首页> 外文期刊>Applied Energy >Enhancement Of Combined Heat And Power Economic Dispatch Using Self Adaptive Real-coded Genetic Algorithm
【24h】

Enhancement Of Combined Heat And Power Economic Dispatch Using Self Adaptive Real-coded Genetic Algorithm

机译:自适应实编码遗传算法增强热电联产调度

获取原文
获取原文并翻译 | 示例
       

摘要

In this paper, a self adaptive real-coded genetic algorithm (SARGA) is implemented to solve the combined heat and power economic dispatch (CHPED) problem. The self adaptation is achieved by means of tournament selection along with simulated binary crossover (SBX). The selection process has a powerful exploration capability by creating tournaments between two solutions. The better solution is chosen and placed in the mating pool leading to better convergence and reduced computational burden. The SARGA integrates penalty parameterless constraint handling strategy and simultaneously handles equality and inequality constraints. The population diversity is introduced by making use of distribution index in SBX operator to create a better offspring. This leads to a high diversity in population which can increase the probability towards the global optimum and prevent premature convergence. The SARGA is applied to solve CHPED problem with bounded feasible operating region which has large number of local minima. The numerical results demonstrate that the proposed method can find a solution towards the global optimum and compares favourably with other recent methods in terms of solution quality, handling constraints and computation time.
机译:为了解决热电联产经济调度(CHPED)问题,本文采用了一种自适应实编码遗传算法(SARGA)。通过锦标赛选择以及模拟二进制交叉(SBX)来实现自适应。通过在两个解决方案之间创建锦标赛,选择过程具有强大的探索能力。选择更好的解决方案并将其放置在匹配池中,从而导致更好的收敛性并减少了计算负担。 SARGA集成了惩罚无参数约束处理策略,并同时处理相等和不相等约束。通过利用SBX运算符中的分布指数引入种群多样性来创建更好的后代。这导致了人口的高度多样性,从而可能增加实现全球最优的可能性,并防止过早趋同。 SARGA用于解决CHPED问题,该问题具有有限的可行操作区域,该区域具有大量的局部最小值。数值结果表明,所提出的方法可以找到全局最优解,并且在求解质量,处理约束和计算时间等方面与其他最近的方法相比具有优势。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号