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A Multi-objective Constraint-handling based Approach for Short-term Hydro-thermal-wind Co-scheduling Problem

机译:基于多目标约束处理的短期水热风协同调度方法

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In this paper, we attempt to solve the dual-objective short-term hydro-thermal-wind co-scheduling (HTWCS) problem by proposing a novel multi-objective constraint handling (MOCH) based search framework. The two objectives of this problem are minimizing the cost and emissions associated with electric power generation, while satisfying various hydraulic and electric constraints. The violations of constraints of the HTWCS problem is innovatively converted to another objective and forming a triple-objective HTWCS problem, which is further solved by a Borg algorithm, consisting of i) ϵ-dominance based archive updating process, ii) ϵ -progress based restart strategy and iii) auto-adaptive multi-operator recombination mechanism. The sophisticatedly designed MOCH based Borg evolution framework guarantees the convergence capability and diversity and can avoid the blindness in selecting the recombination operator and complex constraint repairing strategies, due to the lack of priori knowledge of the HTWCS problem. Comparison among different approaches demonstrates the approach proposed in this paper outperforms its conventional counterparts and the MOCH technique performs better than the conventional constraint repairing strategies when applied to solve the HTWCS problem.
机译:在本文中,我们尝试通过提出一种新颖的基于多目标约束处理(MOCH)的搜索框架来解决双目标短期水热热风联合调度(HTWCS)问题。这个问题的两个目标是在满足各种液压和电气约束的同时,将与发电相关的成本和排放降至最低。将违反HTWCS问题的约束的问题创新地转换为另一个目标,并形成一个三目标HTWCS问题,该问题由Borg算法进一步解决,该算法包括:i)基于ϵ优势的存档更新过程,ii)基于pro进度的重新启动策略和iii)自适应多运营商重组机制。由于缺乏对HTWCS问题的先验知识,基于MOCH精心设计的Borg演化框架保证了收敛能力和多样性,并避免了选择重组算子和复杂的约束修复策略时的盲目性。不同方法之间的比较表明,本文提出的方法优于常规方法,并且在解决HTWCS问题时,MOCH技术的性能优于常规约束修复策略。

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