武汉理工大学学报(信息与管理工程版)
武漢理工大學學報(信息與管理工程版)
무한리공대학학보(신식여관리공정판)
JOURNAL OF WUHAN AUTOMOTIVE POLYTECHNIC UNIVERSITY
2014年
1期
82-85
,共4页
资源均衡优化%遗传算法%网络计划%间隔率
資源均衡優化%遺傳算法%網絡計劃%間隔率
자원균형우화%유전산법%망락계화%간격솔
leveling optimization of resources%genetic algorithm%network planning%interval rate
为解决传统编码方式易产生无效解的问题,提出基于间隔率的编码与解码方法,从而避免在交叉、变异等遗传操作中出现违反作业间逻辑关系的情况。由于方差更能体现项目在各时刻资源需求的不均衡程度,为此建立了以资源方差最小为目标函数的多资源均衡优化模型。结合案例,详细叙述了该算法的设计参数和应用步骤,结果表明,该方法较传统编码方式具有收敛速度快、优化效果明显等优点,从而验证了该方法的可行性和有效性。
為解決傳統編碼方式易產生無效解的問題,提齣基于間隔率的編碼與解碼方法,從而避免在交扠、變異等遺傳操作中齣現違反作業間邏輯關繫的情況。由于方差更能體現項目在各時刻資源需求的不均衡程度,為此建立瞭以資源方差最小為目標函數的多資源均衡優化模型。結閤案例,詳細敘述瞭該算法的設計參數和應用步驟,結果錶明,該方法較傳統編碼方式具有收斂速度快、優化效果明顯等優點,從而驗證瞭該方法的可行性和有效性。
위해결전통편마방식역산생무효해적문제,제출기우간격솔적편마여해마방법,종이피면재교차、변이등유전조작중출현위반작업간라집관계적정황。유우방차경능체현항목재각시각자원수구적불균형정도,위차건립료이자원방차최소위목표함수적다자원균형우화모형。결합안례,상세서술료해산법적설계삼수화응용보취,결과표명,해방법교전통편마방식구유수렴속도쾌、우화효과명현등우점,종이험증료해방법적가행성화유효성。
The traditional encoding always generates invalid solution .An encoding and decoding method based on interval rate was proposed to solve the problem .The method avoids the violation of the logical relationships between jobs in crossover op -eration and mutation operation .A multi-resource leveling optimization model was analyzed and designed , whose objective func-tion was resource variance minimum , because of the variance better reflecting the uneven degree of the resource requirements .Fi-nally, a case detailed the design parameters and application steps of the algorithm , and was used to verify the feasibility and ef-fectiveness of the method .The study indicates that the method is better than the traditional encoding .The convergence speed is faster and optimization effect is more obvious than that of the traditional one .