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Economic dispatch in a power system considering environmental pollution using a multi-objective particle swarm optimization algorithm based on the Pareto criterion and fuzzy logic

机译:基于帕累托标准和模糊逻辑的多目标粒子群优化算法考虑环境污染的电力系统中的经济派遣

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Abstract In recent years, many studies have studied economic dispatch problem in power systems. However, most of them have not considered the environmental pollution caused by fossil fuels. In this study, the use of an evolutionary search algorithm called multi-objective particle swarm optimization algorithm is proposed to solve the economic dispatch problem in power systems while considering environmental pollution. The proposed method is validated in terms of its accuracy and convergence speed based on comparisons with the results obtained using the classic nonlinear programming method. The proposed strategy is applied to a realistic power system under various conditions. Overall, six generating units are investigated along the corresponding constraints. The results obtained reveal that costs of operation and pollution with/without power loss are reduced significantly by the proposed approach. Obtained results show a good compromise can be established between two contradicting functions of exploitation cost and pollution by optimizing them simultaneously. Values of these function without considering their loss is 46,112.09 $/h and 682.32?kg/h, respectively. And if losses are considered, these values would be 48,381.09 $/h and 726.52?kg/h, respectively.
机译:摘要近年来,许多研究已经研究了电力系统的经济派遣问题。然而,大多数人没有考虑过化石燃料引起的环境污染。在该研究中,提出了使用称为多目标粒子群优化算法的进化搜索算法,以解决电力系统的经济调度问题,同时考虑环境污染。基于使用经典非线性编程方法获得的结果的比较,所提出的方法是根据其准确性和收敛速度验证的。拟议的策略适用于在各种条件下的现实电力系统。总体而言,沿着相应的约束研究了六个生成单位。得到的结果表明,通过所提出的方法显着降低了运行和无功率损失的运行和污染的成本。获得的结果表明,通过同时优化它们,可以在两种矛盾的成本和污染的两个矛盾功能之间建立良好的折衷。这些功能的价值分别在不考虑其损失的情况下为46,112.09 $ / h和682.32?kg / h。如果考虑损失,这些值分别为48,381.09 $ / h和726.52?kg / h。

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