Budget-cut: introduction to a budget based cutting-plane algorithm for capacity expansion models
Optimization Letters, vol. 16, pp. 1373–1391
Abstract
Abstract We present an algorithm to solve capacity extension problems that frequently occur in energy system optimization models. Such models describe a system where certain components can be installed to reduce future costs and achieve carbon reduction goals; however, the choice of these components requires the solution of a computationally expensive combinatorial problem. In our proposed algorithm, we solve a sequence of linear programs that serve to tighten a budget—the maximum amount we are willing to spend towards reducing overall costs. Our proposal finds application in the general setting where optional investment decisions provide an enhanced portfolio over the original setting that maintains feasibility. We present computational results on two model classes, and demonstrate computational savings up to 96% on certain instances.
Authors 6
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Bismark Singh corresponding
Friedrich-Alexander-Universität Erlangen-Nürnberg
Affiliation as printed
Department of Data Science, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, 91058, Germany
Department of Mathematics, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, 91058, Germany
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Friedrich-Alexander-Universität Erlangen-Nürnberg
Affiliation as printed
Department of Mathematics, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, 91058, Germany
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Affiliation as printed
Forschungszentrum Jülich GmbH, Institute of Techno-economic Systems Analysis (IEK-3), Wilhelm-Johnen-Str., Jülich, 52428, Germany
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Affiliation as printed
Forschungszentrum Jülich GmbH, Institute of Techno-economic Systems Analysis (IEK-3), Wilhelm-Johnen-Str., Jülich, 52428, Germany
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Affiliation as printed
Forschungszentrum Jülich GmbH, Institute of Techno-economic Systems Analysis (IEK-3), Wilhelm-Johnen-Str., Jülich, 52428, Germany
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Detlef Stolten Aachen Chair for Fuel Cells c/o Institute of Techno-economic Systems Analysis (IEK-3)
Forschungszentrum Jülich · RWTH Aachen University
Affiliation as printed
Chair for Fuel Cells, c/o Institute of Techno-economic Systems Analysis (IEK-3) , Forschungszentrum Jülich GmbH, RWTH Aachen University, Wilhelm-Johnen-Str., Jülich, 52428, Germany
Forschungszentrum Jülich GmbH, Institute of Techno-economic Systems Analysis (IEK-3), Wilhelm-Johnen-Str., Jülich, 52428, Germany
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