Regression Analysis of Grid Stability under Decentralized Control

D. Panda, Saptarshi Das
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引用次数: 4

Abstract

Decentralized smart grid control (DSGC) aims to implement smart control strategies through the demand response without significant reinforcements in the grid infrastructure. This strategy aims to balance the demand and supply considering the dynamic and economic price structure of the grid. Demand response strategy is implemented based on the heterogeneous nature of response of the consumers to the electricity price. In this paper, feature selection and regression analysis have been performed to study the dependence of the stability condition and system parameters on the parameters of decentralized control like the reaction time of the consumer, power produced or consumed and the price elasticity. The analysis is performed based on the data generated considering 10,000 Monte Carlo simulations of the initial conditions, which incorporates different characteristics of the heterogeneous consumers.
分散控制下电网稳定性的回归分析
分布式智能电网控制(DSGC)旨在通过需求响应实现智能控制策略,而无需对电网基础设施进行大量强化。该策略旨在考虑电网的动态和经济价格结构,实现供需平衡。需求响应策略是基于消费者对电价响应的异质性来实施的。本文通过特征选择和回归分析,研究了分散控制的稳定性条件和系统参数对用户反应时间、生产或消耗的电力以及价格弹性等参数的依赖关系。该分析是基于考虑初始条件的10,000个蒙特卡罗模拟生成的数据进行的,其中包含了异构消费者的不同特征。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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