一个非凸的经济调度问题与点效应使用风驱动优化方法
Nur Fariza Ramli1, Nor Azwan Mohamed Kamari1,2, Syahirah Abd Halim1
1Department of Electrical, Electronic and Systems Engineering, Faculty of Engineering and Built Environment, Universiti Kebangsaan Malaysia, Bangi, Selangor Malaysia.
概括
这项研究证明了风力驱动优化 (WDO) 方法在解决电力系统中复杂的经济调度问题的有效性. WDO实现了以最小成本和减少功耗的最佳发电,优于其他优化技术.
科学领域:
- 电气工程 电气工程
- 优化技术 优化技术
- 计算智能是一种计算智能.
背景情况:
- 经济调度对于最大限度地降低发电成本,同时满足系统需求和限制至关重要.
- 非凸的经济调度问题,特别是点效应,带来了重大的计算挑战.
- 现有的优化方法可能难以满足这些复杂问题所需的准确性和效率.
研究的目的:
- 评估风力驱动优化 (WDO) 方法的效率和准确性,以解决非凸的经济调度问题.
- 为了证明WDO算法的能力在实现低成本的能源发电和最大限度地减少功耗损失.
- 将WDO的性能与其他已知的优化技术进行比较.
主要方法:
- 该研究实施了风驱动优化 (WDO) 算法,其灵感来源于自然风的模式.
- 该方法应用于标准测试系统,包括10发电机和40发电机电力系统.
- 性能与花花授粉算法,火焰优化,粒子群优化和进化编程进行了基准测试.
主要成果:
- 风力驱动优化 (WDO) 方法有效地解决了非凸的经济调度问题.
- 与其他经过测试的算法相比,WDO表现出卓越的搜索准确性和效率.
- 确定了最佳的发电值,从而实现最小的发电成本和低功耗损失率.
结论:
- 风力驱动优化 (WDO) 方法是解决经济调度问题的高效和准确方法.
- WDO为需要具有成本效益和低损耗的能源生产的电力系统提供了强大的解决方案.
- 通过对各种系统配置的模拟来验证算法的有效性.
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