基于noma的通信约束下的统计电网可观测性

Qiyan Zhan, Nan Liu, Zhiwen Pan, Hongjian Sun
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引用次数: 2

摘要

本文将电力系统与无线通信系统结合起来,在相量测量单元(pmu)对时延有严格要求的情况下,利用有效容量理论对电网的可观测性进行了研究。为了在满足服务质量(QoS)要求的同时节省通信带宽,采用了非正交多址(NOMA)技术。出于实际目的,我们考虑每个NOMA组最多由两个pmu组成的情况。将该问题表述为在满足电网可观察性约束的情况下,在所有可能的NOMA用户配对策略、NOMA组间带宽分配、各NOMA组内功率分配以及各PMU的归一化QoS指数下,最小化所需的通信带宽。为了解决这一问题,首先推导了两个PMU的NOMA对有效容量的封闭表达式,然后通过确定NOMA用户配对策略和每个PMU的成功传输概率,通过对分搜索法找到NOMA组间的最优带宽分配、NOMA组内的最优功率分配和每个PMU的归一化QoS指数来解决该问题。然后,针对固定的NOMA用户配对策略,通过模拟退火算法求出每个PMU成功传输的概率。最后,我们讨论了使用均匀信道增益差(UCGD)配对作为pmu配对策略的好处。在IEEE 14总线电源系统上的数值结果表明,在带宽和功率分配均等的情况下,与正交多址(OMA)方法和NOMA方法相比,该算法显著节省了带宽。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Statistical Power Grid Observability under NOMA-based Communication Constraints
This paper studies the observability of the power grid by jointly considering the power system with the wireless communication system under the strict latency requirements of Phasor Measurement Units (PMUs), which is characterized via the theory of effective capacity. In order to meet the quality of service (QoS) requirements and save communication bandwidth at the same time, the technique of non-orthogonal multiple access (NOMA) is adopted. For practical purposes, we consider the case where each NOMA group consists of at most two PMUs. The problem is formulated as minimizing the required communication bandwidth while satisfying the observability constraint of the power grid, over all possible NOMA user pairing strategies, bandwidth allocation among NOMA groups, power allocation within each NOMA group and the normalized QoS exponents of each PMU. In order to solve this problem, we first derive the closed-form expressions of the effective capacity of the two-PMU NOMA pair, then the problem is solved by first fixing the NOMA user pairing strategy and the probability of successful transmission of each PMU, and finding the optimal bandwidth allocation among NOMA groups, power allocation within each NOMA group and the normalized QoS exponents of each PMU via the bisection search method. Then, the probability of successful transmission of each PMU is found via the simulated annealing algorithm for a fixed NOMA user pairing strategy. Finally, we discuss the benefit of using uniform channel gain difference (UCGD) pairing as the PMU-pairing strategy. Numerical results on the IEEE 14-bus power system demonstrate the significant bandwidth savings of the proposed algorithm compared with the orthogonal multiple access (OMA) method and the NOMA method with equal bandwidth and power allocation.
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