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Optimal Discrete Net-Load Balancing in Smart Grids with High PV Penetration

机译:高PV渗透率的智能电网中的最优离散净负载平衡

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摘要

Mitigating supply-demand mismatch is critical for smooth power grid operation. Traditionally. load curtailment techniques such as demand response have been used for this purpose. However, these cannot be the only component of a net-load balancing framework for smart grids with high PV penetration. These grids sometimes exhibit supply surplus, causing overvoltages. Currently, these are mitigated using voltage manipulation techniques such as Volt-Var Optimizations, which are computationally expensive, thereby increasing the complexity of grid operations. Taking advantage of recent technological developments that enable rapid selective connection of PV modules of an installation to the grid, we develop a unified net-load balancing framework that performs both load and solar curtailment. We show that when the available curtailment values are discrete, this problem is NP-hard and we develop bounded approximation algorithms. Our algorithms produce fast solutions, given the tight timing constraints required for grid operation, while ensuring that practical constraints such as fairness, network capacity limits, and so forth are satisfied. We also develop an online algorithm that performs net-load balancing using only data available for the current interval. Using both theoretical analysis and practical evaluations, we show that our net-load balancing algorithms provide solutions that are close to optimal in a small amount of time.
机译:缓解供需不匹配对于确保电网平稳运行至关重要。传统上。诸如需求响应之类的负载缩减技术已用于此目的。但是,对于高PV渗透率的智能电网,这些并不是唯一的净负载平衡框架的组成部分。这些电网有时会显示电源过剩,从而导致过电压。当前,使用电压操纵技术(例如Volt-Var Optimizations)缓解了这些问题,这在计算上是昂贵的,从而增加了电网运行的复杂性。利用最新的技术发展优势,该技术可以使设备的光伏模块快速选择性地连接到电网,我们开发了一个统一的净负载均衡框架,既可以实现负载削减又可以实现太阳能削减。我们表明,当可用的缩减值是离散的时,此问题是NP-难问题,并且我们开发了有界近似算法。考虑到电网运行所需的严格时序约束,我们的算法可提供快速解决方案,同时确保满足诸如公平性,网络容量限制等实际约束。我们还开发了一种在线算法,该算法仅使用当前时间间隔内可用的数据执行净负载平衡。通过理论分析和实际评估,我们证明了我们的净负载平衡算法可在短时间内提供接近最佳的解决方案。

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