基于混合DE-Newton的电-气一体化能源系统能量流计算初值选择方法

Haitao Liu, Zongpu Geng, Kuangyi Zhang, Huajun Yuan, Xiaoyi Ye
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摘要

牛顿法是大多数电-气一体化系统多能流计算的核心算法,存在初值敏感性问题。对于平启动综合能源系统中难以收敛的天然气子系统,目前还没有有效的初值计算方法。鉴于此,本文结合具有全局寻优能力的差分进化算法和牛顿收敛律,推导了基于参数收敛算子的DE方法终止条件,提出了一种用于电-气一体化系统能量流计算的混合DE-牛顿方法。混合de -牛顿法利用差分进化算法的全局搜索能力,能够快速得到天然气系统的合理初值,收敛性较好,在保持较高计算效率的同时,有效改善了牛顿法平启动的收敛问题。通过6节点天然气系统和15节点电-气一体化系统实例验证了该方法的可行性和优越性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An initial value selection method based on hybrid DE-Newton for energy flow calculation of the electricity-gas integrated energy system
Newton method is the core algorithm in most of the multi energy flow calculation of the integrated electricity-gas system, which has initial value sensitivity problem. There is no effective initial value calculation method at present for the natural gas subsystem which is difficult to converge in the integrated energy system with flat start up. In view of this, in this paper, by combining the Differential Evolution Algorithm with the ability of global optimization and Newton convergence law, the DE method termination condition based on parameter convergence operator is derived, and a hybrid DE-Newton method for energy flow calculation of integrated electricity-gas system is proposed. The hybrid DE-Newton method utilizes the global search ability of differential evolution algorithm, which can quickly get reasonable initial value of natural gas system with better convergence, and effectively improve the convergence problem of Newton method with flat start up while maintaining high calculation efficiency. The feasibility and superiority of the proposed method are verified by two examples of 6-node natural gas system and 15-node integrated electricity-gas system.
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