Sufficient pruning conditions for MINLP in gas network design
One-quarter of Europe’s energy demand is provided by natural gas distributed through a vast pipeline network covering the whole of Europe. At a cost of 1 million Euros per kilometer the extension of the European pipeline network is already a multi-billion Euro business. Therefore, automatic planning...
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oai:doaj.org-article:abe7b9ed23354cc5960221c00f5ec4cc2021-12-02T05:01:00ZSufficient pruning conditions for MINLP in gas network design2192-440610.1007/s13675-016-0077-8https://doaj.org/article/abe7b9ed23354cc5960221c00f5ec4cc2017-03-01T00:00:00Zhttp://www.sciencedirect.com/science/article/pii/S2192440621000800https://doaj.org/toc/2192-4406One-quarter of Europe’s energy demand is provided by natural gas distributed through a vast pipeline network covering the whole of Europe. At a cost of 1 million Euros per kilometer the extension of the European pipeline network is already a multi-billion Euro business. Therefore, automatic planning tools that support the decision process are desired. We model the topology optimization problem in gas networks by a mixed-integer nonlinear program (MINLP). This gives rise to a so-called active transmission problem, a continuous nonlinear non-convex feasibility problem which emerges from the MINLP model by fixing all integral variables. We offer novel sufficient conditions for proving the infeasibility of this active transmission problem. These conditions can be expressed in the form of a mixed-integer program (MILP), i.e., the infeasibility of a non-convex continuous nonlinear program (NLP) can be certified by solving an MILP. This result provides an efficient pruning procedure in a branch-and-bound algorithm. Our computational results demonstrate a substantial speedup for the necessary computations.Jesco HumpolaFelipe SerranoElsevierarticle90C1190C2690C3090C90Applied mathematics. Quantitative methodsT57-57.97Electronic computers. Computer scienceQA75.5-76.95ENEURO Journal on Computational Optimization, Vol 5, Iss 1, Pp 239-261 (2017) |
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90C11 90C26 90C30 90C90 Applied mathematics. Quantitative methods T57-57.97 Electronic computers. Computer science QA75.5-76.95 |
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90C11 90C26 90C30 90C90 Applied mathematics. Quantitative methods T57-57.97 Electronic computers. Computer science QA75.5-76.95 Jesco Humpola Felipe Serrano Sufficient pruning conditions for MINLP in gas network design |
description |
One-quarter of Europe’s energy demand is provided by natural gas distributed through a vast pipeline network covering the whole of Europe. At a cost of 1 million Euros per kilometer the extension of the European pipeline network is already a multi-billion Euro business. Therefore, automatic planning tools that support the decision process are desired. We model the topology optimization problem in gas networks by a mixed-integer nonlinear program (MINLP). This gives rise to a so-called active transmission problem, a continuous nonlinear non-convex feasibility problem which emerges from the MINLP model by fixing all integral variables. We offer novel sufficient conditions for proving the infeasibility of this active transmission problem. These conditions can be expressed in the form of a mixed-integer program (MILP), i.e., the infeasibility of a non-convex continuous nonlinear program (NLP) can be certified by solving an MILP. This result provides an efficient pruning procedure in a branch-and-bound algorithm. Our computational results demonstrate a substantial speedup for the necessary computations. |
format |
article |
author |
Jesco Humpola Felipe Serrano |
author_facet |
Jesco Humpola Felipe Serrano |
author_sort |
Jesco Humpola |
title |
Sufficient pruning conditions for MINLP in gas network design |
title_short |
Sufficient pruning conditions for MINLP in gas network design |
title_full |
Sufficient pruning conditions for MINLP in gas network design |
title_fullStr |
Sufficient pruning conditions for MINLP in gas network design |
title_full_unstemmed |
Sufficient pruning conditions for MINLP in gas network design |
title_sort |
sufficient pruning conditions for minlp in gas network design |
publisher |
Elsevier |
publishDate |
2017 |
url |
https://doaj.org/article/abe7b9ed23354cc5960221c00f5ec4cc |
work_keys_str_mv |
AT jescohumpola sufficientpruningconditionsforminlpingasnetworkdesign AT felipeserrano sufficientpruningconditionsforminlpingasnetworkdesign |
_version_ |
1718400847103131648 |