利用NSGA-II解决禁止作业区域的多目标环境/经济调度问题

R. King, H. Rughooputh, K. Deb
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引用次数: 17

摘要

热电或水力发电机组可能由于电厂部件的物理限制而具有禁止操作区域,例如,轴轴承的振动在某个操作区域被放大。在这种情况下,机组只能在禁止操作区域的上方或下方运行。研究了禁止作业区对多目标环境经济调度问题的影响。考虑了具有传输损耗的IEEE 30总线系统的禁止操作区域,并使用精英非支配排序遗传算法(NSGA-II)对两种约束处理方法进行了仿真,即无惩罚参数和基于解码器的方法。仿真结果表明,这两种方法都能很好地处理环境/经济调度问题中的这一特定场景。考虑了系统中6台发电机的不同禁动区数量,产生不连续非凸非支配锋面。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Solving the multiobjective environmental/economic dispatch problem with prohibited operating zones using NSGA-II
A thermal or hydro generating unit may have prohibited operating zones due to physical limitations of power plant components caused, for example, by vibrations in a shaft bearing which are amplified in a certain operating region. In this case, the unit can only operate above or below the prohibited operating zone. The effect of prohibited operating zones on the multiobjective environmental/economic dispatch problem is investigated in this paper. The IEEE 30-bus system with transmission losses has been considered with prohibited operating zones and simulation performed using the elitist Nondominated Sorting Genetic Algorithm (NSGA-II) for two constraint handling methods, namely penalty parameterless and decoder-based approaches. Simulation results show that both methods can equally handle this particular scenario in the environmental/economic dispatch problem. Different number of prohibited operating zones was considered for the six generators in the system yielding discontinuous and non-convex non-dominated fronts.
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