河南机电高等专科学校学报
河南機電高等專科學校學報
하남궤전고등전과학교학보
JOURNAL OF HENAN MECHANICAL AND ELECTRICAL ENGINEERING COLLEGE
2013年
5期
20-23
,共4页
遗传规划%遗传算法%车间作业调度
遺傳規劃%遺傳算法%車間作業調度
유전규화%유전산법%차간작업조도
genetic programming%genetic algorithm%job shop scheduling
遗传规划在实际问题中的应用是一个新的发展方向。文章根据车间调度问题的特点,对遗传规划算法进行了改进,借鉴了一种新编码策略将变长编码变成定长,减少了算法复杂度,提高了运算效率;同时设计了一种新的标记交叉算子,这种交叉算法可以有效地避免产生非法解。由于遗传规划问题的收敛性不高,文中将遗传规划和遗传算法有效地结合起来,提出一种协同遗传规划算法,实验表明,改进后的算法比传统算法能更有效地解决车间调度问题。
遺傳規劃在實際問題中的應用是一箇新的髮展方嚮。文章根據車間調度問題的特點,對遺傳規劃算法進行瞭改進,藉鑒瞭一種新編碼策略將變長編碼變成定長,減少瞭算法複雜度,提高瞭運算效率;同時設計瞭一種新的標記交扠算子,這種交扠算法可以有效地避免產生非法解。由于遺傳規劃問題的收斂性不高,文中將遺傳規劃和遺傳算法有效地結閤起來,提齣一種協同遺傳規劃算法,實驗錶明,改進後的算法比傳統算法能更有效地解決車間調度問題。
유전규화재실제문제중적응용시일개신적발전방향。문장근거차간조도문제적특점,대유전규화산법진행료개진,차감료일충신편마책략장변장편마변성정장,감소료산법복잡도,제고료운산효솔;동시설계료일충신적표기교차산자,저충교차산법가이유효지피면산생비법해。유우유전규화문제적수렴성불고,문중장유전규화화유전산법유효지결합기래,제출일충협동유전규화산법,실험표명,개진후적산법비전통산법능경유효지해결차간조도문제。
Application of genetic programming in practical problems is a new development direction . In this paper ,according to the characteristics of job shop scheduling problems ,genetic programming al-gorithm is improved ,using a new coded strategy will be variable length code into a fixed length ,reduce the complexity of the algorithm ,improve the computational efficiency ;at the same time ,design a new marker of crossover operator ,the crossover algorithm can effectively avoid illegal solutions .The conver-gence of genetic programming is not high ,the genetic programming and genetic algorithm are combined effectively ,this paper proposes a cooperative genetic programming algorithm ,experiments show that , the improved algorithm is more effective than the traditional algorithm to solve the job shop scheduling problem .