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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

  1. 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

  2. Friedrich-Alexander-Universität Erlangen-Nürnberg

    Affiliation as printed

    Department of Mathematics, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, 91058, Germany

  3. Forschungszentrum Jülich

    Affiliation as printed

    Forschungszentrum Jülich GmbH, Institute of Techno-economic Systems Analysis (IEK-3), Wilhelm-Johnen-Str., Jülich, 52428, Germany

  4. Forschungszentrum Jülich

    Affiliation as printed

    Forschungszentrum Jülich GmbH, Institute of Techno-economic Systems Analysis (IEK-3), Wilhelm-Johnen-Str., Jülich, 52428, Germany

  5. Forschungszentrum Jülich

    Affiliation as printed

    Forschungszentrum Jülich GmbH, Institute of Techno-economic Systems Analysis (IEK-3), Wilhelm-Johnen-Str., Jülich, 52428, Germany

  6. 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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References 29