东北农业大学学报
東北農業大學學報
동북농업대학학보
JOURNAL OF NORTHEAST AGRICULTURAL UNIVERSITY
2014年
8期
118-123
,共6页
遗传算法%扩展蚁群算法%连续空间优化%马斯京根模型%参数估计
遺傳算法%擴展蟻群算法%連續空間優化%馬斯京根模型%參數估計
유전산법%확전의군산법%련속공간우화%마사경근모형%삼수고계
genetic algorithm%extended ant colony algorithm%optimization of continuous space%Muskingum routing model%parameter estimation
文章针对扩展蚁群算法收敛速度慢,易陷入局部最优缺点,对扩展蚁群算法提出改进策略,引入遗传算法产生初始解,加入局部细搜策略。根据解的权重改进解存储器中每个解权值,增加解的方向性,快速获得最优解,通过多个典型函数寻优确定方法有效性。利用改进后算法解决洪水演算马斯京根模型参数估计问题,通过与现有马斯京根模型参数估计方法对比,验证算法具有更好优化性能,为精确估计马斯京根模型参数提供更有效方法。
文章針對擴展蟻群算法收斂速度慢,易陷入跼部最優缺點,對擴展蟻群算法提齣改進策略,引入遺傳算法產生初始解,加入跼部細搜策略。根據解的權重改進解存儲器中每箇解權值,增加解的方嚮性,快速穫得最優解,通過多箇典型函數尋優確定方法有效性。利用改進後算法解決洪水縯算馬斯京根模型參數估計問題,通過與現有馬斯京根模型參數估計方法對比,驗證算法具有更好優化性能,為精確估計馬斯京根模型參數提供更有效方法。
문장침대확전의군산법수렴속도만,역함입국부최우결점,대확전의군산법제출개진책략,인입유전산법산생초시해,가입국부세수책략。근거해적권중개진해존저기중매개해권치,증가해적방향성,쾌속획득최우해,통과다개전형함수심우학정방법유효성。이용개진후산법해결홍수연산마사경근모형삼수고계문제,통과여현유마사경근모형삼수고계방법대비,험증산법구유경호우화성능,위정학고계마사경근모형삼수제공경유효방법。
According to extended ant colony algorithm converging slowly and easily falling into local optimum, it presented some improved strategies:introduced genetic algorithm to produce the initial solution and join the local fine search strategy to avoid ants in local optimum and the weight of each solution improved by its' importance of the memory to get the optimal solution quickly and increase the direction. This paper used the improved algorithm to solve flood routing problem by parameter estimation of Muskingum routing model,by comparison with the existing parameter estimation of Muskingum routing method, validated algorithm has better optimize performance, and provide a more effective way to accurately estimating the parameters of Muskingum routing model.