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Ensemble of Thermostatically Controlled Loads: Statistical Physics Approach

机译:恒温控制负载的集合:统计物理方法

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摘要

Thermostatically controlled loads, e.g., air conditioners and heaters, are by far the most widespread consumers of electricity. Normally the devices are calibrated to provide the so-called bang-bang control – changing from on to off, and vice versa, depending on temperature. We considered aggregation of a large group of similar devices into a statistical ensemble, where the devices operate following the same dynamics, subject to stochastic perturbations and randomized, Poisson on/off switching policy. Using theoretical and computational tools of statistical physics, we analyzed how the ensemble relaxes to a stationary distribution and established a relationship between the relaxation and the 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 the spectrum of the non-equilibrium (detailed balance broken) statistical system and uncover how switching policy affects oscillatory trends and the speed of the relaxation. Relaxation of the ensemble is of practical interest because it describes how the ensemble recovers from significant perturbations, e.g., forced temporary switching off aimed at utilizing the flexibility of the ensemble to provide “demand response” services to change consumption temporarily to balance a larger power grid. We discuss how the statistical analysis can guide further development of the emerging demand response technology.
机译:迄今为止,诸如空调和加热器之类的恒温控制负载是最广泛的用电量。通常,对设备进行校准以提供所谓的“砰砰”控制-根据温度从开到关,反之亦然。我们考虑了将大量相似的设备聚集到一个统计集合中,其中的设备遵循相同的动力学原理,受到随机扰动和随机泊松开/关切换策略的影响。使用统计物理学的理论和计算工具,我们分析了整体如何松弛到平稳分布,并建立了松弛与与混合(离散,开/关,连续温度)相空间。这使我们能够推导出非平衡(详细平衡被打破)统计系统的频谱,并揭示转换策略如何影响振荡趋势和放松速度。放松合奏具有实际意义,因为它描述了合奏如何从重大扰动中恢复,例如,强制暂时关闭旨在利用合奏的灵活性来提供“需求响应”服务以临时改变功耗以平衡更大的电网。我们讨论统计分析如何指导新兴的需求响应技术的进一步发展。

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