Abstract
A gas network basically consists of a set of compressors and valves that are connected by pipes. The problem of gas network optimization deals with the question of how to optimize the flow of the gas and to use the compressors cost-efficiently such that all demands of the gas network are satisfied. This problem leads to a complex mixed integer nonlinear optimization problem. We describe techniques for a piece-wise linear approximation of the nonlinearities in this model resulting in a large mixed integer linear program. We study sub-polyhedra linking these piece-wise linear approximations and show that the number of vertices is computationally tractable yielding exact separation algorithms. Suitable branching strategies complementing the separation algorithms are also presented. Our computational results demonstrate the success of this approach.
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Balas, E., Ceria, S., Cornuéjols, G.: A lift-and-project cutting plane algorithm for mixed 0-1 programs. Mathematical Programming 58, 295–324 (1993)
Beale, E.M.L.: Branch and bound methods for mathematical programming systems. Annals of Discrete Mathematics 5, 201–219 (1979)
Beale, E.M.L., Forrest, J.J.H.: Global optimization using special ordered sets. Mathematical Programming 10, 52–69 (1976)
Beale, E.L.M., Tomlin, J.A.: Special facilities in a general mathematical programming system for nonconvex problems using ordered sets of variables. In: Lawrence J. (ed) Proceedings of the fifth international conference on operations research. Tavistock Publications, London, 1970, pp 447–454
Christof, T., Löbel, A.: PORTA: POlyhedron Representation Transformation Algorithm, Version 1.3. Konrad-Zuse-Zentrum für Informationstechnik Berlin, 2000
Dantzig, G.B.: Linear programming and extensions. Princeton University Press, 1963
de Farias, Jr., I.R., Johnson, E.L., Nemhauser, G.L.: A generalized assignment problem woth special ordered sets; a polyhedral approach. Mathematical Programming 89, 187–203 (2000)
de Farias, Jr., I.R., Johnson, E.L., Nemhauser, G.L.: Branch-and-Cut for combinatorial optimization problems without auxiliary binary variables. The Knowledge Engineering Review 16, 25–39 (2001)
Ehrhardt, K., Steinbach, M.: Nonlinear optimization in gas networks. In: Bock, H.G., Kostina, E., Phu, H.X., Ranacher, R. (eds) Modeling simulation and optimization of complex processes. Berlin - Heidelberg - New York, Springer, pp 139-148, 2005
Erdmann, B., Lang, J., Roitzsch, R.: KARDOS User's Guide. Technical Report ZR 02-42, Konrad-Zuse-Zentrum Berlin, 2002
Gopal, V.N.: Techniques to optimize fuel and compressor combination selection. In: American Gas Association Transmission Conference, 1979
ILOG CPLEX Division, 889 Alder Avenue, Suite 200, Incline Village, NV 89451, USA. Using the CPLEX Callable Library, 2002. Information available at http://www.cplex.com
Jenicek, T.: Steady-state optimization of gas transport. In: Proceedings of the 2nd international workshop SIMONE on innovative approaches to modelling and optimal control of large scale pipeline networks, September 1993
Hall, Jr. M.: Combinatorial theory. Blaisdell Publishing Co. Ginn and Co., Waltham, Mass.-Toronto, Ont.-London, 1967
Keha, A.B., de Farias Jr. I.R., Nemhauser, G.L.: Models for representing piecewise linear cost functions. Operations Research Letters 32, 44–48 (2004)
Králik, J.: Compressor stations in SIMONE. In: Proceedings of the 2nd International Workshop SIMONE on Innovative Approaches to Modelling and Optimal Control of Large Scale Pipeline Networks, 1993
Lee, J., Wilson, D.: Polyhedral methods for piecewise-linear functions I: the lambda method. Discrete Applied Mathematics 108, 269–285 (2001)
Markowitz, H.M., Manne, A.S.: On the solution of discrete programming problems. Econometrica 25, 84–110 (1957)
Möller, M.: Mixed integer models for the optimisation of gas networks in the stationary case. PhD thesis, Darmstadt University of Technology, 2004
Nemhauser, G.L., Wolsey, L.A.: Integer and combinatorial optimization. Wiley, 1988
Padberg, M.: Approximating separable nonlinear functions via mixed zero-one programs. Operations Research Letters 27, 1–5 (2000)
Pratt, K.F., Wilson, J.G.: Optimization of operation of gas transmission systems. Transactions of the Institute of Measurement and Control 6(4), 261–269 (1984)
Carter, R.: Pipeline optimization: Dynamic programming after 30 years. In: Pipeline simulation interest group,URL:// www.psig.com, 1998
Ruhrgas, A.G.: http://www.ruhrgas.com, 2003
Schrijver, A.: Combinatorial optimization. polyhedra and efficiency (3 volumes). Springer, 2003
Sekirnjak, E.: Mixed integer optimization for gas transmission and distribution systems. INFORMS Meeting, Seattle, October 1998, Lecture notes
Sekirnjak, E.: Transiente technische optimierung (TTO-Prototyp). PSI Berlin, 1999. Technical Report
Smeers, Y., De Wolf, D.: The gas transmission problem solved by an extension of the simplex algorithm. Management Science 46, 1454–1465 (2000)
Tomlin, J.A.: A suggested extension of special ordered sets to non-separable non-convex programming problems. Annals of Discrete Mathematics 11, 359–370 (1981)
van Oostvoorn, F.: European gas market developments - oportunities and threats-. In: Supplement to the IAEE/GEE Conference ``Energy Markets What's New?'' pp 29–44, Berlin, 9-10 September 1998
Vostrý, Z.: Transient optimization of gas transport and distribution. In: Proceedings of the 2nd International Workshop SIMONE on Innovative Approaches to Modelling and Optimal Control of Large Scale Pipeline Networks, 1993
Williams, H.P.: Model building in mathematical programming. Wiley, 1990
Wilson, D.: Polyhedral methods for piecewise-linear functions. PhD thesis, University of Kentucky 1998. Thesis only availabe via www.umi.com
Wright, S., Somani, M., Ditzel, C.: Compressor station optimization. In: Pipeline Simulation Interest Group, Denver, Colorado, October 1998
Jiří Záworka.: Project SIMONE - Achievements and running development. Institute of Information Theory and Automation, Czech Republik
Zimmer, H.I.: Calculating optimum pipeline operations. American Gas Association Transmission Conference, 1975
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Received: April, 2004
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Martin, A., Möller, M. & Moritz, S. Mixed Integer Models for the Stationary Case of Gas Network Optimization. Math. Program. 105, 563–582 (2006). https://doi.org/10.1007/s10107-005-0665-5
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DOI: https://doi.org/10.1007/s10107-005-0665-5