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Multi-objective generation scheduling of integrated energy system using fuzzy based surrogate worth trade-off approach

机译:基于模糊的代理商价值权衡探讨方法的多目标生成调度

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The aim of this research work is to resolve the economic, emission and multi-objective scheduling problem (MOSP) of the integrated energy system (IES). The integrated energy system incorporates pumped storage hydrothermal system (PSHTS) with wind, solar and battery units. The pumped storage unit can work in generating or pumping mode and its operation is controlled by binary decision variables, hence, the integrated energy system consist mixed mode decision variables. In order to search optimum generation schedule, a modified crisscross PSO (MCPSO) and improved binary PSO technique has been undertaken. The crisscross search in the CPSO technique exhibits horizontal and vertical crossover operators to explore the search space in every dimension and mitigate the stagnancy problem. In MCPSO technique, the search has been enhanced in way of pattern search in every search direction. In this work, the surrogate worth trade-off (SWT) function perform as an interface between the decision maker and Pareto-front to select the best-compromised solution of the MOSP and reduces the computational efforts. The performance of the MCPSO-SWT has been verified on four different test systems. The test results achieved from the economic, emission and MOSP have been compared with results obtain from the well-established techniques and found satisfactory. (C) 2020 Elsevier Ltd. All rights reserved.
机译:这项研究工作的目的是解决综合能源系统(IES)的经济,排放和多目标调度问题(MOSP)。综合能源系统采用泵浦储存水热系统(PSHT),具有风,太阳能电池单元。泵送的存储单元可以在生成或泵送模式下工作,其操作由二进制判决变量控制,因此,集成能量系统包括混合模式决策变量。为了搜索最佳的发电时间表,已经进行了修改的acrosscross PSO(MCPSO)和改进的二进制PSO技术。 CPSO技术中的Crisscross搜索展示水平和垂直的交叉运算符,以探索每个维度的搜索空间,并减轻停滞问题。在MCPSO技术中,搜索在每个搜索方向上以模式搜索方式增强。在这项工作中,替代品值得权衡(SWT)函数作为决策者和帕累托 - 前面之间的界面,以选择MOSP的最佳损害解决方案并降低计算工作。 MCPSO-SWT的性能已在四种不同的测试系统上进行了验证。从经济,排放和MOSP实现的测试结果已经与从既定技术获得的结果进行了比较,发现令人满意。 (c)2020 elestvier有限公司保留所有权利。

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