首页> 外文期刊>Applied Energy >Energy trading in the distribution system using a non-model based game theoretic approach
【24h】

Energy trading in the distribution system using a non-model based game theoretic approach

机译:使用基于非模型的博弈论方法的配电系统中的能源交易

获取原文
获取原文并翻译 | 示例
       

摘要

A comprehensive energy trading market is proposed at the distribution level using a model-free, game theoretic approach. The proposed market is modeled as a non-cooperative, multiplayer game, and a Nash equilibrium solution is obtained using an extremum seeking algorithm. For the game model, a non-cooperative market structure is proposed with an embedded notion of each player's reputation. Besides that, an index is proposed that tracks the commitments of each player, rewards them according to their past behavior, and improves market reliability. Moreover, the proposed index, referred to as a Market Reputation Index, promotes fairness by rewarding good players and also encourages installation of an energy management system with accurate forecasting. A new, low-complexity, model free approach (i.e., Extremum seeking) is demonstrated to model Nash seeking behavior of players and a unique Nash equilibrium solution is sought for the proposed game. Detailed case studies demonstrate how the game is setup and the convergence to Nash equilibrium is achieved. Results are analyzed to show the usefulness of the market reputation index in improving reliability and fairness. It is also shown that the proposed market results in an increased local generation, higher payoffs (profits) for the participating players, and lower market clearing prices.
机译:使用无模型的博弈论方法在分销级别上提出了一个综合的能源交易市场。拟议的市场被建模为非合作的多人游戏,并且使用极值搜索算法获得Nash均衡解决方案。对于游戏模型,提出了一种非合作的市场结构,其中包含了每个玩家声誉的嵌入概念。除此之外,还提出了一个指标,该指标可以跟踪每个参与者的承诺,根据他们过去的行为对其进行奖励,并提高市场可靠性。此外,建议的指数称为市场声誉指数,它通过奖励优秀参与者来促进公平,并且还鼓励安装具有准确预测的能源管理系统。演示了一种新的,低复杂度的,无模型的方法(即,极值搜索)来模拟玩家的纳什寻求行为,并且为拟议的游戏寻求独特的纳什均衡解决方案。详细的案例研究证明了如何建立游戏并实现了向纳什均衡的收敛。分析结果表明,市场信誉指数在提高可靠性和公平性方面很有用。还表明,提议的市场导致本地发电量的增加,参与参与者的收益(利润)的增加以及市场清算价格的降低。

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