带混合整数调整的鲁棒优化问题的混合整数近似

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2023-10-10 DOI:10.1007/s11081-023-09843-7
Jan Kronqvist, Boda Li, Jan Rolfes
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引用次数: 1

摘要

摘要本文提出了一类具有连续变量和离散变量的可调鲁棒优化问题的混合整数逼近。由于这些三级问题很难解决,我们将自己限制在弱连接的实例中。我们的方法允许我们近似,并且在某些情况下精确地表示,三层问题作为单层混合整数问题。这使我们能够利用最先进的混合整数规划求解器的计算效率。我们通过将这种方法应用于电力系统的优化,特别是智能变流器的控制,来证明这种方法的价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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A mixed-integer approximation of robust optimization problems with mixed-integer adjustments
Abstract In the present article we propose a mixed-integer approximation of adjustable-robust optimization problems, that have both, continuous and discrete variables on the lowest level. As these trilevel problems are notoriously hard to solve, we restrict ourselves to weakly-connected instances. Our approach allows us to approximate, and in some cases exactly represent, the trilevel problem as a single-level mixed-integer problem. This allows us to leverage the computational efficiency of state-of-the-art mixed-integer programming solvers. We demonstrate the value of this approach by applying it to the optimization of power systems, particularly to the control of smart converters.
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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