Dynamic Consensus-Based ADMM Strategy for Economic Dispatch with Demand Response in Power Grids

Bhuban Dhamala, Kabindra Pokharel, N. Karki
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Abstract

This paper introduces a dynamic consensus-based economic dispatch (ED) algorithm utilizing the Alternating Direction Method of Multipliers (ADMM) to optimize real-time pricing and generation/demand decisions within a decentralized energy management framework. The increasing complexity of modern energy markets, driven by the proliferation of Distributed Energy Resources (DER) and variable demands from hybrid electric vehicles, necessitates a departure from traditional centralized dispatch methods. This research proposes a novel ADMM-based solution tailored for non-responsive and responsive demand units that integrates demand response mechanisms to adaptively manage real-time fluctuations while enhancing security and privacy through distributed data management. The testing of the algorithm on the IEEE 39 bus system under various load conditions over 24 h demonstrated the algorithm’s effectiveness in handling traditional and renewable energy sources, particularly highlighting the economic benefits of shifting controllable loads to periods of low-cost renewable availability. The findings underscore the algorithm’s potential to reduce energy costs, enhance energy efficiency, and offer a scalable solution across diverse grid systems, contributing significantly to advancing global energy policy and sustainable management practices.
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基于 ADMM 的动态共识策略,用于电网中带有需求响应的经济调度
本文介绍了一种基于共识的动态经济调度(ED)算法,该算法利用交替乘法(ADMM)优化分散式能源管理框架内的实时定价和发电/需求决策。在分布式能源资源(DER)和混合动力电动汽车可变需求的推动下,现代能源市场的复杂性日益增加,因此有必要摆脱传统的集中式调度方法。本研究提出了一种新颖的基于 ADMM 的解决方案,适合非响应型和响应型需求单位,该方案整合了需求响应机制,能够自适应地管理实时波动,同时通过分布式数据管理提高安全性和隐私性。在各种负载条件下对 IEEE 39 总线系统进行的 24 小时算法测试表明,该算法在处理传统能源和可再生能源方面非常有效,尤其突出了将可控负载转移到低成本可再生能源可用期的经济效益。研究结果凸显了该算法在降低能源成本、提高能源效率方面的潜力,并为不同的电网系统提供了可扩展的解决方案,为推进全球能源政策和可持续管理实践做出了重大贡献。
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CiteScore
4.80
自引率
0.00%
发文量
1584
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