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Optimizing the Dynamic Economic Dispatch Problem by the Distributed Consensus-Based ADMM Approach

机译:通过基于分布式共识的ADMM方法优化动态经济调度问题

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This paper proposes a novel distributed approach to solve a new dynamic economic dispatch problem (DEDP) in which environmental cost function and ramp rate constraints are taken into consideration in islanded microgrid. In our proposed optimization model, the environmental cost function with E-exponential term and ramp rate constraints are considered to make the optimization problem more practical. Then a novel fully distributed algorithm is proposed to address the DEDP based on the alternating direction method of multipliers (ADMM) and distributed consensus theory of the multiagents system. A Lambert $W$ function is employed to tackle the E-exponential term in the environmental cost function, which is different from most existing papers which discuss the DEDP only with quadratic cost functions. A parallel projection method on account of ADMM is used to deal with the ramp rate constraints in this paper. In addition, the power balance can be guaranteed every time when the sum of initial powder output is equal to the total demand. Therefore, the proposed algorithm can deal with the supply-demand constraints, capacity limit constraints, and ramp rate constraints. Finally, simulations on IEEE14-bus are introduced to further illustrate the effectiveness of the proposed algorithm.
机译:本文提出了一种新颖的分布式方法来解决新的动态经济调度问题(DEDP),其中在岛屿微电网中考虑了环境成本函数和坡道率约束。在我们提出的优化模型中,具有电子指数术语和斜坡率限制的环境成本函数被认为是使优化问题更加实用。然后提出了一种新颖的完全分布式算法来解决基于乘法器(ADMM)的交替方向方法和多层系统的分布式共识理论来解决DEDP。 Lambert $ W $职能用于解决环境成本函数中的电子指数术语,这与大多数现有文件不同,只有二次成本职能讨论DEDP。根据ADMM的并行投影方法用于处理本文中的斜坡率约束。此外,每次初始粉末输出的总和等于总需求时,每次都可以保证电力平衡。因此,所提出的算法可以处理供需约束,容量限制约束和斜坡率约束。最后,介绍了IEEE14-SUA上的模拟,以进一步说明所提出的算法的有效性。

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