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Aggregation and Control of Populations of Thermostatically Controlled Loads by Formal Abstractions

机译:正式抽象恒温控制负荷的聚集和控制

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摘要

This work discusses a two-step procedure, based on formal abstractions, togenerate a finite-space stochastic dynamical model as an aggregation of thecontinuous temperature dynamics of a homogeneous population of ThermostaticallyControlled Loads (TCL). The temperature of a single TCL is described by astochastic difference equation and the TCL status (ON, OFF) by a deterministicswitching mechanism. The procedure is formal as it allows the exactquantification of the error introduced by the abstraction -- as such it buildsand improves on a known, earlier approximation technique in the literature.Further, the contribution discusses the extension to the case of aheterogeneous population of TCL by means of two approaches resulting in thenotion of approximate abstractions. It moreover investigates the problem ofglobal (population-level) regulation and load balancing for the case of TCLthat are dependent on a control input. The procedure is tested on a case studyand benchmarked against the mentioned alternative approach in the literature.
机译:这项工作讨论了基于形式抽象的两步过程,以生成有限空间的随机动力学模型,将其作为均质恒温控制载荷(TCL)的连续温度动力学的集合。单个TCL的温度由随机差分方程描述,TCL状态(ON,OFF)由确定性切换机制描述。该程序是形式化的,因为它可以精确量化抽象引入的错误-这样就建立并改进了文献中已知的较早的近似技术。此外,本文讨论了TCL扩展到非均质TCL的情况。导致近似抽象概念的两种方法的手段。此外,它针对依赖控制输入的TCL情况,研究了全局(人口级别)调节和负载平衡的问题。该程序通过案例研究进行测试,并以文献中提到的替代方法为基准。

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