‫آتف‬
٘‫٘كب‬
‫ی‬
ٝ‫ث‬
‫ض‬ٛ‫ظ‬ٙٔ
ٖ‫ضؾیس‬
ٝ‫ث‬
‫لغ‬ٛٔ
‫ع‬ٛ‫ل‬ٚ ُ‫ٔح‬ ٝ‫ث‬
ٚ ٝ‫حبزح‬
‫ا٘تربة‬
‫یسضا٘ت‬ٞ
ُ‫حسال‬ ‫ثطای‬ ‫ط‬ٟ‫ق‬ ‫ؾغح‬ ‫بی‬ٞ
ٗ‫ی‬ٙ‫ٕچ‬ٞ .‫ز‬ٕٛ٘ ٜ‫اؾتفبز‬ ٝ‫پطحبزح‬ ‫بعك‬ٙٔ ‫زض‬ ‫ٔؿبفت‬ ٖ‫وطز‬
‫ٔی‬
ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ثب‬ ٝ‫و‬ ‫ضا‬ ‫ثعضي‬ ٜ‫ا٘ساظ‬ ‫زض‬ ُ‫ٔؿبئ‬ ٖ‫ا‬ٛ‫ت‬
‫زلیك‬ ‫بی‬ٞ
ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ثب‬ ،‫٘ساض٘س‬ ‫ضا‬ ‫بؾت‬ٙٔ ٖ‫ظٔب‬ ‫زض‬ ُ‫ح‬ ‫لبثّیت‬
‫بی‬ٞ
‫اثتىبضی‬
‫فطا‬ ٚ
.‫ز‬ٕٛ٘ ُ‫ح‬ ‫اثتىبضی‬
6
-
‫هآخر‬ ٍ ‫هٌبثع‬
[
1
]
،‫صسفی‬ ‫ب‬ٙ‫ؾی‬ ،‫ٕـبؾجی‬ٟ‫ع‬ ٗ‫أی‬ ٜ‫حٕـع‬
‫الگَزیتن‬ ِ‫ازائ‬
ٌِ‫ثْي‬
ِ‫هػئل‬ ‫ثسای‬ ‫ازتعبؾبت‬ ‫هيسایی‬ ِ‫چٌدّدف‬ ‫غبشی‬
‫هکبى‬
‫تأهيي‬ ِ‫ث‬ ‫غْن‬ ‫تتصيص‬ ٍ ‫تػْيالت‬ ‫یبثی‬
-
‫یک‬ ‫دز‬ ‫کٌٌدگبى‬
‫شًج‬
‫ي‬
ُ‫س‬
‫تأه‬
‫ي‬
‫ي‬
ُ‫دٍز‬ ‫چٌد‬
‫چٌد‬ ‫ای‬
‫تأهيي‬ ُ‫شًجيس‬ ‫هدیسیت‬ ،‫هحصَلی‬
( ٜ‫قٕبض‬ ،
63
ٝ‫صفح‬ ،)
(
31
-
50
،)
ٖ‫تبثؿتب‬
(
1398
)
[
2
]
ٗ‫أی‬ ٜ‫حٕع‬
،‫ی‬ٞ‫وطثبؾس‬ ‫ذّیّی‬ ‫أیط‬ ،‫ٕبؾجی‬ٟ‫ع‬
ِ‫هػئل‬ ‫حل‬
ُ‫دٍز‬ ُ‫فسٍؾٌد‬ ‫چٌدیي‬
‫الگَزیتن‬ ‫ثب‬ ‫گسد‬
‫زلبثت‬ ‫ّبی‬
‫تمبضب‬ ‫لطعيت‬ ‫عدم‬ ‫حبلت‬ ‫دز‬ ‫آة‬ ‫جسیبى‬ ٍ ‫اغتعوبزی‬
)‫یک‬ ِ‫هٌطم‬ ُ‫پگب‬ ‫گػتس‬ ‫ثبشاز‬ ‫ؾسکت‬ :‫هَزدی‬ ِ‫(هطبلع‬
،
( ٜ‫ض‬ٚ‫ز‬ ،ٗ‫تأٔی‬ ٜ‫ظ٘زیط‬ ‫ٔسیطیت‬
19
( ٜ‫قٕبض‬ ،)
58
ٝ‫صفح‬ ،)
(
40
-
55
( ٖ‫ظٔؿتب‬ ،)
1396
)
.
[
3
]
،ْ‫ٔمس‬ ‫وّی‬ٛ‫ت‬ ‫ضضب‬
‫قمبیك‬
ٚ ‫زی‬ٛ‫ٔؿؼ‬
‫حبٔس‬
.‫الجبِی‬
‫هدل‬ ‫حل‬
ِ‫ًملي‬ ‫ٍغبیل‬ ‫هػيسیبثی‬ ِ‫هػئل‬ ‫ثسای‬ ‫جدید‬ ‫زیبضی‬
‫ضًتيک‬ ‫الگَزیتن‬ ‫ثب‬ ‫لسازگبّی‬ ‫چٌد‬ ٍ ِ‫چٌدّدف‬
‫هستت‬
‫غ‬ ُ‫ؾد‬
‫ي‬
‫س‬
‫هغلَة‬
،
‫پطٍّؽ‬
‫ّب‬
‫ی‬
‫صٌبیع‬ ‫هٌْدغی‬
‫غ‬ ‫دز‬
‫يػتن‬
‫ّبی‬
‫تَليد‬
ٜ‫ض‬ٚ‫ز‬ ،
(
3
ٕ‫ق‬ ،)
( ٜ‫بض‬
6
ٝ‫صفح‬ ،)
(
167
-
175
( ،)
1394
)
[4] Kuo, R. J, B. S. Wibowo, and F. E.
Zulvia. "Application of a fuzzy ant
colony system to solve the dynamic
vehicle routing problem with uncertain
service time." Applied Mathematical
Modelling )40(, pp)23-24, 2016(.
[5] Kuo, R. J, and Ferani E. Zulvia. "Hybrid
genetic ant colony optimization
algorithm for capacitated vehicle
routing problem with fuzzy demand—A
case study on garbage collection
system." In )2017( 4th International
Conference on Industrial Engineering
and Applications (ICIEA), pp)244-248,
2017(.
[6] Dantzig, George, Ray Fulkerson, and
Selmer Johnson. "Solution of a large-
scale traveling-salesman
problem." Journal of the operations
research society of America )2.4( ,pp )
393-410,1954(.
[7] Clarke, Geoff, and John W. Wright.
"Scheduling of vehicles from a central
depot to a number of delivery
points." Operations research )12.4(, pp
)568-581,1964(.
[8] Peng, Yang, and Ye-mei Qian. "A
‫ارائه‬
‫مدل‬
‫برنبمه‬
‫ر‬
‫یسی‬
‫ر‬
‫ی‬
‫بض‬
‫ی‬
‫برا‬
‫ی‬
‫مسئله‬
‫مسير‬
‫ی‬
‫بب‬
‫ی‬
‫وسيله‬
‫نقليه‬
‫چندمحصول‬
‫ی‬
‫بب‬
‫پنجره‬
‫زمبن‬
‫ی‬
‫فبزی‬
‫تقبضبی‬
‫و‬
55
‫دوم‬ ‫و‬ ‫بیست‬ ‫سال‬
–
‫شماره‬
66
-
‫بهار‬
9911
particle swarm optimization to vehicle
routing problem with fuzzy demands."
Journal of Convergence
InformationTechnology )5.6(, pp)112-
119,2010(.
[9] Wang, Hsiao-Fan, and Yu-Pin Wen.
"Time-constrained Chinese postman
problems." Computers & Mathematics
with applications )44(, pp )375-
387,2002(.
[10] Malekly, H, Haddadi, B, &
Tavakkoli-Moghadam, R. A fuzzy
random vehicle routing problem: the
case of Iran. In )2009( International
Conference on Computers & Industrial
Engineering (pp. 1070-1075). )2009(.
[11] Erbao, Cao, and Lai Mingyong. "A
hybrid differential evolution algorithm
to vehicle routing problem with fuzzy
demands." Journal of computational and
applied mathematics )231.1, 302-310,
2009(.
[12] Brito, J, Martinez, F. J, Moreno, J.
A, & Verdegay, J. L. Fuzzy approach
for vehicle routing problems with fuzzy
travel time. In International Conference
on Fuzzy Systems, pp )1-8, 2010(.
[13] Ghannadpour, S. F, Noori, S, &
Tavakkoli-Moghaddam,
R,Multiobjective dynamic vehicle
routing problem with fuzzy travel times
and customers’ satisfaction in supply
chain management. IEEE Transactions
on Engineering Management, 60(4), pp
)777-790, 2013(.
[14] Majidi, S, Hosseini-Motlagh, S. M,
Yaghoubi, S, & Jokar, A. Fuzzy green
vehicle routing problem with
simultaneous pickup–delivery and time
windows. RAIRO-Operations Research,
51(4), pp )1151-1176 l, 2017(.
[15] Shi, Y, Boudouh, T, & Grunder, O. A
hybrid genetic algorithm for a home
health care routing problem with time
window and fuzzy demand. Expert
Systems with Applications, )72(, pp
)160-176,2017(.
[16] Werners, B, & Kondratenko, Y.
Alternative Fuzzy Approaches for
Efficiently Solving the Capacitated
Vehicle Routing Problem in Conditions
of Uncertain Demands. In Complex
Systems: Solutions and Challenges in
Economics, Management and
Engineering, pp )521-543, 2018(.
[17] Ghannadpour, S. F. Evolutionary
approach for energy minimizing vehicle
routing problem with time windows and
customers’ priority. International
Journal of Transportation Engineering,
6(3), pp )237-264, 2019(.
[18] Yan, F, & Wang, Y. Modeling and
solving the vehicle routing problem
with multiple fuzzy time windows.
In International conference on
management science and engineering
management, pp )847-857, 2017(.
[
19
]
‫ؾّیٕب٘ی‬ ‫كبز‬ٟٔ
;
ٖ‫ضضبئیب‬ ‫از‬ٛ‫ر‬
;
.‫ی‬ٚ‫س‬ٟٔ ‫ایطد‬
"
‫هػيسیبثی‬
‫شهبى‬ ٍ
‫ٍغبیل‬ ‫ثٌدی‬
‫ّن‬ ‫تَشیع‬ ٍ ِ‫ًملي‬
‫شهبى‬
‫عوليبت‬ ‫دز‬ ‫ضسٍزی‬ ‫کبالّبی‬
‫اهداد‬
‫اش‬ ‫پع‬ ًِ‫ثؿسدٍغتب‬
‫ثحسا‬
‫ى‬
"
.
ُٕ‫ح‬ ٝٔ‫ب‬ٙ‫ك‬ٞٚ‫پػ‬
ُ‫٘م‬ٚ
،
(
1397
)
.

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A mathematical programming model for multi-product vehicle routing problem with fuzzy time window and fuzzy demand (Case study: ghofliran company)

  • 1. 25 ‫و‬ ‫بیست‬ ‫سال‬ ‫دوم‬ – ‫شماره‬ 66 - ‫بهار‬ 9911 ‫پطٍّؿی‬ ِ‫همبل‬ ِ‫ازائ‬ ‫هدل‬ ِ‫ثسًبه‬ ‫ز‬ ‫یصی‬ ‫ز‬ ‫ی‬ ‫بض‬ ‫ی‬ ‫ثسا‬ ‫ی‬ ِ‫هػئل‬ ‫هػيس‬ ‫ی‬ ‫بث‬ ‫ی‬ ِ‫ٍغيل‬ ِ‫ًملي‬ ‫چٌدهحصَل‬ ‫ی‬ ‫ثب‬ ُ‫پٌجس‬ ً‫شهب‬ ‫ی‬ ‫فبشی‬ ‫تمبضبی‬ ٍ ) ‫لفليساى‬ ‫ؾسکت‬ :ِ‫هَزدهطبلع‬ ( ‫طْوـبغجی‬ ‫اهيي‬ ُ‫حوـص‬ 1 * ، ُ‫شز‬ ‫اهيس‬ ‫پَؼ‬ 2 ُ‫داًؿگب‬ ‫گيالى‬ ‫لفليساى‬ ‫ؾسکت‬ :ِ‫همبل‬ ‫دزیبفت‬ ‫تبزیخ‬ 14 / 12 / 1318 :ِ‫همبل‬ ‫پریسؼ‬ ‫تبزیخ‬ 31 / 03 / 1311 ُ‫چکيد‬ َ‫ٔس‬ ،‫ف‬ٞٚ‫پػ‬ ٗ‫ای‬ ‫زض‬ ‫ٔی‬ ْ‫ا٘زب‬ ٚ‫زض‬ٛ‫ذ‬ ‫لغؼبت‬ ٜ‫س‬ٙٙ‫ِیسو‬ٛ‫ت‬ ‫قطوت‬ ‫یه‬ ‫پرف‬ ٚ ‫ظیغ‬ٛ‫ت‬ ٓ‫ؾیؿت‬ ‫اظ‬ ‫وبضثطزی‬ ٚ ‫الؼی‬ٚ ّٝ‫ٔؿئ‬ ‫یه‬ ‫ؾبظی‬ .‫ز‬ٛ‫ق‬ ‫ٔغطح‬ ٖ‫سٌب‬ٙٙ‫ِیسو‬ٛ‫ت‬ ‫اظ‬ ‫یىی‬ ٝ‫و‬ ٖ‫لفّیطا‬ ‫قطوت‬ ‫زض‬ ٔ‫ظ‬ ٝٙ‫ی‬ ٜ‫ذطز‬ ‫ثبظاض‬ ٚ ٖ‫ؾبظا‬ٚ‫زض‬ٛ‫ذ‬ ‫ثطای‬ ‫لغؼبت‬ ‫ؾبذت‬ ‫ضا‬ ‫ٔرتّفی‬ ‫الت‬ٛ‫ٔحص‬ ،‫اؾت‬ ‫قی‬ٚ‫فط‬ ‫ت‬ ‫زاضز‬ ‫ؾؼی‬ ٚ ٜ‫وطز‬ ‫ِیس‬ٛ‫ت‬ ‫ثب‬ ‫ب‬ ٓ‫و‬ ‫تط‬ ‫ی‬ ٗ ‫ضضبیت‬ ٗ‫ثیكتطی‬ ،‫ز‬ٛ‫ذ‬ ‫ظیغ‬ٛ‫ت‬ ٓ‫ؾیؿت‬ ‫زض‬ ٝٙ‫عی‬ٞ ٝ‫ث‬ ُ‫ی‬ٛ‫تح‬ ‫زض‬ ‫ضا‬ ‫ٔكتطی‬ ‫سی‬ٙٔ .‫ضز‬ٚ‫آ‬ ‫زؾت‬ ٝ‫ث‬ ‫وبال‬ ‫لغ‬ٛٔ ‫ٔی‬ ٝ‫اضائ‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ‫اظ‬ ‫ٔسِی‬ ‫ف‬ٞٚ‫پػ‬ ٗ‫ای‬ ‫زض‬ ‫لغؼیت‬ ْ‫ػس‬ ‫حبِت‬ ‫زض‬ ،ٖ‫ٔكتطیب‬ ‫ِی‬ٛ‫سٔحص‬ٙ‫چ‬ ‫تمبضبی‬ ٚ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ٖ‫آ‬ ‫زض‬ ٝ‫و‬ ‫ز‬ٛ‫ق‬ ٝ‫ث‬ ٚ ٝ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ ٜ‫قس‬ .‫اؾت‬ ‫الغ‬ٚ‫زض‬ ‫زضیبفت‬ ‫ت‬ٟ‫ر‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫ٔكتطی‬ ‫ط‬ٞ ‫ؾفبضـ‬ ‫ب‬ٞ ٝ‫ث‬ ‫ضت‬ٛ‫ص‬ ٝ‫ظ٘م‬ٚ‫ش‬ ‫ا‬ ‫زاضز‬ ‫ی‬ ٖ‫آ‬ ‫زض‬ ٝ‫و‬ ‫ضضب‬ ‫ی‬ ‫ت‬ ‫س‬ٙٔ ( ،‫حبِت‬ ٗ‫تطی‬ٟ‫ث‬ ‫زض‬ ‫ٔكتطی‬ ‫ی‬ 1 ‫ضضبیت‬ ٖ‫ٔیعا‬ ،ٖ‫ثؼساظآ‬ ٚ ُ‫لج‬ ‫زض‬ ٚ ٜ‫ز‬ٛ‫ث‬ ) ‫ف‬ٞ‫وب‬ ‫ٔكتطی‬ ‫سی‬ٙٔ ‫ٔی‬ ‫یبث‬ ‫س‬ ٝٙ‫وٕی‬ ‫سف‬ٞ ‫تبثغ‬ ‫زض‬ . ‫ؾبظی‬ ٝٙ‫ثیكی‬ ٚ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ‫ضضبیت‬ ‫ؾبظی‬ ‫ٔس٘ظط‬ ‫ٔكتطی‬ ‫سی‬ٙٔ َ‫ٔس‬ .‫اؾت‬ ٝ‫اضائ‬ ٜ‫قس‬ ‫زض‬ ٗ‫ای‬ ،‫ف‬ٞٚ‫پػ‬ ‫ؾظ‬ٛ‫ت‬ ْ‫٘ط‬ ‫افعاض‬ ‫ٌٕع‬ ُ‫ح‬ ٜ‫قس‬ ‫٘تبیذ‬ ٚ .‫زاز‬ ٖ‫٘كب‬ ‫ضا‬ ‫بؾجی‬ٙٔ ‫ثؿیبض‬ ‫ز‬ٛ‫ج‬ٟ‫ث‬ ،‫قطوت‬ ‫ربضی‬ ‫ػّٕىطز‬ ٝ‫ث‬ ‫٘ؿجت‬ ُ‫ٍاض‬ ‫کليدی‬ ‫ّبی‬ : ٝٔ‫ثط٘ب‬ ،‫فبظی‬ ‫ضیبضی‬ ‫ضیعی‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ، ‫ِی‬ٛ‫سٔحص‬ٙ‫چ‬ ، ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ٖ‫لفّیطا‬ ‫قطوت‬ ،‫فبظی‬ 1 - ِ‫همده‬ 1 2 ‫ؾطیغ‬ ‫تغییطات‬ .‫یبؾت‬ٛ‫پ‬ ٚ ‫ضلبثتی‬ ‫ظی‬ٚ‫أط‬ ‫بی‬ٞ‫ثبظاض‬ ‫ض‬ٚ‫ّب‬ٙ‫ف‬ ‫ی‬ ‫ب٘ی‬ٟ‫ر‬ ، ‫رت‬ٛٔ ٖ‫ٔكتطیب‬ ‫ت‬ٚ‫ٔتفب‬ ‫ا٘تظبضات‬ ٚ ٖ‫قس‬ ‫قطوت‬ ٗ‫ثی‬ ‫ضلبثت‬ ‫یت‬ٞ‫ٔب‬ ‫تغییط‬ ٗ‫ثی‬ ‫ضلبثت‬ ٝ‫ث‬ ٖ‫آ‬ ُ‫تجسی‬ ٚ ‫ب‬ٞ ٜ‫ظ٘زیط‬ ٖ‫آ‬ ٗ‫تأٔی‬ ‫بی‬ٞ ‫ظ٘ز‬ .‫اؾت‬ ٜ‫قس‬ ‫ب‬ٞ ‫ی‬ ٜ‫ط‬ ُٔ‫قب‬ ٗ‫تأٔی‬ ‫وؿت‬ ْ‫تٕب‬ ‫ب‬ٞ‫احس‬ٚ ٚ ‫ب‬ٞ‫وبض‬ٚ ‫یی‬ ٝ‫ث‬ ٝ‫و‬ ‫اؾت‬ ‫ٔؿتم‬ ‫ض‬ٛ‫ع‬ ‫ی‬ ٓ ‫ی‬ ‫ب‬ ٗ‫تأٔی‬ ٓ‫غیطٔؿتمی‬ ‫ثطعطف‬ ٚ ٜ‫س‬ٙٙ‫و‬ ‫تمبضب‬ ٜ‫س‬ٙٙ‫و‬ ‫ی‬ ‫ب‬ٟ٘ ‫یی‬ ‫ٔكتط‬ ‫ی‬ ٙ‫ؿت‬ٞ [ ‫س‬ 1 ‫اظآ٘زبیی‬ .] ٝ‫ث‬ ‫وبال‬ ‫ظیغ‬ٛ‫ت‬ ٝ‫و‬ ‫ؾظ‬ٛ‫ٔت‬ ‫ض‬ٛ‫ع‬ ( ‫ز‬ٚ‫حس‬ 20 ‫ٔی‬ ُ‫تكىی‬ ‫ضا‬ ‫ِیس‬ٛ‫ت‬ ُ‫و‬ ٝٙ‫عی‬ٞ ‫اظ‬ )% ‫ز‬ٛ‫ج‬ٟ‫ث‬ ،‫س‬ٞ‫ز‬ *1 - ‫اؾتبزیبض‬ ‫سؾی‬ٟٙٔ ٜٚ‫ٌط‬ ، ‫بیغ‬ٙ‫ص‬ ‫سؾی‬ٟٙٔ ٚ ‫ی‬ٙ‫ف‬ ٜ‫زا٘كىس‬ ، ‫قطق‬ ، ٖ‫ٌیال‬ ٜ‫زا٘كٍب‬ ، ٜ‫س‬ٙ‫یؿ‬ٛ٘ ،َٛ‫ٔؿئ‬ :‫٘یه‬ٚ‫اِىتط‬ ‫پؿت‬ amintahmasbi@guilan.ac.ir :‫٘كب٘ی‬ ٜ‫زا٘كٍب‬ ،ٜ‫اربضٌب‬ٚ ،‫زؾط‬ٚ‫ض‬ ‫قطق‬ ‫سؾی‬ٟٙٔ ‫ی‬ٙ‫ف‬ ٜ‫زا٘كىس‬ ،ٖ‫ٌیال‬ ‫بیغ‬ٙ‫ص‬ ‫سؾی‬ٟٙٔ ٜٚ‫ٌط‬ ،ٖ‫ٌیال‬ 2 - ٖ‫لفّیطا‬ ‫قطوت‬ ‫ضیعی‬ ٝٔ‫ثط٘ب‬ ‫ٔسیط‬ ،‫بیغ‬ٙ‫ص‬ ‫سؾی‬ٟٙٔ ‫اضقس‬ ‫بؼ‬ٙ‫وبضق‬ ‫٘یه‬ٚ‫اِىتط‬ ‫پؿت‬ : amir.zerehpoosh@gmail.com ُٕ‫ح‬ ‫زض‬ ‫آیی‬ ‫وبض‬ ٝ‫صطف‬ ‫ثبػج‬ ‫ب‬ٞ‫وبال‬ ُ‫٘م‬ٚ ٛ‫ر‬ ‫زض‬ ‫ظیبزی‬ ‫یی‬ ْ‫تٕب‬ ‫لیٕت‬ ٖ‫آ‬ ٜ‫قس‬ ‫التصبز‬ ‫زض‬ ‫ضلبثتی‬ ‫ٔعیت‬ ‫یه‬ ٚ ‫ب‬ٞ ٝ‫غم‬ٙٔ ‫ٔی‬ ‫ة‬ٛ‫ٔحؿ‬ ‫ای‬ .‫ز‬ٛ‫ق‬ ‫وبال‬ ‫ظیغ‬ٛ‫ت‬ ٜ‫ظ‬ٛ‫ح‬ ُ‫ٔؿبئ‬ ‫ثیكتط‬ ‫ٔی‬ ٝ‫ث‬ ‫س‬ٙ٘‫ا‬ٛ‫ت‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ّٝ‫ٔؿئ‬ ‫ضت‬ٛ‫ص‬ ( 3 VRP ) ٜ‫ض‬ٚ‫ز‬ ٜ‫س‬ٙ‫ق‬ٚ‫فط‬ ّٝ‫ٔؿئ‬ ٓ‫تؼٕی‬ ٝ‫و‬ ‫٘س‬ٛ‫ق‬ ٝ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ‫ٌطز‬ [ ‫اؾت‬ 2 ‫اؾ‬ ‫زضصسز‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ّٝ‫ٔؿئ‬ .] ‫ثب‬ ‫تب‬ ‫ت‬ َ‫ٔس‬ ٝٙ‫ی‬ٟ‫ث‬ ٚ ‫ضیبضی‬ ‫بی‬ٞ ٝ‫ث‬ ‫ؾبظی‬ ٌٝ٘ٛ ٝ‫و‬ ‫ٕ٘بیس‬ ُٕ‫ػ‬ ‫ای‬ ،ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ،ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫تؼساز‬ ،‫ؾفط‬ ُ‫و‬ ٖ‫ظٔب‬ ٕٝ‫رطی‬ ُٕ‫ح‬ ٝٙ‫عی‬ٞ ‫تبثغ‬ ‫بیت‬ٟ٘‫زض‬ ٚ ‫زیطوطز‬ ‫بی‬ٞ ُ‫حسال‬ ،ُ‫٘م‬ٚ [ ‫ٌطزز‬ 3 .] ٝٔ‫ثط٘ب‬ ‫اظ‬ ‫ثؿیبضی‬ ‫زض‬ ‫ب‬ٞ ‫ی‬ ٚ ‫زلیك‬ ‫اعالػبت‬ ،‫الؼی‬ٚ ٝ‫ث‬ .‫٘یؿت‬ ‫زؾتطؼ‬ ‫زض‬ ‫وبفی‬ ٖ‫ا‬ٛٙ‫ػ‬ ٖ‫ظٔب‬ ،َ‫ٔخب‬ ‫یه‬ ‫اظ‬ ‫ؾفط‬ ‫س‬ٙ٘‫ٔب‬ ،ُٔ‫ا‬ٛ‫ػ‬ ‫اظ‬ ‫تؼسازی‬ ُ‫زِی‬ ٝ‫ث‬ ،‫زیٍط‬ ٖ‫ٔىب‬ ٝ‫ث‬ ٖ‫ٔىب‬ ‫آة‬ ،‫ازث‬ٛ‫ح‬ ،‫تطافیه‬ ‫آزضؼ‬ ‫حتی‬ ٚ ‫ا‬ٛٞٚ ‫ب‬ٞ ‫ی‬ ٝ‫ٕیك‬ٞ ،ٜ‫اقتجب‬ ‫زل‬ ً‫ب‬‫یم‬ ‫٘یؿ‬ ٖ‫ظٔب‬ ٖ‫ٕب‬ٞ [ ‫ت‬ 4 .] ‫ضت‬ٛ‫زضص‬ ‫ی‬ ٝ‫و‬ ،‫٘بٔكرص‬ ُٔ‫ا‬ٛ‫ػ‬ ‫غ‬ ٚ ٟٓ‫ٔج‬ ،‫ی‬ٙٞ‫ش‬ ،‫س‬ٙ‫ثبق‬ ‫یطزلیك‬ ‫ثطای‬ ‫فبظی‬ ‫ٔتغیط‬ ‫یىطز‬ٚ‫ض‬ 3- Vehicle Routing Problem
  • 2. ‫ارائه‬ ‫مدل‬ ‫برنبمه‬ ‫ر‬ ‫یسی‬ ‫ر‬ ‫ی‬ ‫بض‬ ‫ی‬ ‫برا‬ ‫ی‬ ‫مسئله‬ ‫مسير‬ ‫ی‬ ‫بب‬ ‫ی‬ ‫وسيله‬ ‫نقليه‬ ‫چندمحصول‬ ‫ی‬ ‫بب‬ ‫پنجره‬ ‫زمبن‬ ‫ی‬ ‫فبزی‬ ‫تقبضبی‬ ‫و‬ ‫سال‬ ‫دوم‬ ‫و‬ ‫بیست‬ – ‫شماره‬ 66 - ‫بهار‬ 9911 25 ‫بؾت‬ٙٔ ُ‫ٔكى‬ ٖ‫زاز‬ ٖ‫٘كب‬ ‫اؾت‬ ‫تط‬ [ 5 ‫ا‬ ‫ثؿیبضی‬ .] ‫ظ‬ ٜ‫ط‬ٟ‫ث‬ ٖ‫ٔیعا‬ ‫افعایف‬ ‫ت‬ٟ‫ر‬ ٖ‫ٔكتـــطیب‬ ‫ف‬ٞ‫وب‬ ٚ ‫ضی‬ٚ ٝٙ‫عی‬ٞ ‫ثطای‬ ‫ظ‬ٚ‫ض‬ َٛ‫ع‬ ‫زض‬ ‫ضا‬ ‫ظٔب٘ی‬ ٜ‫ثبظ‬ ‫یه‬ ،‫ا٘جبضـ‬ ‫بی‬ٞ ‫زی‬ٚ‫ض‬ٚ ُ‫ی‬ٛ‫تح‬ ٗ‫تأٔی‬ ‫اظ‬ ‫ب‬ٞ ‫ٔی‬ ‫٘ظط‬ ‫زض‬ ٖ‫سٌب‬ٙٙ‫و‬ ٗ‫ای‬ .‫ٌیط٘س‬ ٜ‫زط‬ٙ‫پ‬ ‫ثب‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ َ‫ٔس‬ ٖ‫ٕب‬ٞ ْٟٛ‫ٔف‬ ٘‫ظٔب‬ ‫ی‬ ( VRPTW1 ٗ‫تأٔی‬ ‫ثطای‬ ‫اؾت‬ ٗ‫ٕٔى‬ ‫حتی‬ .‫اؾت‬ ) ٖ‫سٌب‬ٙٙ‫و‬ ٛ‫ت‬ ‫ثب‬ ‫ز‬ٛ‫ذ‬ ،ُ‫یـــ‬ٛ‫تح‬ ‫ظٔب٘ی‬ ٜ‫ثبظ‬ ٝ‫ث‬ ٝ‫ر‬ ٕ‫رطائ‬ ٝ‫ث‬ ‫٘ؿجت‬ ‫ی‬ َ‫ٔس‬ ‫ثیبٍ٘ط‬ ٝ‫و‬ ‫٘ظطٌیط٘س‬ ‫زض‬ ‫وبال‬ ُ‫ی‬ٛ‫تح‬ ‫زیطوطز‬ ٖ‫ظٔب‬ ( ‫ؾرت‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫ثب‬ ‫ٔؿیطیبثی‬ VRPHTW2 ) .‫اؾت‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ‫ع‬ٛ‫ض‬ٛٔ ‫ثطا‬ ‫ی‬ ِٚ‫ا‬ ‫ی‬ ٗ ‫ثبض‬ ‫ؾظ‬ٛ‫ت‬ ًٙ‫زا٘عی‬ ٚ ‫ضأؿ‬ [ ‫ط‬ 6 ( َ‫ؾب‬ ‫زض‬ ] 1959 ) ‫ٔغطح‬ ‫قس‬ . ،‫ب‬ٞ‫ثؼس‬ ‫ؾظ‬ٛ‫ت‬ ‫والضن‬ ٚ [ ٖ‫ٕىبضا‬ٞ 7 ] ‫زض‬ َ‫ؾب‬ ( 1964 ) ‫ثطا‬ ‫ی‬ ُ‫ح‬ ُ‫ٔكى‬ ‫ٔؿ‬ ‫ی‬ ‫ط‬ ‫ی‬ ‫بث‬ ،‫ی‬ ‫ض‬ٍِٛ‫ا‬ ‫ی‬ ٓ‫ت‬ ٜ‫شذیط‬ ‫ؾبظی‬ ٝ‫و‬ ‫ی‬ ‫ه‬ ‫ض‬ٍِٛ‫ا‬ ‫ی‬ ٓ‫ت‬ ‫اوتكبف‬ ‫ی‬ ‫اؾت‬ ‫پ‬ ‫ی‬ ‫بز‬ٟٙ‫ك‬ ‫قس‬ . [ ٖ‫ٕىبضا‬ٞ ٚ ًٙ‫پ‬ 8 َ‫ؾب‬ ‫زض‬ ] ( 2010 ٝ‫اضائ‬ ‫فبظی‬ ‫تمبضب‬ ‫ثب‬ ‫ضا‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ّٝ‫ٔؿئ‬ ) ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ثب‬ ‫ضا‬ ‫ز‬ٛ‫ذ‬ َ‫ٔس‬ ٚ ‫ز٘س‬ٕٛ٘ ٝٙ‫ی‬ٟ‫ث‬ ‫شضات‬ ْ‫اظزحب‬ ‫ؾبظی‬ [ ٖ‫ٕىبضا‬ٞ ٚ ً٘‫ا‬ٚ .‫ز٘س‬ٕٛ٘ ُ‫ح‬ 9 ‫ضا‬ ‫پؿتچی‬ ّٝ‫ٔؿئ‬ ] ٝ‫و‬ ٜ‫ط‬ٟ‫ث‬ ‫ثب‬ ‫اؾت‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫حبِت‬ ‫زاضای‬ ‫فبظی‬ ‫ضی‬ٛ‫تئ‬ ‫اظ‬ ‫ٌیطی‬ .‫زاز‬ ٝ‫اضائ‬ [ ٖ‫ٕىبضا‬ٞ ٚ ‫ِئ‬ ‫ّٔه‬ 10 ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ّٝ‫ٔؿئ‬ ] ‫فبظی‬ ‫تمبضبی‬ ‫بی‬ٞ‫ٔتغیط‬ ٗ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ‫ثب‬ ‫ٔسِی‬ ‫ضا‬ ٝ‫٘مّی‬ – ‫سف‬ٞ ٚ ‫وطز٘س‬ ٝ‫اضائ‬ ‫احتٕبِی‬ ّٝ‫ٔؿئ‬ ‫٘یع‬ ‫ضا‬ ‫عی‬ٞ ‫ف‬ٞ‫وب‬ ٝٙ ُٕ‫ح‬ ‫ی‬ٛ‫رؿتز‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ثب‬ ‫ضا‬ َ‫ٔس‬ ٚ ‫ز٘س‬ٕٛ٘ ٖ‫ثیب‬ ُ‫٘م‬ٚ ٛ‫اضثبئ‬ .‫ز٘س‬ٕٛ٘ ُ‫ح‬ ٝ‫ػ‬ٕٛٙٔ [ ً٘‫یب‬ ًٙ‫ٔی‬ ٚ 11 ‫٘ظط‬ ‫زض‬ ‫ثب‬ ] ّٝ‫ٔؿئ‬ ‫ثطای‬ ‫ٔسِی‬ ‫فبظی‬ ‫حبِت‬ ‫زض‬ ‫ٔكتطی‬ ‫تمبضب‬ ٗ‫ٌطفت‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ثب‬ ‫ضا‬ َ‫ٔس‬ ٚ ‫زاز٘س‬ ٝ‫اضائ‬ ‫تىبّٔی‬ – [ ٖ‫ٕىبضا‬ٞ ٚ ٛ‫ثطیت‬ .‫ز٘س‬ٕٛ٘ ُ‫ح‬ ‫تفبضّی‬ 12 ‫زض‬ ] ‫ؾ‬ َ‫ب‬ ( 2010 ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ ّٝ‫ٔؿئ‬ ‫ثطای‬ ‫ٔسِی‬ ،) ٜ‫زط‬ٙ‫پ‬ ‫ثب‬ ‫سف‬ٞ ‫تبثغ‬ ‫زض‬ ‫فبظی‬ ٝٙ‫عی‬ٞ ٖ‫آ‬ ‫زض‬ ٝ‫و‬ ‫زاز٘س‬ ٝ‫اضائ‬ ‫زیت‬ٚ‫ٔحس‬ ٚ ‫ظٔب٘ی‬ ‫ضا‬ َ‫ٔس‬ ٚ ‫اؾت‬ ٜ‫قس‬ ِٝٛٔ‫فط‬ ‫فبظی‬ ‫بی‬ٞ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫یه‬ ‫ؾظ‬ٛ‫ت‬ ‫اثتىبض‬ ‫فطا‬ ‫ی‬ – .‫ز٘س‬ٕٛ٘ ُ‫ح‬ ‫تطویجی‬ ‫بز‬ٙ‫ل‬ ‫ض‬ٛ‫پ‬ [ ٖ‫ٕىبضا‬ٞ ٚ 13 ] ٖ‫ظٔب‬ ‫ؾفط‬ ‫ضا‬ ٝ‫و‬ ‫زض‬ ‫بعك‬ٙٔ ‫ط‬ٟ‫ق‬ ‫ی‬ ٝ‫ث‬ ‫ػّت‬ ُٔ‫ا‬ٛ‫ػ‬ ‫ٔرتّف‬ ‫ی‬ ‫س‬ٙ٘‫ٔب‬ ،‫ازث‬ٛ‫ح‬ ‫قطا‬ ‫ی‬ ‫ظ‬ ‫تطاف‬ ‫ی‬ ‫ى‬ ‫ی‬ ٚ ‫قطا‬ ‫ی‬ ‫ظ‬ ‫آة‬ ‫ا‬ٛٞٚ ‫یی‬ ‫ٔتغ‬ ‫ی‬ ‫ط‬ ‫اؾت‬ ، ٝ‫ث‬ ٖ‫ا‬ٛٙ‫ػ‬ ٖ‫ظٔب‬ ‫ؾفط‬ ‫فبظ‬ ‫زض‬ ‫ی‬ .‫س‬ٙ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ،ٖ‫ایكب‬ َ‫ٔس‬ ٓ‫حز‬ ُ‫و‬ ٖ‫ٌب‬ٚ‫٘ب‬ ،‫ضز٘یبظ‬ٛٔ ُ‫و‬ ّٝ‫فبص‬ ‫ؾفط‬ ٚ ٖ‫ظٔب‬ ‫ا٘تظبض‬ ‫ثطا‬ ‫ی‬ ‫ؾب‬ٚ ‫ی‬ ُ ّ‫٘م‬ ‫ی‬ ٝ ٝ‫ث‬ ُ‫حسال‬ ‫ٔی‬ ‫ضؾس‬ ٚ ‫ضضبیت‬ ّ‫و‬ ‫ی‬ ٝ ‫ٔكتط‬ ‫ی‬ ٖ‫ب‬ ‫ثطا‬ ‫ی‬ ‫ذسٔبت‬ ‫حساوخط‬ ‫ٔی‬ ‫ز‬ٛ‫ق‬ . [ ٖ‫ٕىبضا‬ٞ ٚ ‫ٔزیسی‬ 14 ] ّٝ‫ٔؿئ‬ ّٝ‫ؾی‬ٚ ‫ٔؿیطیبثی‬ 1- Vehicle routing with time windows 2-Vehicle routing with hard time windows ُ‫ی‬ٛ‫تح‬ ٚ ‫ثطزاقت‬ ‫قطایظ‬ ‫ثب‬ ‫ضا‬ ‫ؾجع‬ ٝ‫٘مّی‬ 3 ‫ز٘س‬ٕٛ٘ ٝ‫اضائ‬ ‫زض‬ ٝ‫و‬ ٝ‫ث‬ ُ‫ی‬ٛ‫تح‬ ٚ ‫ثطزاقت‬ ‫یىطز‬ٚ‫ض‬ ٚ‫ز‬ ٖ‫آ‬ ‫اؾت‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ َ‫ٔس‬ ٚ ‫ثب‬ ‫ضا‬ ‫ض‬ٍِٛ‫ا‬ ‫ی‬ ٓ‫ت‬ ٛ‫رؿتز‬ ‫ی‬ ‫ٕؿب‬ٞ ‫ثعضي‬ ‫ی‬ ٍ ‫ی‬ ‫ا٘غجبل‬ ُ‫ح‬ ‫ی‬ [ ٖ‫ٕىبضا‬ٞ ٚ ‫یبٍ٘كی‬ .‫ز٘س‬ٕٛ٘ 15 ‫ثطای‬ ‫ٔؿیطیبثی‬ َ‫ٔس‬ ] ‫ض‬ٚ‫زاض‬ ‫ذسٔبت‬ ٝ‫ث‬ ٖ‫آ‬ ‫زض‬ ‫تمبضب‬ ٝ‫و‬ ‫زاز٘س‬ ٝ‫اضائ‬ ‫ؾب٘ی‬ ‫ضت‬ٛ‫ص‬ .‫ز٘س‬ٕٛ٘ ُ‫ح‬ ‫تطویجی‬ ‫غ٘تیه‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ثب‬ ‫ضا‬ َ‫ٔس‬ ٚ ‫اؾت‬ ‫فبظی‬ ‫زض‬ ‫آذط‬ ‫ی‬ ٗ ‫ف‬ٞٚ‫پػ‬ ‫ب‬ٞ ‫ٔی‬ ٖ‫ا‬ٛ‫ت‬ ‫ث‬ ‫ف‬ٞٚ‫پػ‬ ٝ ‫ض٘ط‬ٚ ٚ ٛ‫ى‬ٙ‫٘سضات‬ٛ‫و‬ [ 16 ] ٜ‫اقبض‬ ‫وطز‬ ٝ‫و‬ ‫ی‬ ‫ه‬ ٚ‫ض‬ ‫ی‬ ‫ىطز‬ ‫فبظ‬ ‫ی‬ ‫رب‬ ‫ی‬ ‫ٍع‬ ‫ی‬ ٗ ‫ثطا‬ ‫ی‬ ّٝ‫ٔؿئ‬ ‫ٔؿ‬ ‫ی‬ ‫ط‬ ‫ی‬ ‫بث‬ ‫ی‬ ‫ؾ‬ٚ ‫ی‬ ّٝ ّ‫٘م‬ ‫ی‬ ٝ ‫ظطف‬ ‫ی‬ ‫ت‬ ‫زاض‬ ٝ‫اضائ‬ ٕٛ٘ ‫ز٘س‬ ٝ‫و‬ ‫زض‬ ‫ضز‬ٛٔ ‫ب‬ٞ‫تب٘ىط‬ ‫ی‬ ‫ذت‬ٛ‫ؾ‬ ٖ‫ضؾب‬ ‫زض‬ ‫ی‬ ‫ب‬ ‫یی‬ ‫ز‬ٛ‫ث‬ ٖ‫وطز‬ ‫حساوخط‬ ‫سف‬ٞ‫ثب‬ ٝ‫و‬ ٝ‫اضائ‬ ‫ٔسِی‬ ،‫فبظی‬ ‫تمبضبی‬ ٗ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ‫ثب‬ ٚ ‫ذت‬ٛ‫ؾ‬ ‫ـ‬ٚ‫فط‬ .‫ز٘س‬ٕٛ٘ ُ‫ح‬ ‫ضا‬ َ‫ٔس‬ ‫تىطاضی‬ ‫اوتكبفی‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ثب‬ ٚ ‫ز٘س‬ٕٛ٘ ‫ض‬ٛ‫پ‬ ‫بز‬ٙ‫ل‬ ٚ [ ٖ‫ٕىبضا‬ٞ 17 َ‫ٔس‬ ] ‫ٔؿ‬ ‫ی‬ ‫ط‬ ‫ی‬ ‫بث‬ ‫ی‬ ‫ؾ‬ٚ ‫ی‬ ّٝ ّ‫٘م‬ ‫ی‬ ٝ ‫ثب‬ ٜ‫زط‬ٙ‫پ‬ ‫ثط‬ ٜٚ‫ػال‬ ٖ‫آ‬ ‫زض‬ ٚ ‫وطز٘س‬ ٝ‫اضائ‬ ‫ضا‬ ‫ظٔب٘ی‬ ٕ‫و‬ ‫ی‬ ٝٙ ‫ؾبظی‬ ‫ٔصطف‬ ‫ا٘طغ‬ ‫ضضبیت‬ ‫افعایف‬ ،‫ی‬ ٖ‫ظٔب‬ ‫اظ‬ ‫ٔكتطی‬ ‫سی‬ٙٔ ‫ضا‬ ‫یؽ‬ٚ‫ؾط‬ ‫٘ظط‬ ‫زض‬ .‫س‬ٙ‫ٌطفت‬ [ ًٙ‫ف‬ ٖ‫یب‬ 18 ] ٗ‫سی‬ٙ‫چ‬ ‫ثطضؾی‬ ٝ‫ث‬ ٜ‫زط‬ٙ‫پ‬ ‫ظٔب٘ی‬ ٝ‫ث‬ ٖ‫ا‬ٛٙ‫ػ‬ ‫بی‬ٞ‫ٔتغیط‬ ٖ‫ٔكتطیب‬ ‫ثطای‬ ‫فبظی‬ ٝ‫پطزاذت‬ ٚ ٖ‫ٔیعا‬ ‫ضضبیت‬ ‫ٔكتطی‬ ‫ضا‬ ‫ثب‬ ‫تبثغ‬ ‫یت‬ٛ‫ػض‬ ٖ‫ظٔب‬ ‫ع‬ٚ‫قط‬ ٝ‫اضائ‬ ‫زاز‬ . ٗ‫ای‬ ‫زض‬ َ‫ٔس‬ ‫سٌی‬ٙ٘‫ضا‬ ٚ‫زض‬ٛ‫ذ‬ ‫ثب‬ ٗ‫سی‬ٙ‫چ‬ ٜ‫زط‬ٙ‫پ‬ ‫فبظی‬ ‫ثطای‬ ‫ف‬ٞ‫وب‬ ٝٙ‫عی‬ٞ ‫بی‬ٞ ُٕ‫ح‬ ُ‫٘م‬ٚ ٚ ‫تؼساز‬ ُ‫ؾبی‬ٚ ٝ‫٘مّی‬ ٚ ٝ‫ث‬ ‫حساوخط‬ ٖ‫ضؾب٘س‬ ‫ؾغح‬ ‫ضضبیت‬ ‫سی‬ٙٔ ٝ‫ؾبذت‬ ‫قس‬ . ‫ؾپؽ‬ ‫ثب‬ ٝ‫ر‬ٛ‫ت‬ ٝ‫ث‬ ‫یػٌی‬ٚ ‫بی‬ٞ ،َ‫ٔس‬ ‫اظ‬ ُٔ‫ا‬ٛ‫ػ‬ ‫ی‬ٟ‫جی‬ٙ‫ت‬ ‫ثطای‬ ّٝ‫ٔمبث‬ ‫ثب‬ ‫زیت‬ٚ‫ٔحس‬ ‫ب‬ٞ ٜ‫اؾتفبز‬ ‫ثب‬ ‫ضا‬ ّٝ‫ٔؿئ‬ َ‫ٔس‬ ٚ ‫ٌطزیس‬ ‫ض‬ٍِٛ‫ا‬ ‫ی‬ ٓ‫ت‬ ٝٙ‫ی‬ٟ‫ث‬ ‫شضات‬ ْ‫اظزحب‬ ‫ؾبظی‬ ‫ز٘س‬ٕٛ٘ ُ‫ح‬ [ ٖ‫ٕىبضا‬ٞ ٚ ‫ؾّیٕب٘ی‬ 19 ‫ت‬ٟ‫ر‬ ‫ضا‬ ‫ٔسِی‬ ] ٚ ‫ٔؿیطیبثی‬ ٖ‫ظٔب‬ ُ‫ؾبی‬ٚ ‫سی‬ٙ‫ث‬ ٓٞ ‫ظیغ‬ٛ‫ت‬ ٚ ٝ‫٘مّی‬ ‫زض‬ ‫ضی‬ٚ‫ضط‬ ‫بی‬ٞ‫وبال‬ ٖ‫ظٔب‬ ‫ػّٕیبت‬ ٖ‫ثحطا‬ ‫اظ‬ ‫پؽ‬ ٝ٘‫ؾتب‬ٚ‫ثكطز‬ ‫أساز‬ .‫وطز٘س‬ ٝ‫اضائ‬ ، ‫زض‬ ٗ‫ای‬ َ‫ٔس‬ ‫آؾیت‬ ‫٘مبط‬ ‫ثبظزیس‬ ‫تطتیت‬ ٚ ‫أسازضؾب٘ی‬ ‫ٔؿیط‬ ٝٔ‫ثط٘ب‬ ٜ‫زیس‬ ‫ٔكرص‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ط‬ٞ ‫ؾظ‬ٛ‫ت‬ ‫٘تبیذ‬ .‫اؾت‬ ٜ‫قس‬ ٝ‫ث‬ ‫زؾت‬ ٜ‫آٔس‬ ‫ٔی‬ ٖ‫٘كب‬ ٞ‫ز‬ ‫زض‬ ‫ثب‬ ٚ ٍٕٗٞ‫٘ب‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫زیت‬ٚ‫ٔحس‬ ‫ز‬ٛ‫ر‬ٚ‫ثب‬ ‫س‬ ‫آؾیت‬ ٝ‫٘مغ‬ ‫ط‬ٞ ‫تمبضبی‬ ٗ‫تأٔی‬ ٗ‫ٌطفت‬ ‫٘ظط‬ ٚ ‫ٔمبزیط‬ ،ٜ‫زیس‬ ٝ‫ث‬ ‫ٔؿیط‬ ٝٔ‫ثط٘ب‬ ‫زؾت‬ ٝٙ‫وٕی‬ ٜ‫آٔس‬ ‫ػّٕیبت‬ ٖ‫پبیب‬ ٖ‫ظٔب‬ ‫أسازضؾب٘ی‬ ‫ٔی‬ ‫رت‬ٛٔ ‫ضا‬ ٝ‫آ٘چ‬ .‫ز‬ٛ‫ق‬ ‫الؼ‬ٚ ‫زض‬ ‫ی‬ ‫ت‬ ُ‫ٔؿبئ‬ ‫ع‬ٛ٘ ٗ‫ای‬ ٝ‫ث‬ ٖ‫ٔكتطیب‬ ‫تمبضب‬ ٖ‫ٔیعا‬ ‫زاضز‬ ‫ز‬ٛ‫ر‬ٚ ‫ص‬ ‫ضت‬ٛ ٖ‫ثیب‬ ‫غیطلغؼی‬ ٜ‫قس‬ ‫اتفبلبت‬ ٚ ‫تطافیه‬ ٓ‫حز‬ ٖ‫ٔیعا‬ ‫اؾبؼ‬ ‫ثط‬ ٗ‫ی‬ٙ‫ٕچ‬ٞ ٚ ‫اؾت‬ ٜ‫ربز‬ ،‫ای‬ ٖ‫ثیب‬ ‫غیطلغؼی‬ ‫٘یع‬ ٖ‫ٔكتطیب‬ ٗ‫ثی‬ ‫ظٔب٘ی‬ ّٝ‫فبص‬ ٜ‫قس‬ .‫اؾت‬ 3- FGVRPPD
  • 3. ‫ارائه‬ ‫مدل‬ ‫برنبمه‬ ‫ر‬ ‫یسی‬ ‫ر‬ ‫ی‬ ‫بض‬ ‫ی‬ ‫برا‬ ‫ی‬ ‫مسئله‬ ‫مسير‬ ‫ی‬ ‫بب‬ ‫ی‬ ‫وسيله‬ ‫نقليه‬ ‫چندمحصول‬ ‫ی‬ ‫بب‬ ‫پنجره‬ ‫زمبن‬ ‫ی‬ ‫فبزی‬ ‫تقبضبی‬ ‫و‬ 25 ‫دوم‬ ‫و‬ ‫بیست‬ ‫سال‬ – ‫شماره‬ 66 - ‫بهار‬ 9911 ‫جدٍل‬ ( 1 ) - ‫فبشی‬ ‫زٍؼ‬ ‫ثب‬ ‫لطعيت‬ ‫عدم‬ ‫حبلت‬ ‫دز‬ ِ‫ًملي‬ ِ‫ٍغيل‬ ‫هػيسیبثی‬ ُ‫حَش‬ ‫دز‬ ِ‫هؿبث‬ ‫همبالت‬ ٌْ‫پيؿ‬ ‫الگَزیتن‬ ‫بدی‬ ‫پطٍّؽ‬ ‫ّدف‬ ‫تبثع‬ ‫پطٍّؽ‬ ‫هفسٍضبت‬ ‫هٌجع‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ٝٙ‫ی‬ٟ‫ث‬ ‫شضات‬ ْ‫اظزحب‬ ‫ؾبظی‬ ٝٙ‫وٕی‬ ٖ‫وطز‬ ‫ربثزبیی‬ ٝٙ‫عی‬ٞ ٝ‫ث‬ ‫تمبضب‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ [ 8 ] ٝ‫ػ‬ٕٛٙٔ ‫ی‬ٛ‫رؿتز‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ربثزبیی‬ ٝٙ‫عی‬ٞ ٖ‫وطز‬ ٝٙ‫وٕی‬ ٝ‫ث‬ ‫تمبضب‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ [ 10 ] ‫تىبّٔی‬ ٓ‫ضیت‬ٍِٛ‫ا‬ - ‫تفبضّی‬ ‫ربثزبیی‬ ٝٙ‫عی‬ٞ ٖ‫وطز‬ ٝٙ‫وٕی‬ ‫تمبضب‬ ٝ‫ث‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ [ 11 ] ‫فطااثتىبضی‬ ٓ‫ضیت‬ٍِٛ‫ا‬ - ‫تطویجی‬ ‫ربثزبیی‬ ٝٙ‫عی‬ٞ ٖ‫وطز‬ ٝٙ‫وٕی‬ ٝ‫ث‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ [ 12 ] ‫غ٘تیه‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫تطویجی‬ ‫ؾفط‬ ٖ‫ظٔب‬ ٖ‫وطز‬ ُ‫حسال‬ ٖ‫ٔكتطیب‬ ‫ضضبیت‬ ٖ‫وطز‬ ‫حساوخط‬ ٝ‫ث‬ ‫ا٘تظبض‬ ٚ ‫ؾفط‬ ٖ‫ظٔب‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ [ 13 ] ٓ‫ضیت‬ٍِٛ‫ا‬ ALN ٖ‫ٔكتطیب‬ ‫ضضبیت‬ ٖ‫وطز‬ ‫حساوخط‬ ٚ ‫ثطزاقت‬ ٝ‫ث‬ ُ‫ی‬ٛ‫تح‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ [ 14 ] ‫غ٘تیه‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫تطویجی‬ ‫ربثزبیی‬ ٝٙ‫عی‬ٞ ٖ‫وطز‬ ٝٙ‫وٕی‬ ٝ‫ث‬ ‫تمبضب‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ [ 15 ] ‫تىطاضی‬ ‫اوتكبفی‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ذت‬ٛ‫ؾ‬ ‫ـ‬ٚ‫فط‬ ٖ‫وطز‬ ‫حساوخط‬ ٝ‫ث‬ ‫تمبضب‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ [ 16 ] ‫غ٘تیه‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫تىبّٔی‬ ٖ‫ٔكتطیب‬ ‫ضضبیت‬ ٖ‫وطز‬ ‫حساوخط‬ ٝ‫ث‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ [ 17 ] ٓ‫ضیت‬ٍِٛ‫ا‬ PSO ٚ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ٖ‫وطز‬ ٝٙ‫وٕی‬ ‫ضضبیت‬ ‫ٔكتطی‬ ‫سی‬ٙٔ ٝ‫ث‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ [ 18 ] ‫ـ‬ٚ‫ض‬ ‫ثب‬ ُ‫ح‬ ‫زل‬ ‫ی‬ ‫ك‬ lingo ٝٙ‫وٕی‬ ٖ‫ظٔب‬ ‫ظ٘ی‬ٚ ‫ع‬ٕٛ‫ٔز‬ ‫ؾبظی‬ ٝ‫ث‬ ‫تمبضب‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ [ 19 ] ُ‫ح‬ َ‫ز٘جب‬ ٝ‫ث‬ ‫ف‬ٞٚ‫پػ‬ ٝ‫ى‬ٙ‫ای‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ‫ثب‬ ّٝ‫ٔؿئ‬ ‫ا‬ ‫الؼی‬ٚ ‫ی‬ ‫ؿت‬ٞ ‫اثتسا‬ ، ٝ‫اؾت‬ٛ‫ذ‬ ٚ ‫ضبت‬ٚ‫ٔفط‬ ‫بی‬ٞ‫ٔتغیط‬ ٚ ٝ٘‫وبضذب‬ ‫بی‬ٞ ‫قطوت‬ ،‫ف‬ٞٚ‫پػ‬ ٗ‫ای‬ ٝ‫ضزٔغبِؼ‬ٛٔ .‫قس‬ ‫اؾترطاد‬ ‫الؼی‬ٚ .‫اؾت‬ ٖ‫لفّیطا‬ ‫زض‬ ‫ؾفبضـ‬ ‫زض‬ ‫تغییطات‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ‫ثب‬ ‫قطوت‬ ٗ‫ای‬ ْ‫ا٘زب‬ ،ٖ‫ٔكتطیب‬ ٝٔ‫ثط٘ب‬ ‫ض‬ ‫یعی‬ ُٕ‫ح‬ ُ‫٘م‬ٚ ُ‫ی‬ٛ‫تح‬ ‫ثطای‬ ٝ‫ث‬ ‫لغ‬ٛٔ ‫ٕیت‬ٞ‫ا‬ ‫حبئع‬ ‫ثؿیبض‬ ‫الت‬ٛ‫ٔحص‬ ‫اؾت‬ ‫تمبضبی‬ ‫ٔمساض‬ ٚ ٖ‫ٔكتطیب‬ ٚ ‫٘یؿت‬ ‫لغؼی‬ ٝ‫ث‬ ‫ضت‬ٛ‫ص‬ ‫ثب‬ ٗ‫ی‬ٙ‫ٕچ‬ٞ .‫اؾت‬ ‫فبظی‬ ‫ضقت‬ ‫ؼتی‬ٙ‫ص‬ ‫ط‬ٟ‫ق‬ ‫زض‬ ‫قطوت‬ ٗ‫ای‬ ‫رغطافیبیی‬ ّٝ‫فبص‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ٗ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ٚ ‫س‬ٙ‫ؿت‬ٞ ٖ‫طا‬ٟ‫ت‬ ‫زض‬ ٝ‫و‬ ‫ز‬ٛ‫ذ‬ ٖ‫ٔكتطیب‬ ‫ثب‬ ٜ‫ربز‬ ‫اتفبلبت‬ ‫آة‬ ‫ٔكىالت‬ ٚ ‫ای‬ ٗ‫ثی‬ ‫ظٔب٘ی‬ ّٝ‫فبص‬ ،‫ا‬ٛٞٚ ٚ ٜ‫ز‬ٛ‫ث‬ ‫لغؼیت‬ ْ‫ػس‬ ‫حبِت‬ ‫زض‬ ‫٘یع‬ ٖ‫لفّیطا‬ ‫قطوت‬ ٚ ٖ‫ٔكتطیب‬ ٝ‫ث‬ .‫ؿت‬ٞ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ ‫أب‬ ٖ‫ٕب‬ٞ ‫ض‬ٛ‫ع‬ ( َٚ‫رس‬ ‫زض‬ ٝ‫و‬ 1 ‫ٔی‬ ٜ‫س‬ٞ‫ٔكب‬ ) ‫زض‬ ،‫ز‬ٛ‫ق‬ ‫ف‬ٞٚ‫پػ‬ ‫اغّت‬ ،ٝ‫ٌصقت‬ ‫بی‬ٞ ٗ‫ثی‬ ‫ظٔب٘ی‬ ّٝ‫فبص‬ ٚ ‫تمبضب‬ ‫ٔمساض‬ ٖ‫ٔكتطیب‬ ٝ‫ث‬ ‫ضت‬ٛ‫ص‬ ٓٞ ٖ‫ظٔب‬ ‫لغؼیت‬ ْ‫ػس‬ ‫حبِت‬ ‫زض‬ ٖ‫ثیب‬ ٜ‫٘كس‬ ‫ؾفبضـ‬ ‫زلیك‬ ‫تؼساز‬ ٖ‫ز‬ٛ‫٘ج‬ ‫ٔكرص‬ ٝ‫ر‬ٛ‫ت‬ ‫ثب‬ ‫الغ‬ٚ‫زض‬ .‫اؾت‬ ‫ب‬ٞ ُ‫ی‬ٛ‫تح‬ ٝ‫ث‬ ‫ٔكتطی‬ ‫حؿبؾیت‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ‫ثب‬ ٚ ‫ٔكتطی‬ ‫ی‬ٛ‫ؾ‬ ‫اظ‬ ٝ‫ث‬ ‫تمبضبی‬ ٗ‫ی‬ٙ‫ٕچ‬ٞ ٚ ٖ‫ٔكتطیب‬ ٗ‫ثی‬ ‫ظٔب٘ی‬ ّٝ‫فبص‬ ‫وبال‬ ‫لغ‬ٛٔ ‫ٔی‬ ،ٖ‫ایكب‬ ٝ‫ث‬ ‫ثبیؿت‬ ٝ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ ‫ٔی‬ ‫ِصا‬ .‫قس‬ َ‫ٔس‬ ‫اظ‬ ٜ‫اؾتفبز‬ ٚ ‫اقطاف‬ ‫ثب‬ ‫تغ‬ ٗ‫ثیكتطی‬ ٝ‫و‬ ‫ز‬ٛ‫ر‬ٛٔ ‫بی‬ٞ ‫بثك‬ ٝ‫اضائ‬ َ‫ٔس‬ ،‫س‬ٙ‫ثبق‬ ٝ‫زاقت‬ ّٝ‫ٔؿئ‬ ‫ثب‬ ‫ضا‬ ٚ ٖ‫یب‬ ‫ؾظ‬ٛ‫ت‬ ٜ‫قس‬ ً٘ٚ [ 18 ٝ‫ث‬ ‫ضا‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫ز‬ٛ‫ذ‬ ‫تحمیك‬ ‫زض‬ ٝ‫و‬ ] ‫زض‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ ‫ز٘س‬ٛ‫ث‬ ٝ‫ٌطفت‬ ‫٘ظط‬ [ ٖ‫ٕىبضا‬ٞ ٚ ‫قی‬ َ‫ٔس‬ ٚ 15 ] ‫تمبضبی‬ ٝ‫و‬ ٝ‫ث‬ ‫ضا‬ ٖ‫ٔكتطیب‬ ‫ثب‬ ٚ ‫ا٘تربة‬ ‫ز٘س‬ٛ‫ث‬ ٝ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ‫فبظی‬ ‫ضت‬ٛ‫ص‬ ٖ‫آ‬ ‫اظ‬ ْ‫ب‬ِٟ‫ا‬ ‫ز‬ .‫قس‬ ٜ‫زاز‬ ٝ‫ؾؼ‬ٛ‫ت‬ ‫رسیسی‬ َ‫ٔس‬ ‫ب‬ٞ ‫سف‬ٞ ‫تبثغ‬ ‫ض‬ ‫یئت‬ٞ ٚ ُٔ‫ػب‬ ‫ٔسیطیت‬ ‫٘ظط‬ ‫ثب‬ ‫٘یع‬ ،‫قطوت‬ ٜ‫ٔسیط‬ ٝٙ‫وٕی‬ ‫ؾبظی‬ ٖ‫ز‬ٕٛ٘ ٝٙ‫ثیكی‬ ٚ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫ؾظ‬ٛ‫ت‬ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ُ‫قى‬ .‫اؾت‬ ٝ‫لطاضٌطفت‬ ‫ٔس٘ظط‬ ‫ٔكتطی‬ ‫ضضبیت‬ ( 1 ) ٝ‫ث‬ ‫ض‬ٛ‫ظ‬ٙٔ .‫اؾت‬ ٜ‫ٌطزیس‬ ٓ‫ضؾ‬ ‫ضیبضی‬ َ‫ٔس‬ ٝ‫ؾؼ‬ٛ‫ت‬ ‫تط‬ٟ‫ث‬ ‫زضن‬
  • 4. ‫ارائه‬ ‫مدل‬ ‫برنبمه‬ ‫ر‬ ‫یسی‬ ‫ر‬ ‫ی‬ ‫بض‬ ‫ی‬ ‫برا‬ ‫ی‬ ‫مسئله‬ ‫مسير‬ ‫ی‬ ‫بب‬ ‫ی‬ ‫وسيله‬ ‫نقليه‬ ‫چندمحصول‬ ‫ی‬ ‫بب‬ ‫پنجره‬ ‫زمبن‬ ‫ی‬ ‫فبزی‬ ‫تقبضبی‬ ‫و‬ ‫سال‬ ‫دوم‬ ‫و‬ ‫بیست‬ – ‫شماره‬ 66 - ‫بهار‬ 9911 22 ‫ساف‬ٞ‫ا‬ ٚ ‫ضبت‬ٚ‫ٔفط‬ ‫ٔمبال‬ ٝ‫پبی‬ ‫ت‬ ٖ‫ٕىبضا‬ٞ ٚ ‫قی‬ ِٝ‫ٔمب‬ 1 - ٖ‫ٔكتطیب‬ ٚ ٛ‫زپ‬ ٖ‫ٔىب‬ ٖ‫ز‬ٛ‫ث‬ ٗ‫ٔؼی‬ 2 - ّٝ‫ٔؿئ‬ ٖ‫ز‬ٛ‫ث‬ ‫یب‬ٛ‫پ‬ 3 - ٖ‫ٔكتطیب‬ ‫تمبضبی‬ ٖ‫ز‬ٛ‫ث‬ ‫فبظی‬ 4 - ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ٖ‫ز‬ٛ‫ث‬ ‫لغؼی‬ ٖ‫ٔكتطیب‬ 5 - ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ٖ‫ز‬ٛ‫ث‬ ٍٕٗٞ 6 - ٚ‫زض‬ٛ‫ذ‬ ‫ظطفیت‬ ٖ‫ز‬ٛ‫ث‬ ‫ز‬ٚ‫ٔحس‬ 7 - :‫سف‬ٞ ‫تبثغ‬ ٝٙ‫عی‬ٞ ٖ‫وطز‬ ٝٙ‫وٕی‬ ‫ربثزبیی‬ ٝٙ‫عی‬ٞ ٚ ٝ‫ِی‬ٚ‫ا‬ ِٝ‫ٔمب‬ ً٘ٚ ٚ ٖ‫یب‬ 1 - ٖ‫ٔكتطیب‬ ٚ ٛ‫زپ‬ ٖ‫ٔىب‬ ٖ‫ز‬ٛ‫ث‬ ٗ‫ٔؼی‬ 2 - ٖ‫ٔكتطیب‬ ‫تمبضبی‬ ٖ‫ز‬ٛ‫ث‬ ‫لغؼی‬ 3 - ٖ‫ٔكتطیب‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ٖ‫ز‬ٛ‫ث‬ ‫فبظی‬ 4 - ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ٖ‫ز‬ٛ‫ث‬ ٍٕٗٞ 5 - ٚ‫زض‬ٛ‫ذ‬ ‫ظطفیت‬ ٖ‫ز‬ٛ‫ث‬ ‫ز‬ٚ‫ٔحس‬ 6 - ‫ته‬ ٖ‫ز‬ٛ‫ث‬ ‫ِی‬ٛ‫ٔحص‬ 7 - :‫سف‬ٞ ‫تبثغ‬ ‫ٔؿبفت‬ ٖ‫وطز‬ ٝٙ‫وٕی‬ ٖ‫وطز‬ ٝٙ‫ثیكی‬ ٚ ٜ‫قس‬ ‫عی‬ ‫ضضبیت‬ ‫ٔكتطی‬ ‫سی‬ٙٔ ‫ساف‬ٞ‫ا‬ ٚ ‫ضبت‬ٚ‫ٔفط‬ ٝ‫ؾؼ‬ٛ‫ت‬ ٔ ٝ‫یبفت‬ ٝ‫پبی‬ ‫مبالت‬ 1 - ٖ‫ٔكتطیب‬ ٚ ٛ‫زپ‬ ٖ‫ٔىب‬ ٖ‫ز‬ٛ‫ث‬ ٗ‫ٔؼی‬ 2 - ٖ‫ٔكتطیب‬ ‫تمبضبی‬ ٖ‫ز‬ٛ‫ث‬ ‫فبظی‬ 3 - ٖ‫ٔكتطیب‬ ‫ظٔب٘ی‬ ّٝ‫فبص‬ ٖ‫ز‬ٛ‫ث‬ ‫فبظی‬ 4 - ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ٖ‫ز‬ٛ‫ث‬ ٍٕٗٞ 5 - ٚ‫زض‬ٛ‫ذ‬ ‫ظطفیت‬ ٖ‫ز‬ٛ‫ث‬ ‫ز‬ٚ‫ٔحس‬ 6 - ‫ٔست‬ ٖ‫ز‬ٛ‫ث‬ ‫ز‬ٚ‫ٔحس‬ ‫ٔؿبفطت‬ ٖ‫ظٔب‬ 7 - ٖ‫ز‬ٛ‫ث‬ ‫ِی‬ٛ‫ٔحص‬ ‫س‬ٙ‫چ‬ 8 - ‫عی‬ ‫ٔؿبفت‬ ٖ‫وطز‬ ٝٙ‫وٕی‬ :‫سف‬ٞ ‫تبثغ‬ ٜ‫قس‬ ‫ضضبیت‬ ٝٙ‫ثیكی‬ ‫سی‬ٙٔ ‫ثط‬ ‫ٔكتطی‬ ٝ‫ظ٘م‬ٚ‫ش‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫اؾبؼ‬ ‫ای‬ 9 - :‫سف‬ٞ ‫تبثغ‬ ‫ٔؿبفت‬ ٖ‫وطز‬ ٝٙ‫وٕی‬ ‫ؾکل‬ ( 1 ) - ‫ؾوب‬ ‫ی‬ ‫کل‬ ‫ی‬ ‫ز‬ ‫هدل‬ ‫اش‬ ‫ی‬ ‫بض‬ ‫ی‬ ‫تحم‬ ‫ي‬ ‫ك‬ 2 - ‫ثيبى‬ ِ‫هػئل‬ ٝ‫ػ‬ٕٛ‫ٔز‬ ّٝ‫ٔؿئ‬ ٗ‫ای‬ ‫زض‬ ٖ‫لفّیطا‬ ‫قطوت‬ ٖ‫ٔكتطیب‬ ‫اظ‬ ‫ای‬ ‫ٔرتّف‬ ‫٘مبط‬ ‫زض‬ ٝ‫و‬ ‫زاض٘س‬ ‫ز‬ٛ‫ر‬ٚ ٜ‫س‬ٙ‫پطاو‬ ‫رغطافیبیی‬ ٜ‫قس‬ .‫ا٘س‬ ‫ثبضی‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫اظ‬ ‫ٌب٘ی‬ٚ‫٘ب‬ ‫زاضای‬ ‫قطوت‬ ٝ‫و‬ ‫اؾت‬ ٍٕٗٞ .‫ثطاثط٘س‬ ٚ ‫ٔكرص‬ ‫ظ٘ی‬ٚ ‫ظطفیت‬ ‫زاضای‬ ‫ٔتمبضی‬ ،ٖ‫ٔكتطیب‬ ٖ‫ظ‬ٚ ‫ثب‬ ‫وبال‬ ‫س‬ٙ‫چ‬ ٝ‫ث‬ ‫ضا‬ ٖ‫تمبضبیكب‬ ٝ‫و‬ ‫س‬ٙ‫ؿت‬ٞ ‫ٔرتّف‬ ‫بی‬ٞ ‫ض‬ٛ‫ع‬ ٜ‫٘ىطز‬ ْ‫اػال‬ ‫لغؼی‬ ‫ؾفط‬ ٖ‫ظٔب‬ ،‫ٔؿیط‬ َٛ‫ع‬ ‫زض‬ ٗ‫ی‬ٙ‫ٕچ‬ٞ .‫ا٘س‬ ‫ا‬ٛ‫ػ‬ ُ‫زِی‬ ٝ‫ث‬ ٖ‫ٔكتطیب‬ ٗ‫ثی‬ ‫س‬ٙ٘‫ٔب‬ ‫ٔحیغی‬ ٚ ‫عجیؼی‬ ُٔ ٝ‫ث‬ ،ٖ‫ثبضا‬ ٚ ‫تطافیه‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ .‫٘یؿت‬ ‫ٔكرص‬ ‫لغؼی‬ ‫ض‬ٛ‫ع‬ ‫س‬ٙ‫ٕ٘بی‬ ‫حطوت‬ ٝ‫ث‬ ‫ع‬ٚ‫قط‬ ‫قطوت‬ ُ‫ٔح‬ ‫زض‬ ‫ٔطوعی‬ ‫ا٘جبض‬ ‫اظ‬ ‫ثبیس‬ ‫یؽ‬ٚ‫ؾط‬ ‫اظ‬ ‫پؽ‬ ٚ ‫ا٘جبض‬ ٝ‫ث‬ ٜ‫ثبض‬ٚ‫ز‬ ٝ‫ع‬ٛ‫ٔطث‬ ٖ‫ٔكتطیب‬ ٝ‫ث‬ ‫ی‬ٞ‫ز‬ ‫ثطای‬ .‫ثطٌطز٘س‬ ‫ؾبظ‬ ‫حساوخط‬ ‫ضضبیت‬ ‫ی‬ ‫ٔغبثك‬ ٖ‫ٔكتطیب‬ ‫سی‬ٙٔ ( ُ‫قى‬ 2 ٘‫ظ‬ٚ‫ش‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫اظ‬ ) ٜ‫اؾتفبز‬ ٝ‫م‬ ‫ط‬ٞ ،‫اؾت‬ ٜ‫قس‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫ٔكتطی‬ ُ‫قى‬ ٝ‫ث‬ ٝ‫ظ٘م‬ٚ‫ش‬ ‫فبظی‬ ‫ػسز‬ ‫یه‬ ‫زاضز‬ ‫ای‬ ‫ضضبیت‬ ٖ‫آ‬ ‫زض‬ ٝ‫و‬ ٗ‫تطی‬ٟ‫ث‬ ‫زض‬ ‫ٔكتطی‬ ‫سی‬ٙٔ ( ‫حبِت‬ 1 ) ‫اؾت‬ ٖ‫ٔیعا‬ ،‫ٔكتطی‬ ‫ا٘تظبض‬ ‫ضز‬ٛٔ ٖ‫ظٔب‬ ‫اظ‬ ‫ثؼس‬ ٚ ُ‫لج‬ ‫زض‬ ٚ ‫ضضبیت‬ ‫سی‬ٙٔ ‫ف‬ٞ‫وب‬ ٚ ٝ‫یبفت‬ ٝ‫ث‬ ‫تسض‬ ( ‫ؾٕت‬ ٝ‫ث‬ ‫یذ‬ 0 ُ‫ٔی‬ ) ‫ٔی‬ .‫س‬ٙ‫و‬ ( ‫ؾکل‬ 2 ) ُ‫پٌجس‬ ً‫شهب‬ ‫ی‬ ‫فبش‬ ‫ی‬ ِ‫ذٍشًم‬ ‫ا‬ ‫زضبیت‬ ‫غطح‬ ِ‫ث‬ ‫هسثَط‬ ‫ی‬ ‫هؿتسی‬ ‫هفسٍضبت‬ ‫هدل‬ :‫اغت‬ ‫شیس‬ ‫ؾسح‬ ِ‫ث‬  ٝ‫ٌطفت‬ ‫٘ظط‬ ‫زض‬ ‫ا٘جبض‬ ‫یه‬ ‫فمظ‬ ‫ٔی‬ ‫ز‬ٛ‫ق‬ .  ‫ع‬ٚ‫قط‬ ‫ا٘جبض‬ ‫اظ‬ ‫ضا‬ ‫ز‬ٛ‫ذ‬ ‫ؾفط‬ ‫ثبیس‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ط‬ٞ ‫یؽ‬ٚ‫ؾط‬ ‫اظ‬ ‫ثؼس‬ ٚ ٜ‫وطز‬ ‫ا٘جبض‬ ٝ‫ث‬ ٖ‫ٔكتطیب‬ ٝ‫ث‬ ‫ی‬ٞ‫ز‬ .‫ثطٌطزز‬  ‫ٔی‬ ٍٕٗٞ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫تٕبٔی‬ ‫زاضای‬ ٚ ‫س‬ٙ‫ثبق‬ .‫ز٘س‬ٚ‫ٔحس‬ ‫ظطفیت‬  ‫ٔكتط‬ ‫ٔی‬ ٖ‫یب‬ ٖ‫ظ‬ٚ ‫ثب‬ َٛ‫ٔحص‬ ‫س‬ٙ‫چ‬ ‫س‬ٙ٘‫ا‬ٛ‫ت‬ ‫بی‬ٞ .‫س‬ٙ‫ٕ٘بی‬ ‫تمبضب‬ ‫ٔرتّف‬  ‫فبظی‬ ‫ع‬ٛ٘ ‫اظ‬ ‫غیطلغؼی‬ ‫تمبضبی‬ ‫زاضای‬ ٖ‫ٔكتطیب‬ ‫ٔی‬ .‫س‬ٙ‫ثبق‬  ‫ع‬ٛ٘ ‫اظ‬ ‫لغؼیت‬ ْ‫ػس‬ ‫زاضای‬ ٖ‫ٔكتطیب‬ ٗ‫ثی‬ ‫ؾفط‬ ٖ‫ظٔب‬ .‫اؾت‬ ‫فبظی‬  .‫اؾت‬ ‫ٔكرص‬ ٖ‫ٔكتطیب‬ ٗ‫ثی‬ ‫ٔؿبفت‬  .‫اؾت‬ ‫ٔكرص‬ ‫ٔكتطی‬ ‫ط‬ٞ ٗ‫ثی‬ ‫ربثزبیی‬ ٝٙ‫عی‬ٞ
  • 5. ‫ارائه‬ ‫مدل‬ ‫برنبمه‬ ‫ر‬ ‫یسی‬ ‫ر‬ ‫ی‬ ‫بض‬ ‫ی‬ ‫برا‬ ‫ی‬ ‫مسئله‬ ‫مسير‬ ‫ی‬ ‫بب‬ ‫ی‬ ‫وسيله‬ ‫نقليه‬ ‫چندمحصول‬ ‫ی‬ ‫بب‬ ‫پنجره‬ ‫زمبن‬ ‫ی‬ ‫فبزی‬ ‫تقبضبی‬ ‫و‬ 25 ‫دوم‬ ‫و‬ ‫بیست‬ ‫سال‬ – ‫شماره‬ 66 - ‫بهار‬ 9911 :‫پبزاهتسّب‬ ‫ب‬ٞ‫پبضأتط‬ ‫بی‬ٞ‫ٔتغیط‬ ٚ ‫ظیط‬ ‫قطح‬ ٝ‫ث‬ ّٝ‫ٔؿئ‬ ‫ا‬ ‫ؾت‬ : v ‫تؼساز‬ : ‫اع‬ٛ٘‫ا‬ ُ‫ؾبی‬ٚ ٝ‫٘مّی‬ p ‫تؼساز‬ : ‫اع‬ٛ٘‫ا‬ ‫الت‬ٛ‫ٔحص‬ n : ‫تؼساز‬ ‫اع‬ٛ٘‫ا‬ ٖ‫ٔكتطیب‬ k : ‫ا٘س‬ ‫یؽ‬ ‫اع‬ٛ٘‫ا‬ ُ‫ؾبی‬ٚ ّ‫٘م‬ ٝ‫ی‬ e : ‫ا٘س‬ ‫یؽ‬ ‫اع‬ٛ٘‫ا‬ ‫الت‬ٛ‫ٔحص‬ i,j : ‫ا٘سیؽ‬ ‫اع‬ٛ٘‫ا‬ ‫ٔكتط‬ ( ٖ‫یب‬ n ‫٘كبٍ٘ط‬ ٛ‫زپ‬ ‫اؾت‬ ) ̃ : ‫لبضبی‬ ‫فبظی‬ َٛ‫ٔحص‬ ‫ع‬ٛ٘ e ‫زض‬ ٝ‫٘مغ‬ i ٗ‫زتطی‬ٚ‫ظ‬ : ٖ‫ظٔب‬ ٗ‫ٕٔى‬ ُ‫لج‬ ‫اظ‬ ٖ‫ظٔب‬ ُ‫ی‬ٛ‫تح‬ ‫الؼی‬ٚ ‫ثطای‬ ‫ٔكتطی‬ i ‫زض‬ ٜ‫زط‬ٙ‫پ‬ ‫ظٔب٘ی‬ α : ُ‫حسال‬ ٖ‫ظٔب‬ ُ‫ی‬ٛ‫تح‬ ‫ثطای‬ ‫ٔكتطی‬ i ‫زض‬ ٜ‫زط‬ٙ‫پ‬ ‫ظٔب٘ی‬ α ‫حساوخط‬ : ٖ‫ظٔب‬ ُ‫ی‬ٛ‫تح‬ ‫ثطای‬ ‫ٔكتطی‬ i ‫زض‬ ٜ‫زط‬ٙ‫پ‬ ‫ظٔب٘ی‬ α : ٗ‫زیطتطی‬ ٖ‫ظٔب‬ ٗ‫ٕٔى‬ ‫ثؼس‬ ‫اظ‬ ٖ‫ظٔب‬ ُ‫ی‬ٛ‫تح‬ ‫ثطای‬ ‫ٔكتطی‬ i ‫زض‬ ٜ‫زط‬ٙ‫پ‬ ‫ظٔب٘ی‬ α : ‫ظطفیت‬ ‫ظٔب٘ی‬ ٚ‫زض‬ٛ‫ذ‬ ّٝ‫ؾی‬ٚ ُٕ‫ح‬ ُ‫٘م‬ٚ , - : ٜ‫زط‬ٙ‫پ‬ ‫ظٔب٘ی‬ ‫فبظی‬ ‫ثطای‬ ٜ‫زط‬ٙ‫پ‬ ‫ظٔب٘ی‬ α ‫ثطای‬ ‫ٔكتطی‬ : ٖ‫ظٔب‬ ‫ع‬ٚ‫قط‬ ‫یؽ‬ٚ‫ؾط‬ ٖ‫زاز‬ ّٝ‫ؾی‬ٚ ٝ‫٘مّی‬ ٝ‫ث‬ ‫ٔكتطی‬ i : ‫ٔست‬ ٖ‫ظٔب‬ ‫یؽ‬ٚ‫ؾط‬ ّٝ‫ؾی‬ٚ ٝ‫٘مّی‬ ٝ‫ث‬ ‫ٔكتطی‬ i ̃ : ٖ‫ٔب‬ ‫ربثزبیی‬ ‫اظ‬ ‫ٔكتطی‬ i ٝ‫ث‬ ‫ٔكتطی‬ j cap ‫ظطفیت‬ : ُٕ‫ح‬ ُ‫ؾبی‬ٚ ٝ‫٘مّی‬ ‫ثطحؿت‬ ْ‫ٌط‬ّٛ‫وی‬ : ٖ‫ظ‬ٚ ‫ط‬ٞ ‫احس‬ٚ َٛ‫ٔحص‬ ‫ع‬ٛ٘ e ‫ث‬ ٝ ْ‫ٌط‬ّٛ‫وی‬ ‫اػس‬ : ‫از‬ ٖ‫ٔكتطیب‬ ‫زاضای‬ ٜ‫زط‬ٙ‫پ‬ ‫ظٔب٘ی‬ ٝٙ‫عی‬ٞ : ‫ربثزبیی‬ ‫اظ‬ ‫ٔكتطی‬ i ٝ‫ث‬ ‫ٔكتطی‬ j ّٝ‫فبص‬ : ‫ٔىب٘ی‬ ٗ‫ٔبثی‬ ‫ٔكتطی‬ i ‫ٔكتط‬ ٚ ‫ی‬ j ‫ثب‬ ‫ؾفط‬ ٓ‫ٔؿتمی‬ ٗ‫ثی‬ ٖ‫آ‬ ‫ب‬ٞ :‫تصوين‬ ‫هتغيس‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ثب‬ ‫اٌط‬ : k ٗ‫ثی‬ ، ‫ٔكتطی‬ i ٚ j ‫ضخ‬ ‫ربثزبیی‬ ‫س‬ٞ‫ز‬ ‫یه‬ ‫ضت‬ٛ‫ص‬ٙ‫ای‬ ‫غیط‬ ‫زض‬ ٚ ‫صفط‬ : ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫زض‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ٌط‬ a ‫ٔكتطی‬ ٝ‫ث‬ i ‫س‬ٞ‫ز‬ ‫ذسٔت‬ ‫یه‬ ‫غیط‬ ‫زض‬ ، ‫ا‬ ‫ی‬ ٗ ‫ضت‬ٛ‫ص‬ ‫صفط‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫اٌط‬ : k َٛ‫ٔحص‬ ‫ربثزبیی‬ e ‫ضا‬ ٜ‫س‬ٟ‫ػ‬ ٝ‫ث‬ ‫ثٍیطز‬ ‫یه‬ ‫غیط‬ ‫زض‬ ، ‫ا‬ ‫ی‬ ٗ ‫ضت‬ٛ‫ص‬ ‫صفط‬ ِ‫ازائ‬ :‫زیبضی‬ ‫هدل‬ ( َٚ‫ا‬ ‫سف‬ٞ ٝ‫و‬ ‫زاضز‬ ‫اصّی‬ ‫سف‬ٞ ٚ‫ز‬ َ‫ٔس‬ ٗ‫ای‬ ِٝ‫ٔؼبز‬ 2 ) ‫ٔؿبفت‬ ٖ‫وطز‬ ٝٙ‫وٕی‬ ‫ع‬ ‫ی‬ ٜ‫قس‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ؿت‬ٞ ‫سف‬ٞ ٚ ِٝ‫(ٔؼبز‬ ْٚ‫ز‬ 3 ‫ثب‬ ٖ‫ٔكتطیب‬ ‫ضضبیت‬ ٗ‫ٔیبٍ٘ی‬ ٖ‫وطز‬ ٝٙ‫ثیكی‬ ) ‫تؼطیف‬ ‫فبظی‬ ٝ‫ضاثغ‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ِٝ‫ٔؼبز‬ ‫زض‬ ٜ‫قس‬ ( 1 ) ‫اؾت‬ . ( 1 ) ( ) { ( 2 ) ∑ ∑ ∑ ( 3 ) ∑ ( ) subject to: ( 4 ) ∑ ( 5 ) ∑ ( 6 ) ∑ ∑ ( 7 ) ∑ ∑ ( 8 ) ∑ ∑ ̃ [∑ ] ( 9 ) ∑ ∑ ̃ ( 10 ) ∑ ∑ ̃ ( )
  • 6. ‫ارائه‬ ‫مدل‬ ‫برنبمه‬ ‫ر‬ ‫یسی‬ ‫ر‬ ‫ی‬ ‫بض‬ ‫ی‬ ‫برا‬ ‫ی‬ ‫مسئله‬ ‫مسير‬ ‫ی‬ ‫بب‬ ‫ی‬ ‫وسيله‬ ‫نقليه‬ ‫چندمحصول‬ ‫ی‬ ‫بب‬ ‫پنجره‬ ‫زمبن‬ ‫ی‬ ‫فبزی‬ ‫تقبضبی‬ ‫و‬ ‫سال‬ ‫دوم‬ ‫و‬ ‫بیست‬ – ‫شماره‬ 66 - ‫بهار‬ 9911 25 ( 11 ) * + ( 12 ) {∑ ( ̃ ) } ( 13 ) ∑ ( 14 ) ∑( ̃ ) ( 15 ) ∑ ( 16 ) ( 17 ) * + ( 18 ) ( ‫زیت‬ٚ‫ٔحس‬ 4 ٗ‫تؼیی‬ ‫ضا‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫ثبضٌیطی‬ ‫قطایظ‬ ) ٔ ‫ی‬ ‫س‬ٙ‫و‬ ‫ا٘جبض‬ ‫اظ‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ٝ‫و‬ (i=0) ‫حطوت‬ ٝ‫ث‬ ‫ع‬ٚ‫قط‬ ( ‫زیت‬ٚ‫ٔحس‬ .‫ٕ٘بیس‬ 5 ٗ‫تؼیی‬ ‫٘یع‬ ) ٔ ‫ی‬ ‫س‬ٙ‫و‬ ٝ‫ث‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ٝ‫و‬ ‫ا٘جبض‬ (j=0) ‫زیت‬ٚ‫ٔحس‬ .‫ثطٌطز٘س‬ ( ‫بی‬ٞ 6 ٚ 7 ) ‫تؼ‬ ‫یی‬ ٗ ٜ‫س‬ٙٙ‫و‬ ‫قطایغی‬ ٔ ‫ی‬ ‫س‬ٙ‫ثبق‬ ُ‫ؾبی‬ٚ ‫ؾفط‬ َٛ‫ع‬ ‫زض‬ ٖ‫ٔكتطیب‬ ْ‫تٕب‬ ٝ‫و‬ ‫اضز‬ٚ ‫ٔكتطی‬ ‫ط‬ٞ ٝ‫ث‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ٝ‫ى‬ٙ‫ای‬ ٚ ‫٘س‬ٛ‫ق‬ ‫ثبظزیس‬ ٝ‫٘مّی‬ ‫ٔی‬ ‫ز‬ٛ‫ق‬ ( ‫زیت‬ٚ‫ٔحس‬ .‫ٌطزز‬ ‫ذبضد‬ ‫ٔكتطی‬ ٖ‫ٕب‬ٞ ‫اظ‬ 8 ‫٘كبٍ٘ط‬ ) ،‫اؾت‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫ظ٘ی‬ٚ ‫ظطفیت‬ ٝ‫ث‬ ‫ض‬ٛ‫ع‬ ‫ی‬ ٝ‫و‬ ‫ع‬ٕٛ‫ٔز‬ ُ‫حبص‬ ‫ضطة‬ ٝ‫و‬ ‫تمبضب‬ ٖ‫ٔیعا‬ ٝ‫ث‬ ‫ضت‬ٛ‫ص‬ ‫فبظی‬ ‫ث‬ ‫ی‬ ٖ‫ب‬ ٜ‫قس‬ ‫زض‬ ، َٛ‫ٔحص‬ ٖ‫ظ‬ٚ ‫ثیكتط‬ ‫٘جبیس‬ .‫ثبقس‬ ٚ‫زض‬ٛ‫ذ‬ ‫ظطفیت‬ ‫اظ‬ ‫زیت‬ٚ‫ٔحس‬ ( ‫بی‬ٞ 9 ٚ 10 ‫زاض٘س‬ َ‫تط‬ٙ‫و‬ ‫تحت‬ ‫ضا‬ ‫زیت‬ٚ‫ٔحس‬ ٗ‫ای‬ ) ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫آیب‬ ٝ‫و‬ (K) َٛ‫ٔحص‬ ُ‫ی‬ٛ‫تح‬ (e) ٜ‫س‬ٟ‫ػ‬ ‫ثط‬ ‫ضا‬ ‫ٔی‬ ‫ٌیطز‬ ( ‫زیت‬ٚ‫ٔحس‬ .ٝ٘ ‫یب‬ 11 ‫ٔی‬ َ‫تط‬ٙ‫و‬ ) ٗ‫زتطی‬ٚ‫ظ‬ ٝ‫و‬ ‫س‬ٙ‫و‬ ٖ‫ظٔب‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ُ‫ی‬ٛ‫تح‬ ( 1 + α ُ‫ی‬ٛ‫تح‬ ٖ‫ظٔب‬ ٗ‫زیطتطی‬ ‫اظ‬ ) ( ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ α ) ‫ثعضي‬ ‫تط‬ ‫زیت‬ٚ‫ٔحس‬ .‫ثبقس‬ ( ‫بی‬ٞ 12 ) ٚ ( 13 ) ‫ا‬ ‫ی‬ ٗ ‫ضا‬ ٖ‫ب‬ٙ‫اعٕی‬ ٔ ‫ی‬ ‫س‬ٙٞ‫ز‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫زض‬ ‫ٔكتطی‬ ٝ‫و‬ .‫س‬ٙ‫و‬ ‫زضیبفت‬ ‫یؽ‬ٚ‫ؾط‬ ‫ز‬ٛ‫ذ‬ ‫ز‬ٚ‫ٔحس‬ ‫ی‬ ‫ت‬ ( 14 ‫ظطفیت‬ ‫٘كبٍ٘ط‬ ) .‫اؾت‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫ظٔب٘ی‬ ‫ز‬ٚ‫ٔحس‬ ‫ی‬ ‫ت‬ ( 15 ‫ضا‬ ٖ‫ب‬ٙ‫اعٕی‬ ٗ‫ای‬ ) ‫ٔی‬ ‫س‬ٞ‫ز‬ ‫ظٔب٘ی‬ ٜ‫زط‬ٙ‫پ‬ ‫زض‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ٝ‫و‬ ‫ٔكتطی‬ ٝ‫ث‬ i ‫یؽ‬ٚ‫ؾط‬ ‫ٔی‬ ‫س‬ٞ‫ز‬ ‫زیت‬ٚ‫ٔحس‬ . ( ‫بی‬ٞ 16 ) ٚ ( 17 ( ٚ ) 18 ) ٝٙٔ‫زا‬ ٗ‫تؼیی‬ ‫ضا‬ ‫ب‬ٞ‫ٔتغیط‬ ٔ ‫ی‬ ‫س‬ٙٙ‫و‬ . 3 - ِ‫هػئل‬ ‫حل‬ ‫ط‬ٟ‫ق‬ ‫زض‬ ‫الغ‬ٚ ٖ‫لفّیطا‬ ‫قطوت‬ ‫اعالػبت‬ ‫اظ‬ ‫ف‬ٞٚ‫پػ‬ ٗ‫ای‬ ‫زض‬ ‫ضقت‬ ‫ؼتی‬ٙ‫ص‬ ٜ‫اؾتفبز‬ ٜ‫قس‬ ‫ؾبظ‬ ٝ‫لغؼ‬ ‫قطوت‬ ‫یه‬ ٝ‫و‬ ‫اؾت‬ ‫ؾبظی‬ٚ‫زض‬ٛ‫ذ‬ ‫ؼت‬ٙ‫ص‬ ‫زض‬ ‫ؿت‬ٞ . ٗ‫ای‬ ‫ف‬ٞٚ‫پػ‬ ‫ثطای‬ ( ‫تؼساز‬ 7 ) ‫قطوت‬ ٗ‫ای‬ ‫ٔكتطی‬ ٝ‫و‬ ( ‫ثطای‬ 4 َٛ‫ٔحص‬ ) َٚ‫ا‬ ‫تبضید‬ ‫اظ‬ ‫ذطزاز‬ ( 1397 ) ‫تب‬ ( 30 ) ٜ‫تیطٔب‬ ( 1397 ) ‫ٌصاضی‬ ‫ؾفبضـ‬ ٜ‫ز‬ٕٛ٘ ،‫ا٘س‬ ‫عطح‬ ٜ‫قس‬ ‫ٔی‬ ُ‫ح‬ ٝٔ‫ازا‬ ‫زض‬ ٚ .‫ٌطزز‬ ‫تمبضبی‬ ٖ‫ٔیعا‬ ٖ‫ٔكتطیب‬ ٗ‫ای‬ ‫حبِت‬ ٝ‫ؾ‬ ‫زض‬ ‫ؾظ‬ٛ‫ٔت‬ ٚ ٝٙ‫وٕی‬ ،ٝٙ‫ثیكی‬ ‫٘ظط‬ ‫زض‬ ٝ‫ٌطفت‬ .‫اؾت‬ ٜ‫قس‬ ‫اظآ٘زبیی‬ ٝ‫و‬ ٖ‫اؾتب‬ ‫اظ‬ ‫ذبضد‬ ٖ‫ٔكتطیب‬ ‫تٕبٔی‬ ٖ‫ٌیال‬ ٔ ‫ی‬ ‫اؾت‬ ٗ‫ٕٔى‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫حطوت‬ ‫ٔؿیط‬ ‫زض‬ ٚ ‫س‬ٙ‫ثبق‬ ٛ‫ػ‬ ‫ثسی‬ ّٕٝ‫اظر‬ ‫أّی‬ ‫آة‬ ‫ا‬ٛٞٚ ،ْ‫اظزحب‬ ‫اظ‬ ُ‫حبص‬ ‫تطافیه‬ ٚ ‫اظ‬ ُ‫حبص‬ ‫تطافیه‬ ‫٘یع‬ ٚ ‫تصبزف‬ ‫عطح‬ ‫ب‬ٞ ‫سٌی‬ٙ٘‫ضا‬ ‫ٕبیی‬ٙٞ‫ضا‬ ‫ی‬ ،‫س‬ٙ‫ثبق‬ ُ‫زذی‬ ٖ‫ٔكتطیب‬ ٗ‫ای‬ ّٝ‫فبص‬ ‫ِصا‬ ٝ‫ث‬ ‫ضت‬ٛ‫ص‬ ‫فبظی‬ ٝ‫ؾ‬ ‫زض‬ ‫ـ‬ٛ‫ذ‬ ‫حبِت‬ ‫٘ظط‬ ‫زض‬ ٝ٘‫ب‬ٙ‫ثسثی‬ ٚ ‫ؾظ‬ٛ‫ٔت‬ ٚ ٝ٘‫ب‬ٙ‫ثی‬ ٝ‫ٌطفت‬ ٜ‫قس‬ .‫اؾت‬
  • 7. ‫ارائه‬ ‫مدل‬ ‫برنبمه‬ ‫ر‬ ‫یسی‬ ‫ر‬ ‫ی‬ ‫بض‬ ‫ی‬ ‫برا‬ ‫ی‬ ‫مسئله‬ ‫مسير‬ ‫ی‬ ‫بب‬ ‫ی‬ ‫وسيله‬ ‫نقليه‬ ‫چندمحصول‬ ‫ی‬ ‫بب‬ ‫پنجره‬ ‫زمبن‬ ‫ی‬ ‫فبزی‬ ‫تقبضبی‬ ‫و‬ 25 ‫دوم‬ ‫و‬ ‫بیست‬ ‫سال‬ – ‫شماره‬ 66 - ‫بهار‬ 9911 ‫جدٍل‬ ( 2 .) ‫ش‬ ‫هبى‬ ٍ‫غس‬ ‫ی‬ ‫ع‬ ّ‫د‬ ٍ ‫ی‬ ُ‫ثبش‬ َ‫تح‬ ‫ی‬ ‫ل‬ ‫کبل‬ ‫اشًظس‬ ‫هؿتس‬ ‫ی‬ ‫بى‬ ‫هؿتسی‬ ‫شهبى‬ ‫غسٍیع‬ ‫دّی‬ ‫شهبى‬ ‫شٍدتسیي‬ ‫تحَیل‬ ‫شهبى‬ ‫ثْتسیي‬ ‫تحَیل‬ ‫آغبش‬ ‫شهبى‬ ‫ثْتسیي‬ ‫تحَیل‬ ‫اًتْبی‬ ‫دیستسیي‬ ‫تحَیل‬ ‫شهبى‬ ٖ‫ایطا‬ ٚ‫زض‬ٛ‫ذ‬ 2 7 10 13 20 ٛ‫ایؿبو‬ 3 8 11 14 17 ‫لبِت‬ ‫ؼتی‬ٙ‫ص‬ ‫بی‬ٞ 1 8 11 14 18 ‫پبضؼ‬ ٚ‫زض‬ٛ‫ذ‬ 5 / 1 8 12 16 17 ‫ؾبیپب‬ 1 9 11 14 18 ‫ـ‬ٚ‫فط‬ ‫زفتط‬ 1 1 8 11 16 17 ‫ـ‬ٚ‫فط‬ ‫زفتط‬ 2 1 8 12 16 17 ( ‫جدٍل‬ 3 ٌِ‫ثيؿي‬ ٍ ‫هتَغط‬ ،ٌِ‫کوي‬ ‫هيصاى‬ .) ‫تمبضب‬ ‫ثسای‬ ‫هؿتسیبى‬ ‫ی‬ ‫هحصَال‬ ‫هحصَالت‬ ‫ٍشى‬ ُ‫ّوسا‬ ِ‫ث‬ ‫هتتل‬ ‫ت‬ ‫زدی‬ ‫هحصَل‬ ‫ه‬ ‫ؿتسی‬ ‫تمبضب‬ ‫لَالی‬ ‫تيجب‬ 2 :‫ٍشى‬ 0٫25 ‫کيلَگسم‬ ‫دزة‬ ‫لفل‬ 206 :‫ٍشى‬ 0٫5 ‫کيلَگسم‬ ‫دیٌبم‬ ِ‫پبی‬ :‫ٍشى‬ 1٫8 ‫کيلَگسم‬ ‫لَالی‬ ‫صٌدٍق‬ ‫عمت‬ ‫پساید‬ :‫ٍشى‬ 0٫1 ‫کيلَگسم‬ min ave max min ave max min ave max min ave max 1 ٖ‫ایطا‬ ٚ‫زض‬ٛ‫ذ‬ 0 0 0 1152 1536 1920 1260 2100 3360 0 0 0 2 ٛ‫ایؿبو‬ 0 0 0 816 1632 2448 300 600 900 0 0 0 3 ‫لبِت‬ ‫بی‬ٞ ‫ؼتی‬ٙ‫ص‬ 2100 4550 5950 0 0 0 0 0 0 500 600 800 4 ‫پبضؼ‬ ٚ‫زض‬ٛ‫ذ‬ 0 0 0 0 0 0 0 0 0 800 1120 1600 5 ‫ؾبیپب‬ 0 0 0 0 0 0 0 0 0 800 1400 1760 6 ‫ـ‬ٚ‫فط‬ ‫زفتط‬ 1 700 1400 2100 360 720 1440 200 400 600 204 306 510
  • 8. ‫ارائه‬ ‫مدل‬ ‫برنبمه‬ ‫ر‬ ‫یسی‬ ‫ر‬ ‫ی‬ ‫بض‬ ‫ی‬ ‫برا‬ ‫ی‬ ‫مسئله‬ ‫مسير‬ ‫ی‬ ‫بب‬ ‫ی‬ ‫وسيله‬ ‫نقليه‬ ‫چندمحصول‬ ‫ی‬ ‫بب‬ ‫پنجره‬ ‫زمبن‬ ‫ی‬ ‫فبزی‬ ‫تقبضبی‬ ‫و‬ ‫سال‬ ‫دوم‬ ‫و‬ ‫بیست‬ – ‫شماره‬ 66 - ‫بهار‬ 9911 25 ‫جدٍل‬ ( 4 .) ِ‫فبصل‬ ً‫شهب‬ ‫ی‬ ‫هؿتس‬ ‫ی‬ ‫بى‬ ‫دز‬ ِ‫غ‬ ‫حبلت‬ ‫خَؼ‬ ًِ‫ثيٌب‬ - ‫هتَغط‬ - ‫ثد‬ ‫ثي‬ ًِ‫ٌب‬ ‫غبعت‬ ‫ثسحػت‬ ‫ٔكتطی‬ ‫ایساى‬ ٍ‫خَدز‬ َ‫ایػبک‬ ‫لبلت‬ ‫ّبی‬ ‫صٌعتی‬ ‫پبزظ‬ ٍ‫خَدز‬ ‫غبیپب‬ ‫فسٍؼ‬ ‫دفتس‬ 1 ‫فسٍؼ‬ ‫دفتس‬ 2 ‫ـ‬ٛ‫ذ‬ ٝ٘‫ب‬ٙ‫ثی‬ ‫ؾظ‬ٛ‫ٔت‬ ٝ٘‫ب‬ٙ‫ثسثی‬ ‫ـ‬ٛ‫ذ‬ ٝ٘‫ب‬ٙ‫ثی‬ ‫ؾظ‬ٛ‫ٔت‬ ٝ٘‫ب‬ٙ‫ثسثی‬ ‫ـ‬ٛ‫ذ‬ ٝ٘‫ب‬ٙ‫ثی‬ ‫ؾظ‬ٛ‫ٔت‬ ٝ٘‫ب‬ٙ‫ثسثی‬ ‫ـ‬ٛ‫ذ‬ ٝ٘‫ب‬ٙ‫ثی‬ ‫ؾظ‬ٛ‫ٔت‬ ٝ٘‫ب‬ٙ‫ثسثی‬ ‫ـ‬ٛ‫ذ‬ ٝ٘‫ب‬ٙ‫ثی‬ ‫ؾظ‬ٛ‫ٔت‬ ٝ٘‫ب‬ٙ‫ثسثی‬ ‫ـ‬ٛ‫ذ‬ ٝ٘‫ب‬ٙ‫ثی‬ ‫ؾظ‬ٛ‫ٔت‬ ٝ٘‫ب‬ٙ‫ثسثی‬ ‫ـ‬ٛ‫ذ‬ ٝ٘‫ب‬ٙ‫ثی‬ ‫ؾظ‬ٛ‫ٔت‬ ٝ٘‫ب‬ٙ‫ثسثی‬ ٖ‫لفّیطا‬ 6 7 8 5 / 7 8 9 5 / 5 5 / 6 8 7 5 / 7 8 7 5 / 7 8 7 5 / 7 8 5 / 7 8 5 / 8 ٖ‫ایطا‬ ٚ‫زض‬ٛ‫ذ‬ 0 0 0 1 2 3 5 / 1 2 5 / 2 5 / 0 1 5 / 1 1 5 / 1 2 3 5 / 3 4 5 / 3 4 5 / 4 ٛ‫ایؿبو‬ 1 2 3 0 0 0 1 2 3 1 5 / 1 2 1 5 / 1 2 5 / 3 4 5 / 4 5 / 3 4 5 / 4 ‫لبِت‬ ‫ب‬ٞ ‫ؼتی‬ٙ‫ص‬ 5 / 1 2 5 / 2 5 / 1 2 3 0 0 0 5 / 0 1 5 / 1 2 5 / 2 3 3 4 5 5 / 3 4 5 / 4 ‫پبضؼ‬ ٛ‫ذ‬ ٚ‫زض‬ 5 / 0 1 5 / 1 2 / 1 5 / 1 2 2 1 2 0 0 0 1 5 / 1 2 5 / 3 4 5 4 5 / 4 5 / 5 ‫ؾبیپب‬ 1 5 / 1 2 1 5 / 1 2 2 5 / 2 3 1 5 / 1 2 0 0 0 5 / 3 4 5 / 4 5 / 3 4 5 / 4 ‫زفتط‬ ‫ـ‬ٚ‫فط‬ 1 3 5 / 3 4 5 / 3 4 5 / 4 3 4 5 5 / 3 4 5 5 / 3 4 5 / 4 0 0 0 1 1٫5 2 ‫زفتط‬ ‫ـ‬ٚ‫فط‬ 2 5 / 3 4 5 / 4 5 / 3 4 5 / 4 5 / 3 4 5 / 4 4 5 / 4 5 / 5 5 / 3 4 5 / 4 1 5 / 1 2 5 / 7 8 5 / 8 ( َٚ‫رس‬ ‫ٔغبثك‬ 3 ،) ‫ٔی‬ ٚ‫زض‬ٛ‫ذ‬ ‫ٔكتطی‬ ‫ثطای‬ ‫ا٘س‬ٛ‫ت‬ ‫پبضؼ‬ ( ٚ‫زض‬ٛ‫ذ‬ 800 ( ٖ‫ظ‬ٚ ٝ‫ث‬ ‫ال‬ِٛ ‫ػسز‬ ) 0 ٚ 9 ٜٚ‫ثؼال‬ ْ‫ٌط‬ّٛ‫وی‬ ) ( ‫ؾبیپب‬ ‫ٔكتطی‬ ‫ثطای‬ 800 ( ٖ‫ظ‬ٚ ٝ‫ث‬ ‫ال‬ِٛ ‫ػسز‬ ) 0 ٚ 9 ْ‫ٌط‬ّٛ‫وی‬ ) ً‫ب‬‫ػ‬ٕٛ‫ٔز‬ ٝ‫و‬ ‫ٕ٘بیس‬ ‫ثبضٌیطی‬ ( 1420 ٝ‫و‬ ‫ؿت‬ٞ ْ‫ٌط‬ّٛ‫وی‬ ) .‫اؾت‬ ٜ‫قس‬ ‫ضػبیت‬ ‫٘یع‬ ٚ‫زض‬ٛ‫ذ‬ ٖ‫ظ‬ٚ ‫قطط‬ ( َٚ‫رس‬ ‫ٔغبثك‬ 2 ،) ‫ٔست‬ ٖ‫ظٔب‬ ( ‫ؾبیپب‬ ‫زض‬ ِٕٝٛ‫ٔح‬ ٝ‫ترّی‬ 1 .‫ؿت‬ٞ ‫ؾبػت‬ ) ‫ٔی‬ ُ‫ی‬ٛ‫تح‬ ‫ضا‬ ِٕٝٛ‫ٔح‬ ‫ؾبیپب‬ ‫قطوت‬ ٝ‫و‬ ‫ظٔب٘ی‬ ٗ‫زتطی‬ٚ‫ظ‬ ‫ٌیطز‬ ( ‫ؾبػت‬ 9 ٚ ‫صجح‬ ) ُ‫ی‬ٛ‫تح‬ ٝ‫و‬ ‫ظٔب٘ی‬ ٗ‫زیطتطی‬ ‫ٔی‬ ( ‫ٌیطز‬ 18 ) .‫اؾت‬ ‫ػصط‬ ‫ثبظ‬ ( ‫ظٔب٘ی‬ ٜ 11 ( ‫تب‬ ) 14 ‫بؾت‬ٙٔ ) ‫وبال‬ ُ‫ی‬ٛ‫تح‬ ٖ‫ظٔب‬ ٗ‫تطی‬ ٝٙ‫ثیكی‬ ‫وؿت‬ ‫ت‬ٟ‫ر‬ ٗ‫بثطای‬ٙ‫ث‬ ٚ ٜ‫ز‬ٛ‫ث‬ ‫ؾبیپب‬ ‫قطوت‬ ‫ثطای‬ ( ‫ؾبػت‬ ٗ‫ثی‬ ‫ثبیس‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ،‫ٔكتطی‬ ‫ضضبیت‬ 11 ( ‫تب‬ ) 14 ) ‫ؾبیپب‬ ‫زض‬ ٝ‫ضزاقت‬ٛ‫حض‬ ( َٚ‫رس‬ ‫ٔغبثك‬ .‫ثبقس‬ 4 ّٝ‫ؾی‬ٚ ‫اٌط‬ ) ‫زض‬ ‫س‬ٙ‫و‬ ‫حطوت‬ ‫ؾبیپب‬ ‫ٔمصس‬ ٝ‫ث‬ ٖ‫لفّیطا‬ ‫قطوت‬ ‫اظ‬ ٝ‫٘مّی‬ ‫ـ‬ٛ‫ذ‬ ٝ٘‫ب‬ٙ‫ثی‬ ( ،‫حبِت‬ ٗ‫تطی‬ 7 ‫ؾظ‬ٛ‫ٔت‬ ‫حبِت‬ ‫زض‬ ٚ ‫ؾبػت‬ ) ( 7 ٚ 5 ٝ٘‫ب‬ٙ‫ثسثی‬ ‫زض‬ ٚ ‫ؾبػت‬ ) ( ‫حبِت‬ ٗ‫تطی‬ 8 َٛ‫ع‬ ‫ؾبػت‬ ) ‫وكیس‬ ‫س‬ٞ‫ا‬ٛ‫ذ‬ .‫ثطؾس‬ ‫ٔمصس‬ ٝ‫ث‬ ‫تب‬
  • 9. ‫ارائه‬ ‫مدل‬ ‫برنبمه‬ ‫ر‬ ‫یسی‬ ‫ر‬ ‫ی‬ ‫بض‬ ‫ی‬ ‫برا‬ ‫ی‬ ‫مسئله‬ ‫مسير‬ ‫ی‬ ‫بب‬ ‫ی‬ ‫وسيله‬ ‫نقليه‬ ‫چندمحصول‬ ‫ی‬ ‫بب‬ ‫پنجره‬ ‫زمبن‬ ‫ی‬ ‫فبزی‬ ‫تقبضبی‬ ‫و‬ 56 ‫دوم‬ ‫و‬ ‫بیست‬ ‫سال‬ – ‫شماره‬ 66 - ‫بهار‬ 9911 ‫ؾکل‬ ( 3 ) - ‫هػ‬ ‫ي‬ ‫س‬ ‫ی‬ ‫بث‬ ‫ی‬ ‫ٍغب‬ ‫ی‬ ‫ل‬ ‫ًمل‬ ‫ي‬ ِ ‫هطبثك‬ ‫هدل‬ ‫حل‬ ُ‫ؾد‬ ‫دز‬ ‫ًسم‬ ‫افصاز‬ GAMS ‫ض‬ٛ‫ٔصو‬ َ‫ٔس‬ ،ٖ‫آ‬ ‫صحت‬ ‫ثطضؾی‬ ٚ َ‫ٔس‬ ‫آظٔبیی‬ ‫ضاؾتی‬ ‫ت‬ٟ‫ر‬ ْ‫٘ط‬ ‫ثب‬ ‫افعاض‬ GAMS ٝ‫٘ؿر‬ ( 24.1.3 ‫زض‬ ) ‫قرصی‬ ‫تط‬ٛ‫وبٔپی‬ ‫یه‬ ‫ثب‬ ٜ‫پطزاظ٘س‬ ( ) 5 4210 ٚ RAM 6 GB ‫ثب‬ ‫ـ‬ٚ‫ض‬ ‫اظ‬ ٜ‫اؾتفبز‬ CPLEX ّٝ‫ٔؿئ‬ ‫ثطای‬ ٝ‫و‬ ‫ای‬ َٚ‫رس‬ ‫ٔغبثك‬ ٖ‫ٔكتطیب‬ ‫تمبضبی‬ ‫اعالػبت‬ ( 3 ‫ظٔب٘ی‬ ‫اعالػبت‬ ٚ ) ( َٚ‫رس‬ ‫ٔغبثك‬ ‫وبال‬ ُ‫ی‬ٛ‫تح‬ 2 ،‫اؾت‬ ) ُ‫ح‬ ‫ٔی‬ ‫ط‬ٞ ‫ظطفیت‬ .‫ٌطزز‬ ( ٚ‫زض‬ٛ‫ذ‬ 2500 ٜ‫زاز‬ ‫ثب‬ ّٝ‫ٔؿئ‬ ُ‫ح‬ ‫٘تبیذ‬ .‫ؿت‬ٞ ّٛ‫وی‬ ) ‫بی‬ٞ ( َٚ‫رسا‬ 2 ( ‫تب‬ ) 4 ( ُ‫قى‬ ‫زض‬ ،) 3 ‫ٕ٘بیف‬ ) ٜ‫زاز‬ ٜ‫قس‬ .‫اؾت‬ ٖ‫ٕب‬ٞ ( ُ‫قى‬ ‫زض‬ ٝ‫و‬ ‫ض‬ٛ‫ع‬ 3 ‫ٔی‬ ٜ‫س‬ٞ‫ٔكب‬ ) ‫ٔؿیط‬ ٝ‫ؾ‬ ،‫ز‬ٛ‫ق‬ ‫پ‬ ‫ی‬ ٜ‫بزقس‬ٟٙ‫ك‬ ٝ‫ث‬ ‫٘تبیذ‬ ٝ‫و‬ ‫اؾت‬ ‫زؾت‬ :‫ؿت‬ٞ ‫ظیط‬ ‫قطح‬ ٝ‫ث‬ ٜ‫آٔس‬ ‫ٔؿیط‬ ( 1 ‫ا٘جبض‬ :) – ‫پبضؼ‬ ٚ‫زض‬ٛ‫ذ‬ ( ‫ؾبػت‬ 14 ) - ‫ؾبیپب‬ ‫(ؾبػت‬ 18 ) ‫ٔؿیط‬ ( 2 ) ‫ا٘جبض‬ : - ‫لبِت‬ ‫قطوت‬ ‫ؼتی‬ٙ‫ص‬ ‫بی‬ٞ ( ‫ؾبػت‬ 11 ) - ‫(ؾبػت‬ ٛ‫ایؿبو‬ 15 ) – ٖ‫ایطا‬ ‫(ؾبػت‬ ٚ‫زض‬ٛ‫ذ‬ 19 ) ‫ٔؿیط‬ ( 1 ) : ‫ا٘جبض‬ – ‫ـ‬ٚ‫فط‬ ‫زفتط‬ ( 2 ) ‫(ؾبػت‬ 12 ) - ‫ـ‬ٚ‫فط‬ ‫زفتط‬ ( 1 ) ‫(ؾبػت‬ 15 ) ٝ‫ث‬ ‫٘تبیذ‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ‫ثب‬ ‫زؾت‬ ْ‫٘ط‬ ‫زض‬ َ‫ٔس‬ ُ‫ح‬ ‫اظ‬ ٜ‫آٔس‬ ‫افعاض‬ ( ‫ثطاثط‬ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ُ‫و‬ ،‫ٌٕع‬ 2830 ‫ٔتط‬ّٛ‫وی‬ ) ٗ‫ٔیبٍ٘ی‬ ٚ ‫ضضبیت‬ ( ‫ثطاثط‬ ٖ‫ٔكتطیب‬ ‫سی‬ٙٔ 68 / 0 ٝ‫ث‬ ) ‫زؾت‬ ٝ‫و‬ ‫اؾت‬ ٜ‫آٔس‬ ( ،‫تی‬ٙ‫ؾ‬ ‫ـ‬ٚ‫ض‬ ٝ‫ث‬ ‫٘ؿجت‬ 5 ( ٚ ) 10 ‫ضا‬ ‫٘تبیذ‬ ‫زض‬ ‫ز‬ٛ‫ج‬ٟ‫ث‬ ‫زضصس‬ ) ‫ٔی‬ ٖ‫٘كب‬ .‫اؾت‬ ‫بزی‬ٟٙ‫پیك‬ َ‫ٔس‬ ‫آیی‬ ‫وبض‬ ‫ثیبٍ٘ط‬ ٝ‫و‬ ‫س‬ٞ‫ز‬ ( ‫جدٍل‬ 5 ِ‫تَغع‬ ‫هدل‬ ‫حل‬ ‫اش‬ ‫حبصل‬ ‫ًتبیج‬ ِ‫همبیػ‬ .) ُ‫داد‬ ُ‫ؾد‬ ‫ثب‬ ‫ؾسکت‬ ‫عولکسد‬ ٜ‫قٕبض‬ ّٝ‫ٔؿئ‬ َ‫ٔس‬ ُ‫ح‬ ‫٘تبیذ‬ ‫بزی‬ٟٙ‫پیك‬ ‫تی‬ٙ‫ؾ‬ ‫ـ‬ٚ‫ض‬ ‫٘تبیذ‬ ‫ترصیص‬ ّٝ‫ؾی‬ٚ ‫تؼساز‬ ٜ‫زاز‬ ٜ‫قس‬ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ‫ضضبیت‬ ٖ‫ٔكتطیب‬ ‫سی‬ٙٔ ‫ترصیص‬ ّٝ‫ؾی‬ٚ ‫تؼساز‬ ٜ‫زاز‬ ٜ‫قس‬ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ‫ضضبیت‬ ٖ‫ٔكتطیب‬ ‫سی‬ٙٔ 1 2 1990 0٫54 2 2700 0٫5 2 2 1190 0٫59 2 2600 0٫4 3 3 2530 0٫52 2 3600 0٫4 4 3 2210 0٫71 2 4050 0٫5 5 3 1810 0٫73 2 4300 0٫5 6 4 3020 0٫59 3 5200 0٫5 7 4 3070 0٫58 3 5100 0٫5 8 5 3970 0٫72 4 6500 0٫6 9 5 4070 0٫67 4 6000 0٫5 10 6 5050 0٫82 5 7200 0٫6 ٖ‫ایطا‬ ٚ‫زض‬ٛ‫ذ‬ ‫زفتط‬ ‫ـ‬ٚ‫فط‬ 1 ‫ؼتی‬ٙ‫ص‬ ‫لبِت‬ ‫بی‬ٞ ٛ‫ایؿبو‬ ‫ؾبیپب‬ ‫پبضؼ‬ ٚ‫زض‬ٛ‫ذ‬ ‫زفتط‬ ‫ـ‬ٚ‫فط‬ 2 ‫ا٘جبض‬ ‫ؾبػت‬ 19:00 ‫ؾبػت‬ 15:00 ‫ؾبػت‬ 11:00 ‫ؾبػت‬ 14:00 ‫ؾبػت‬ 18:00 ‫ؾبػت‬ 12:00 ‫ؾبػت‬ 15:00
  • 10. 56 ‫و‬ ‫بیست‬ ‫سال‬ ‫دوم‬ – ‫شماره‬ 66 - ‫بهار‬ 9911 ( ‫اعالػبت‬ ‫بی‬ٙ‫ٔج‬ ‫ثط‬ ٗ‫ی‬ٙ‫ٕچ‬ٞ 10 ‫ثب‬ ّٝ‫ٔؿئ‬ ،ٝ‫ٌصقت‬ ٜ‫ٔب‬ ) ٝ‫ؾؼ‬ٛ‫ت‬ َ‫ٔس‬ ُ‫ح‬ ،ٝ‫یبفت‬ ( َٚ‫رس‬ ‫زض‬ ‫٘تبیذ‬ ٚ ٜ‫قس‬ 5 ٖ‫٘كب‬ ) ٜ‫زاز‬ ٜ‫قس‬ ‫زض‬ .‫اؾت‬ ( َٚ‫رس‬ 5 ‫ط‬ٞ ‫زض‬ ٝ‫٘مّی‬ ّٝ‫ؾی‬ٚ ‫تؼساز‬ ) ٚ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫تٕبٔی‬ ‫ؾظ‬ٛ‫ت‬ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ُ‫و‬ ،ّٝ‫ٔؿئ‬ ‫ضضب‬ ‫ی‬ ‫ت‬ ‫س‬ٙٔ ‫بزی‬ٟٙ‫پیك‬ َ‫ٔس‬ ٚ ‫تی‬ٙ‫ؾ‬ ‫حبِت‬ ‫زض‬ ٖ‫ٔكتطیب‬ ‫ی‬ ٜ‫ٌطزیس‬ ٝ‫ٔمبیؿ‬ ٖ‫ٕب‬ٞ .‫اؾت‬ ‫ض‬ٛ‫ع‬ َٚ‫رس‬ ‫زض‬ ُ‫ح‬ ‫٘تبیذ‬ ‫اظ‬ ٝ‫و‬ ( 5 ( ‫تٕبٔی‬ ‫زض‬ ً‫ب‬‫تمطیج‬ ،‫اؾت‬ ‫ٔكرص‬ ) 10 َ‫ٔس‬ ،ّٝ‫ٔؿئ‬ ) ‫عی‬ ‫ٔؿبفت‬ ‫زض‬ ‫بؾجی‬ٙٔ ‫ثؿیبض‬ ‫ز‬ٛ‫ج‬ٟ‫ث‬ ٝ‫ا٘ؿت‬ٛ‫ت‬ ‫بزی‬ٟٙ‫پیك‬ ‫ضضبیت‬ ٖ‫ٔیعا‬ ٚ ٜ‫قس‬ ٝ‫اِجت‬ .‫ٕ٘بیس‬ ‫ایزبز‬ ٖ‫ٔكتطیب‬ ‫سی‬ٙٔ ُ‫ٔؿبئ‬ ‫زض‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ‫تؼساز‬ ‫ثعضي‬ ‫تط‬ ‫افعا‬ ‫ی‬ ‫ف‬ ‫ی‬ ٝ‫بفت‬ ‫أب‬ ‫اؾت‬ ٝ‫ى‬ٙ‫ای‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ‫ثب‬ ‫اؾبؼ‬ ‫ثط‬ ٝ٘‫وبضذب‬ ٝ‫٘مّی‬ ُ‫ؾبی‬ٚ ُ‫و‬ ٝٙ‫عی‬ٞ ٝ‫ٔحبؾج‬ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ‫اظ‬ ‫٘ؿجتی‬ ٔ ‫ی‬ ‫ٌطزز‬ ُ‫ؾبی‬ٚ ‫تؼساز‬ ، ٝ‫٘مّی‬ ‫زض٘ت‬ ‫ی‬ ٝ‫ز‬ ّٝ‫ٔؿئ‬ ‫تأح‬ ‫ی‬ ‫ط‬ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ُ‫و‬ ٚ ‫٘ساضز‬ ‫ی‬ .‫اؾت‬ ٝ‫زاقت‬ ‫ؾی‬ٛ‫ٔحؿ‬ ‫ف‬ٞ‫وب‬ ٝ‫و‬ ‫اؾت‬ ‫ٔس٘ظط‬ 5 - ‫ًت‬ ‫ي‬ ِ‫ج‬ ‫گ‬ ‫ي‬ ‫س‬ ‫ی‬ ‫زض‬ ٗ‫ای‬ ‫ف‬ٞٚ‫پػ‬ َ‫ٔس‬ ‫ٔؿیطیبثی‬ ّٝ‫ؾی‬ٚ ٝ‫٘مّی‬ ‫ِی‬ٛ‫سٔحص‬ٙ‫چ‬ ‫ثب‬ ‫تمبضب‬ ٚ ٜ‫زط‬ٙ‫پ‬ ‫ظٔب٘ی‬ ‫فبظی‬ ‫عطاحی‬ ٚ ‫ثطای‬ ‫قطوت‬ ٖ‫لفّیطا‬ ُ‫ح‬ ٜ‫قس‬ ٜ‫زاز‬ .‫اؾت‬ ‫رٕغ‬ ‫بی‬ٞ ‫ضی‬ٚ‫آ‬ ‫زض‬ ٜ‫قس‬ ‫ثطای‬ ‫چه‬ٛ‫و‬ ‫اثؼبز‬ ( ‫زض‬ ٝ‫و‬ ‫ٔكتطی‬ 1 ( ٜ‫ض‬ٚ‫ز‬ ) 2 ‫ثطای‬ ٝٞ‫ٔب‬ ) ‫ٔی‬ ‫ٌصاضی‬ ‫ؾفبضـ‬ َٛ‫ٔحص‬ ،‫س‬ٙ‫ٕ٘بی‬ ‫ـ‬ٚ‫ض‬ ٝ‫ث‬ cplex ‫ؾظ‬ٛ‫ت‬ ْ‫٘ط‬ ُ‫ح‬ ‫ٌٕع‬ ‫افعاض‬ .‫قس‬ ٝ‫ث‬ ‫٘تبیذ‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ‫ثب‬ ‫زؾت‬ ‫زض‬ ٜ‫آٔس‬ ( َٚ‫رس‬ 5 ‫ت‬ َ‫ٔس‬ ‫زض‬ ٜ‫قس‬ ‫عی‬ ‫ٔؿبفت‬ ،) ٝ‫ؾؼ‬ٛ ٜ‫زاز‬ ٜ‫قس‬ ‫ثب‬ ‫حبِت‬ ‫زض‬ ‫تی‬ٙ‫ؾ‬ َ‫ٔس‬ ‫ظیبزی‬ ‫ثؿیبض‬ ‫ت‬ٚ‫تفب‬ ‫ٔرتّف‬ ‫بی‬ٞ ٓٞ‫ثب‬ ‫ضضبیت‬ ‫لؿٕت‬ ‫زض‬ ٚ ‫زاض٘س‬ ‫ت‬ٚ‫تفب‬ ٗ‫ای‬ ‫٘یع‬ ‫ٔكتطی‬ ‫سی‬ٙٔ ‫ٔی‬ ٜ‫س‬ٞ‫ٔكب‬ ٖ‫٘كب‬ ٝ‫و‬ ‫ز‬ٛ‫ق‬ َ‫ٔس‬ ‫آیی‬ ‫وبض‬ ٜ‫س‬ٙٞ‫ز‬ ‫ؿت‬ٞ ‫ثب‬ . ٝ٘‫ٌٕب‬ ٚ ‫تی‬ٙ‫ؾ‬ ‫ـ‬ٚ‫ض‬ ‫اظ‬ ٜ‫اؾتفبز‬ ٝ‫ث‬ ٝ‫ر‬ٛ‫ت‬ ٝٔ‫ثط٘ب‬ ‫زض‬ ‫ظ٘ی‬ َ‫ٔس‬ ،‫حبضط‬ َ‫حب‬ ‫زض‬ ٖ‫لفّیطا‬ ‫قطوت‬ ‫وبالی‬ َ‫اضؾب‬ ٝ‫ؾؼ‬ٛ‫ت‬ ٝ‫اضائ‬ َ‫ٔس‬ ‫اظ‬ .‫ٌطفت‬ ‫لطاض‬ ‫قطوت‬ ‫اذتیبض‬ ‫زض‬ ٝ‫یبفت‬ ٜ‫قس‬ ‫ف‬ٞٚ‫پػ‬ ٗ‫ای‬ ‫زض‬ ‫ٔی‬ ٖ‫ا‬ٛ‫ت‬ ‫زض‬ ُٕ‫ح‬ ُ‫٘م‬ٚ ‫از‬ٛٔ ٘‫فبؾسقس‬ ‫ی‬ ٝ‫ث‬ ِ‫ز‬ ُ‫ی‬ٛ‫تح‬ ‫ثبالی‬ ‫حؿبؾیت‬ ُ‫ی‬ ٝ‫ث‬ ‫لغ‬ٛٔ ‫زض‬ ‫٘یع‬ ٚ ‫الت‬ٛ‫ٔحص‬ ‫ؾبظٔب‬ ٖ ‫آتف‬ ٘‫٘كب‬ ‫ی‬ ٝ‫ث‬ ‫ض‬ٛ‫ظ‬ٙٔ ٖ‫ضؾیس‬ ٝ‫ث‬ ‫لغ‬ٛٔ ‫ع‬ٛ‫ل‬ٚ ُ‫ٔح‬ ٝ‫ث‬ ٚ ٝ‫حبزح‬ ‫ا٘تربة‬ ‫یسضا٘ت‬ٞ ُ‫حسال‬ ‫ثطای‬ ‫ط‬ٟ‫ق‬ ‫ؾغح‬ ‫بی‬ٞ ٗ‫ی‬ٙ‫ٕچ‬ٞ .‫ز‬ٕٛ٘ ٜ‫اؾتفبز‬ ٝ‫پطحبزح‬ ‫بعك‬ٙٔ ‫زض‬ ‫ٔؿبفت‬ ٖ‫وطز‬ ‫ٔی‬ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ثب‬ ٝ‫و‬ ‫ضا‬ ‫ثعضي‬ ٜ‫ا٘ساظ‬ ‫زض‬ ُ‫ٔؿبئ‬ ٖ‫ا‬ٛ‫ت‬ ‫زلیك‬ ‫بی‬ٞ ٓ‫ضیت‬ٍِٛ‫ا‬ ‫ثب‬ ،‫٘ساض٘س‬ ‫ضا‬ ‫بؾت‬ٙٔ ٖ‫ظٔب‬ ‫زض‬ ُ‫ح‬ ‫لبثّیت‬ ‫بی‬ٞ ‫اثتىبضی‬ ‫فطا‬ ٚ .‫ز‬ٕٛ٘ ُ‫ح‬ ‫اثتىبضی‬ 6 - ‫هآخر‬ ٍ ‫هٌبثع‬ [ 1 ] ،‫صسفی‬ ‫ب‬ٙ‫ؾی‬ ،‫ٕـبؾجی‬ٟ‫ع‬ ٗ‫أی‬ ٜ‫حٕـع‬ ‫الگَزیتن‬ ِ‫ازائ‬ ٌِ‫ثْي‬ ِ‫هػئل‬ ‫ثسای‬ ‫ازتعبؾبت‬ ‫هيسایی‬ ِ‫چٌدّدف‬ ‫غبشی‬ ‫هکبى‬ ‫تأهيي‬ ِ‫ث‬ ‫غْن‬ ‫تتصيص‬ ٍ ‫تػْيالت‬ ‫یبثی‬ - ‫یک‬ ‫دز‬ ‫کٌٌدگبى‬ ‫شًج‬ ‫ي‬ ُ‫س‬ ‫تأه‬ ‫ي‬ ‫ي‬ ُ‫دٍز‬ ‫چٌد‬ ‫چٌد‬ ‫ای‬ ‫تأهيي‬ ُ‫شًجيس‬ ‫هدیسیت‬ ،‫هحصَلی‬ ( ٜ‫قٕبض‬ ، 63 ٝ‫صفح‬ ،) ( 31 - 50 ،) ٖ‫تبثؿتب‬ ( 1398 ) [ 2 ] ٗ‫أی‬ ٜ‫حٕع‬ ،‫ی‬ٞ‫وطثبؾس‬ ‫ذّیّی‬ ‫أیط‬ ،‫ٕبؾجی‬ٟ‫ع‬ ِ‫هػئل‬ ‫حل‬ ُ‫دٍز‬ ُ‫فسٍؾٌد‬ ‫چٌدیي‬ ‫الگَزیتن‬ ‫ثب‬ ‫گسد‬ ‫زلبثت‬ ‫ّبی‬ ‫تمبضب‬ ‫لطعيت‬ ‫عدم‬ ‫حبلت‬ ‫دز‬ ‫آة‬ ‫جسیبى‬ ٍ ‫اغتعوبزی‬ )‫یک‬ ِ‫هٌطم‬ ُ‫پگب‬ ‫گػتس‬ ‫ثبشاز‬ ‫ؾسکت‬ :‫هَزدی‬ ِ‫(هطبلع‬ ، ( ٜ‫ض‬ٚ‫ز‬ ،ٗ‫تأٔی‬ ٜ‫ظ٘زیط‬ ‫ٔسیطیت‬ 19 ( ٜ‫قٕبض‬ ،) 58 ٝ‫صفح‬ ،) ( 40 - 55 ( ٖ‫ظٔؿتب‬ ،) 1396 ) . [ 3 ] ،ْ‫ٔمس‬ ‫وّی‬ٛ‫ت‬ ‫ضضب‬ ‫قمبیك‬ ٚ ‫زی‬ٛ‫ٔؿؼ‬ ‫حبٔس‬ .‫الجبِی‬ ‫هدل‬ ‫حل‬ ِ‫ًملي‬ ‫ٍغبیل‬ ‫هػيسیبثی‬ ِ‫هػئل‬ ‫ثسای‬ ‫جدید‬ ‫زیبضی‬ ‫ضًتيک‬ ‫الگَزیتن‬ ‫ثب‬ ‫لسازگبّی‬ ‫چٌد‬ ٍ ِ‫چٌدّدف‬ ‫هستت‬ ‫غ‬ ُ‫ؾد‬ ‫ي‬ ‫س‬ ‫هغلَة‬ ، ‫پطٍّؽ‬ ‫ّب‬ ‫ی‬ ‫صٌبیع‬ ‫هٌْدغی‬ ‫غ‬ ‫دز‬ ‫يػتن‬ ‫ّبی‬ ‫تَليد‬ ٜ‫ض‬ٚ‫ز‬ ، ( 3 ٕ‫ق‬ ،) ( ٜ‫بض‬ 6 ٝ‫صفح‬ ،) ( 167 - 175 ( ،) 1394 ) [4] Kuo, R. J, B. S. Wibowo, and F. E. Zulvia. "Application of a fuzzy ant colony system to solve the dynamic vehicle routing problem with uncertain service time." Applied Mathematical Modelling )40(, pp)23-24, 2016(. [5] Kuo, R. J, and Ferani E. Zulvia. "Hybrid genetic ant colony optimization algorithm for capacitated vehicle routing problem with fuzzy demand—A case study on garbage collection system." In )2017( 4th International Conference on Industrial Engineering and Applications (ICIEA), pp)244-248, 2017(. [6] Dantzig, George, Ray Fulkerson, and Selmer Johnson. "Solution of a large- scale traveling-salesman problem." Journal of the operations research society of America )2.4( ,pp ) 393-410,1954(. [7] Clarke, Geoff, and John W. Wright. "Scheduling of vehicles from a central depot to a number of delivery points." Operations research )12.4(, pp )568-581,1964(. [8] Peng, Yang, and Ye-mei Qian. "A
  • 11. ‫ارائه‬ ‫مدل‬ ‫برنبمه‬ ‫ر‬ ‫یسی‬ ‫ر‬ ‫ی‬ ‫بض‬ ‫ی‬ ‫برا‬ ‫ی‬ ‫مسئله‬ ‫مسير‬ ‫ی‬ ‫بب‬ ‫ی‬ ‫وسيله‬ ‫نقليه‬ ‫چندمحصول‬ ‫ی‬ ‫بب‬ ‫پنجره‬ ‫زمبن‬ ‫ی‬ ‫فبزی‬ ‫تقبضبی‬ ‫و‬ 55 ‫دوم‬ ‫و‬ ‫بیست‬ ‫سال‬ – ‫شماره‬ 66 - ‫بهار‬ 9911 particle swarm optimization to vehicle routing problem with fuzzy demands." Journal of Convergence InformationTechnology )5.6(, pp)112- 119,2010(. [9] Wang, Hsiao-Fan, and Yu-Pin Wen. "Time-constrained Chinese postman problems." Computers & Mathematics with applications )44(, pp )375- 387,2002(. [10] Malekly, H, Haddadi, B, & Tavakkoli-Moghadam, R. A fuzzy random vehicle routing problem: the case of Iran. In )2009( International Conference on Computers & Industrial Engineering (pp. 1070-1075). )2009(. [11] Erbao, Cao, and Lai Mingyong. "A hybrid differential evolution algorithm to vehicle routing problem with fuzzy demands." Journal of computational and applied mathematics )231.1, 302-310, 2009(. [12] Brito, J, Martinez, F. J, Moreno, J. A, & Verdegay, J. L. Fuzzy approach for vehicle routing problems with fuzzy travel time. In International Conference on Fuzzy Systems, pp )1-8, 2010(. [13] Ghannadpour, S. F, Noori, S, & Tavakkoli-Moghaddam, R,Multiobjective dynamic vehicle routing problem with fuzzy travel times and customers’ satisfaction in supply chain management. IEEE Transactions on Engineering Management, 60(4), pp )777-790, 2013(. [14] Majidi, S, Hosseini-Motlagh, S. M, Yaghoubi, S, & Jokar, A. Fuzzy green vehicle routing problem with simultaneous pickup–delivery and time windows. RAIRO-Operations Research, 51(4), pp )1151-1176 l, 2017(. [15] Shi, Y, Boudouh, T, & Grunder, O. A hybrid genetic algorithm for a home health care routing problem with time window and fuzzy demand. Expert Systems with Applications, )72(, pp )160-176,2017(. [16] Werners, B, & Kondratenko, Y. Alternative Fuzzy Approaches for Efficiently Solving the Capacitated Vehicle Routing Problem in Conditions of Uncertain Demands. In Complex Systems: Solutions and Challenges in Economics, Management and Engineering, pp )521-543, 2018(. [17] Ghannadpour, S. F. Evolutionary approach for energy minimizing vehicle routing problem with time windows and customers’ priority. International Journal of Transportation Engineering, 6(3), pp )237-264, 2019(. [18] Yan, F, & Wang, Y. Modeling and solving the vehicle routing problem with multiple fuzzy time windows. In International conference on management science and engineering management, pp )847-857, 2017(. [ 19 ] ‫ؾّیٕب٘ی‬ ‫كبز‬ٟٔ ; ٖ‫ضضبئیب‬ ‫از‬ٛ‫ر‬ ; .‫ی‬ٚ‫س‬ٟٔ ‫ایطد‬ " ‫هػيسیبثی‬ ‫شهبى‬ ٍ ‫ٍغبیل‬ ‫ثٌدی‬ ‫ّن‬ ‫تَشیع‬ ٍ ِ‫ًملي‬ ‫شهبى‬ ‫عوليبت‬ ‫دز‬ ‫ضسٍزی‬ ‫کبالّبی‬ ‫اهداد‬ ‫اش‬ ‫پع‬ ًِ‫ثؿسدٍغتب‬ ‫ثحسا‬ ‫ى‬ " . ُٕ‫ح‬ ٝٔ‫ب‬ٙ‫ك‬ٞٚ‫پػ‬ ُ‫٘م‬ٚ ، ( 1397 ) .