首页> 外文期刊>Energy Conversion & Management >A review on multi-objective optimization framework in wind energy forecasting techniques and applications
【24h】

A review on multi-objective optimization framework in wind energy forecasting techniques and applications

机译:风能预测技术与应用多目标优化框架综述

获取原文
获取原文并翻译 | 示例
           

摘要

Wind energy is renewable and clean energy. To improve the utilization efficiency of the wind energy, studies on wind energy forecasting have gradually been developed in recent years. In these studies, multi-objective optimization technologies have been widely discussed and developed, which can simultaneously improve forecasting performance in multiple aspects, such as accuracy and stability. In this paper, a comprehensive review on the multi-objective optimization technologies in the wind energy forecasting is made. This paper first briefly introduces the basic theories and methods related to the multi-objective optimization. Subsequently, according to different applications, the classification of objective functions is discussed. After describing the applications of the multi-objective optimization, the optimization results and performance improvements obtained in the references are summarized and compared. Finally, the future development of multi-objective optimization in the wind energy forecasting is given.
机译:风能是可再生和清洁能源。为了提高风能的利用效率,近年来逐渐开发了风能预测的研究。在这些研究中,多目标优化技术已被广泛讨论和开发,这可以同时提高多个方面的预测性能,例如准确性和稳定性。本文对风能预测中的多目标优化技术进行了全面综述。本文首先简要介绍了与多目标优化相关的基本理论和方法。随后,根据不同的应用,讨论了客观函数的分类。在描述多目标优化的应用后,总结了参考中获得的优化结果和性能改进。最后,给出了风能预测中的多目标优化的未来发展。

著录项

  • 来源
    《Energy Conversion & Management》 |2020年第11期|113324.1-113324.22|共22页
  • 作者

    Liu Hui; Li Ye; Duan Zhu; Chen Chao;

  • 作者单位

    Cent South Univ Sch Traff & Transportat Engn Inst Artificial Intelligence & Robot IAIR Key Lab Traff Safety Track Minist Educ Changsha 410075 Hunan Peoples R China;

    Cent South Univ Sch Traff & Transportat Engn Inst Artificial Intelligence & Robot IAIR Key Lab Traff Safety Track Minist Educ Changsha 410075 Hunan Peoples R China;

    Cent South Univ Sch Traff & Transportat Engn Inst Artificial Intelligence & Robot IAIR Key Lab Traff Safety Track Minist Educ Changsha 410075 Hunan Peoples R China;

    Cent South Univ Sch Traff & Transportat Engn Inst Artificial Intelligence & Robot IAIR Key Lab Traff Safety Track Minist Educ Changsha 410075 Hunan Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Wind energy forecasting; Multi-objective optimization; Pareto optimality; Objective functions; Wind energy applications;

    机译:风能预测;多目标优化;Pareto最优性;客观功能;风能应用;

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