基于改进的子搜索算法,对布站最佳运行进行研究
Xueni Wang1, Xiamin Ma2, Xiaolian Liu2
1College of Water Resource Science and Engineering, Taiyuan University of Technology, Taiyuan 030024, China; Henan Key Laboratory of Water Resources Conservation and Intensive Utilization in the Yellow River Basin, North China University of Water Resources and Electric Power, Zhengzhou 450046, China
概括
本研究介绍了一种改进的子搜索算法 (BSSA),以优化级联站的调度,显著提高效率并降低水资源管理系统的运营成本.
科学领域:
- 工程 工程师 工程师 工程师
- 计算机科学 计算机科学
- 环境科学 环境科学
背景情况:
- 布式送站经常受到低效率和高能耗损失的影响.
- 优化其运营时间表对于最大限度地提高系统效率和最大限度地降低成本至关重要.
研究的目的:
- 为级联站开发一个优化的调度模型.
- 为解决这个复杂的优化问题提出一个改进的子搜索算法 (BSSA).
主要方法:
- 开发了一个优化的调度模型,包含多个约束.
- 引入了Bernoulli混乱地图用于BSSA初始化以增强多样性.
- 实施了一个随机边界策略,以防止局部最佳状态.
- 使用基准函数和实用的三级站案例验证了BSSA性能.
主要成果:
- 与标准子搜索算法 (SSA) 相比,BSSA表现出更高的收准确度和速度.
- 与现有方法相比,SSA提高了0.72-0.96%的效率,并降低了每年263,000日元至363,300日元的成本.
- BSSA进一步提高了0.04-0.30%的效率,并将成本降低了每年14,800¥至109,900¥.
结论:
- BSSA是一种可行且有效的方法,可以优化级站调度.
- 拟议的方法可显著提高运营效率和降低成本.
- 结果为优化站系统提供了宝贵的见解.
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