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Distributed event-triggered scheme for economic dispatch in power systems with uncoordinated step-sizes

机译:步长不协调的电力系统中经济调度的分布式事件触发方案

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摘要

Considering potential applications in power systems, economic dispatch problem (EDP) in time-varying balanced communication networks is studied, aiming to minimise the total cost of generating electricity. This is equivalent to dealing with the problem of optimising the sum of local functions while a single generator possesses only its local function. The variables of generators, satisfying some local constraints, are coupled by a linear constraint. In order to resolve the EDP, the authors design a fully distributed primal-dual optimisation algorithm with time-varying uncoordinated step-sizes. In consideration of saving computation and communication resources, an event-triggered scheme is introduced into the algorithm, based on which each generator is only allowed to interact with their neighbouring generators at some independent event-triggered sampling time instants. The proposed algorithm is able to achieve a linear convergence rate under the strong convexity and smoothness of the local objective functions. The Zeno-like behaviour is rigorously excluded, which means that the interval between any two consecutive sampling time instants of each generator is not less than two. Effectiveness of the algorithm and correctness of the theoretical analysis are verified by numerical experiments.
机译:考虑到在电力系统中的潜在应用,研究了时变平衡通信网络中的经济调度问题(EDP),旨在最大程度地降低总发电成本。这等效于处理优化局部函数之和的问题,而单个生成器仅拥有其局部函数。满足某些局部约束的生成器变量通过线性约束耦合。为了解决EDP,作者设计了具有时变不协调步长的完全分布式原始对偶优化算法。考虑到节省计算和通信资源,将事件触发方案引入到算法中,在该方案的基础上,仅允许每个生成器在某个独立的事件触发采样时刻与其相邻的生成器进行交互。该算法在局部目标函数的强凸度和平滑度下能够达到线性收敛速度。严格排除了类Zeno行为,这意味着每个发生器的任意两个连续采样时刻之间的间隔不少于两个。通过数值实验验证了算法的有效性和理论分析的正确性。

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