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Ensemble of Thermostatically Controlled Loads: Statistical Physics Approach

机译:恒温控制负荷集合:统计物理学   途径

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摘要

Thermostatically Controlled Loads (TCL), e.g. air-conditioners and heaters,are by far the most wide-spread consumers of electricity. Normally the devicesare calibrated to provide the so-called bang-bang control of temperature --changing from on to off, and vice versa, depending on temperature. Aggregationof a large group of similar devices into a statistical ensemble is considered,where the devices operate following the same dynamics subject to stochasticperturbations and randomized, Poisson on/off switching policy. We analyze,using theoretical and computational tools of statistical physics, how theensemble relaxes to a stationary distribution and establish relation betweenthe relaxation and statistics of the probability flux, associated with devices'cycling in the mixed (discrete, switch on/off, and continuous, temperature)phase space. This allowed us to derive and analyze spectrum of thenon-equilibrium (detailed balance broken) statistical system and uncover howswitching policy affects oscillatory trend and speed of the relaxation.Relaxation of the ensemble is of a practical interest because it describes howthe ensemble recovers from significant perturbations, e.g. forceful temporaryswitching off aimed at utilizing flexibility of the ensemble in providing"demand response" services relieving consumption temporarily to balance largerpower grid. We discuss how the statistical analysis can guide furtherdevelopment of the emerging demand response technology.
机译:恒温控制负载(TCL),例如迄今为止,空调和加热器是电力使用最广泛的消费者。通常情况下,对设备进行校准以提供所谓的温度控制,根据温度从开到关,反之亦然。考虑将大量相似的设备聚集到一个统计集合中,其中这些设备遵循相同的动态操作,但受到随机扰动和随机泊松开/关切换策略的影响。我们使用统计物理学的理论和计算工具分析了整体如何松弛到平稳分布,并建立了概率通量的松弛与统计之间的关系,与设备在混合状态下的循环(离散,开/关和连续,温度)相空间。这使我们能够导出和分析非平衡(详细的平衡被打破)统计系统的频谱,并揭示转换策略如何影响振荡的趋势和松弛速度。放松合奏具有实际意义,因为它描述了合奏如何从显着扰动中恢复。 ,例如强制性临时关闭旨在利用集合的灵活性来提供“需求响应”服务,以暂时缓解能耗,从而平衡较大的电网。我们讨论统计分析如何指导新兴需求响应技术的进一步发展。

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