²é¿´: 358  |  »Ø¸´: 2
±¾Ìû²úÉú 1 ¸ö LS-EPI £¬µã»÷ÕâÀï½øÐв鿴

baroshi

ľ³æ (ÕýʽдÊÖ)

[ÇóÖú] °ïæ²éһƪÎÄÕµÄSCIºÅ£¬Ð»Ð»¡£

A co-evolutionary muti-objective optimization algorithm based on direction vectors

[ ·¢×ÔÊÖ»ú°æ http://muchong.com/3g ]
»Ø¸´´ËÂ¥

» ²ÂÄãϲ»¶

KeepFighting
ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû

sunshan4379

°æÖ÷ (ÎÄ̳¾«Ó¢)

ÓÅÐã°æÖ÷ÓÅÐã°æÖ÷ÎÄÏ׽ܳö¹±Ï×ÓÅÐã°æÖ÷

¡¾´ð°¸¡¿Ó¦Öú»ØÌû

¡ï ¡ï ¡ï ¡ï ¡ï
¸Ðл²ÎÓ룬ӦÖúÖ¸Êý +1
baroshi: ½ð±Ò+5, ¡ï¡ï¡ï¡ï¡ï×î¼Ñ´ð°¸ 2014-09-21 19:07:06
oven1986: LS-EPI+1, ¸ÐлӦÖú£¡ 2014-09-22 19:30:13
A co-evolutionary multi-objective optimization algorithm based on direction vectors
×÷Õß:Jiao, LC (Jiao, L. C.)[ 1 ] ; Wang, HD (Wang, Handing)[ 1 ] ; Shang, RH (Shang, R. H.)[ 1 ] ; Liu, F (Liu, F.)[ 1 ]
INFORMATION SCIENCES
¾í: 228  Ò³: 90-112
DOI: 10.1016/j.ins.2012.12.013
³ö°æÄê: APR 10 2013
²é¿´ÆÚ¿¯ÐÅÏ¢
ÕªÒª
Most real world multi-objective problems (MOPs) have a complicated solution space. Facing such problems, a direction vectors based co-evolutionary multi-objective optimization algorithm (DVCMOA) that introduces the decomposition idea from MOEA/D to co-evolutionary algorithms is proposed in this paper. It is novel in the sense that DVCMOA applies the concept of direction vectors to co-evolutionary algorithms. DVCMOA first divides the entire population into several subpopulations on the basis of the initial direction vectors in the objective space. Then, it solves MOPs through the co-evolutionary interaction among the subpopulations in which individuals are classified according to their direction vectors. Finally, it explores the less developed regions to maintain the relatively uniform distribution of the solution space. In this way, DVCMOA has advantages in convergence, diversity and uniform distribution of the non-dominated solution set, which are explained through comparison with other state-of-the-art multi-objective optimization evolutionary algorithms (MOEAs) in this paper. DVCMOA is shown to be effective on 6 multi-objective 0-1 knapsack problems. Crown Copyright (C) 2012 Published by Elsevier Inc. All rights reserved.
¹Ø¼ü´Ê
×÷Õ߹ؼü´Ê:Multi-objective optimization; Co-evolutionary; Direction vector; Pareto set; MOEA/D
KeyWords Plus:GENETIC ALGORITHM; COMPETITIVE COEVOLUTION; PARETO FRONT; MOEA/D
×÷ÕßÐÅÏ¢
ͨѶ×÷ÕßµØÖ·: Wang, HD (ͨѶ×÷Õß)
              Minist Educ China, Sch Elect Engn, Key Lab Intelligent Percept & Image Understanding, Xian 710071, Peoples R China.
µØÖ·:
              [ 1 ] Minist Educ China, Sch Elect Engn, Key Lab Intelligent Percept & Image Understanding, Xian 710071, Peoples R China
µç×ÓÓʼþµØÖ·:jlcxidian@163.com; wanghanding@163.com; rhshang@iiip.xidian.edu.cn; fliu@iiip.xidian.edu.cn
»ù½ð×ÊÖúÖÂл
»ù½ð×ÊÖú»ú¹¹        ÊÚȨºÅ
National Natural Science Foundation of China        
61001202
61072139
60872135
60803098
61003199
Provincial Natural Science Foundation of Shaanxi of China        
2009JQ8015
2011JQ8010
2010JQ8023
China Post-Doctoral Science Foundation        
201104658
20090451369
20080431228
200801426
National Research Foundation for the Doctoral Program of Higher Education of China        
200807010003
20100203120008
20090203120016
Fundamental Research Funds for the Central Universities        
K50510020001
K50510020011
Fund for Foreign Scholars in University Research and Teaching Programs        
B07048
National Science and Technology Ministry of China        
9140A07011810DZ0107
9140A07021010DZ0131
Key Scientific and Technological Innovation Special Projects of Shaanxi "13115"        
2008ZDKG-37
²é¿´»ù½ð×ÊÖúÐÅÏ¢   
³ö°æÉÌ
ELSEVIER SCIENCE INC, 360 PARK AVE SOUTH, NEW YORK, NY 10010-1710 USA
Àà±ð / ·ÖÀà
Ñо¿·½Ïò:Computer Science
Web of Science Àà±ð:Computer Science, Information Systems
ÎÄÏ×ÐÅÏ¢
ÎÄÏ×ÀàÐÍ:Article
ÓïÖÖ:English
Èë²ØºÅ: WOS:000315245800007
ISSN: 0020-0255
µç×Ó ISSN: 1872-6291
ÆÚ¿¯ÐÅÏ¢
Impact Factor (Ó°ÏìÒò×Ó): Journal Citation Reports®
ÆäËûÐÅÏ¢
IDS ºÅ: 094EM
Web of Science ºËÐĺϼ¯ÖÐµÄ "ÒýÓõIJο¼ÎÄÏ×": 58
Web of Science ºËÐĺϼ¯ÖÐµÄ "±»ÒýƵ´Î": 3
·Çµ­²´ÎÞÒÔÃ÷Ö¾£¬·ÇÄþ¾²ÎÞÒÔÖÂÔ¶
2Â¥2014-09-21 18:01:12
ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû

sunshan4379

°æÖ÷ (ÎÄ̳¾«Ó¢)

ÓÅÐã°æÖ÷ÓÅÐã°æÖ÷ÎÄÏ׽ܳö¹±Ï×ÓÅÐã°æÖ÷

¡¾´ð°¸¡¿Ó¦Öú»ØÌû

¼ìË÷ºÅ: WOS:000315245800007
·Çµ­²´ÎÞÒÔÃ÷Ö¾£¬·ÇÄþ¾²ÎÞÒÔÖÂÔ¶
3Â¥2014-09-21 18:01:34
ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû
Ïà¹Ø°æ¿éÌø×ª ÎÒÒª¶©ÔÄÂ¥Ö÷ baroshi µÄÖ÷Ìâ¸üÐÂ
×î¾ßÈËÆøÈÈÌûÍÆ¼ö [²é¿´È«²¿] ×÷Õß »Ø/¿´ ×îºó·¢±í
[¿¼ÑÐ] »·¾³Ñ§Ë¶288Çóµ÷¼Á +8 ƤƤƤ123456 2026-03-22 8/400 2026-03-23 23:47 by ÈÈÇéɳĮ
[¿¼ÑÐ] 299Çóµ÷¼Á +5 ijijijijλ 2026-03-21 5/250 2026-03-23 23:36 by ÈÈÇéɳĮ
[¿¼ÑÐ] Ò»Ö¾Ô¸211 ³õÊÔ270·Ö Çóµ÷¼Á +4 ¹ÈÓêÉϰ¶ 2026-03-23 5/250 2026-03-23 21:18 by ²»»ó¿ÉÀÖ
[¿¼ÑÐ] 291 Çóµ÷¼Á +4 »¯¹¤2026½ì±ÏÒµÉ 2026-03-21 5/250 2026-03-23 16:46 by »¯¹¤2026½ì±ÏÒµÉ
[¿¼ÑÐ] ½ÓÊÕ2026˶ʿµ÷¼Á(ѧ˶+ר˶) +4 allen-yin 2026-03-23 6/300 2026-03-23 15:04 by Íô£¡£¿£¡
[¿¼ÑÐ] 317Çóµ÷¼Á +12 Éê×ÓÉêÉê 2026-03-19 18/900 2026-03-22 22:23 by luoyongfeng
[¿¼ÑÐ] 311Çóµ÷¼Á +6 ¶¬Ê®Èý 2026-03-18 6/300 2026-03-22 20:18 by edmund7
[¿¼ÑÐ] Ò»Ö¾Ô¸ Î÷±±´óѧ £¬070300»¯Ñ§Ñ§Ë¶£¬×Ü·Ö287£¬Ë«·ÇÒ»±¾£¬Çóµ÷¼Á¡£ +3 ³¿»èÏßÓëÐǺ£ 2026-03-20 3/150 2026-03-22 16:00 by ColorlessPI
[¿¼ÑÐ] 289Çóµ÷¼Á +7 »³èªÎÕè¤l 2026-03-20 7/350 2026-03-22 15:57 by ColorlessPI
[¿¼ÑÐ] 280Çóµ÷¼Á +11 ¹¾ààÏþÏþ 2026-03-18 12/600 2026-03-21 22:40 by ACS Nano¡ª¡ª
[¿¼ÑÐ] ¹ãÎ÷´óѧ²ÄÁϵ¼Ê¦ÍƼö +3 ÏÄÏÄÏÄСÕý 2026-03-17 5/250 2026-03-21 22:20 by ½ðê»ML
[¿¼ÑÐ] Ò»Ö¾Ô¸ÄÏ´ó£¬0703»¯Ñ§£¬·ÖÊý336£¬Çóµ÷¼Á +3 ÊÕµ½VS 2026-03-21 3/150 2026-03-21 18:42 by ѧԱ8dgXkO
[¿¼ÑÐ] Äϲý´óѧ²ÄÁÏר˶311·ÖÇóµ÷¼Á +6 77chaselx 2026-03-20 6/300 2026-03-21 07:24 by JourneyLucky
[¿¼ÑÐ] ²ÄÁϹ¤³Ì£¨×¨£©Ò»Ö¾Ô¸985 ³õÊÔ335Çóµ÷¼Á +3 hiloiy 2026-03-17 4/200 2026-03-21 03:04 by JourneyLucky
[¿¼ÑÐ] 332Çóµ÷¼Á +4 ydfyh 2026-03-17 4/200 2026-03-21 02:20 by JourneyLucky
[¿¼ÑÐ] 304Çóµ÷¼Á +6 ÂüÊâ2266 2026-03-18 6/300 2026-03-21 00:32 by JourneyLucky
[¿¼ÑÐ] Ò»Ö¾Ô¸Î÷ÄϽ»´ó£¬Çóµ÷¼Á +5 ²Ä»¯ÖðÃÎÈË 2026-03-18 5/250 2026-03-21 00:26 by JourneyLucky
[¿¼ÑÐ] 295¸´ÊÔµ÷¼Á +8 ¼òľChuFront 2026-03-19 8/400 2026-03-20 20:44 by zhukairuo
[¿¼ÑÐ] 085410È˹¤ÖÇÄÜר˶317Çóµ÷¼Á£¨0854¶¼¿ÉÒÔ£© +4 xbxudjdn 2026-03-18 4/200 2026-03-20 09:07 by ²»168
[¿¼ÑÐ] Ò»Ö¾Ô¸Öйúº£Ñó´óѧ£¬ÉúÎïѧ£¬301·Ö£¬Çóµ÷¼Á +5 1ËïÎò¿Õ 2026-03-17 6/300 2026-03-19 23:46 by zcl123
ÐÅÏ¢Ìáʾ
ÇëÌî´¦ÀíÒâ¼û