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Uncertain random multilevel programming with application to production control problem

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Abstract

For modeling decentralized decision-making problems with uncertain random parameters, an uncertain random multilevel programming is proposed. For some special case, an equivalent crisp mathematical programming to the established uncertain random programming is presented. A searching method by integrating uncertain random simulations, neural network, and genetic algorithm is produced to search the quasi-optimal solution under some decision-making criterion. Finally, the proposed uncertain random multilevel programming is applied to a production control problem.

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References

  • Aiyoshi E, Shimizu K (1981) Hierarchical decentralized systems and its new solution by a barrier method. IEEE T Syst Man Cyb 11:444–449

    Article  MathSciNet  Google Scholar 

  • Amouzegar MA, Moshirvaziri K (1999) Determining optimal pollution control policies: An application of bilevel programming. Eur J Oper Res 119:100–120

    Article  MATH  Google Scholar 

  • Arora SR, Gupta R (2009) Interactive fuzzy goal programming approach for bilevel programming problem. Eur J Oper Res 194:368–376

    Article  MATH  MathSciNet  Google Scholar 

  • Ben-Ayed O, Blair CE (1990) Computational difficulties of bilevel linear programming. Oper Res 38:556–560

    Article  MATH  MathSciNet  Google Scholar 

  • Bialas WF, Karwan MH (1984) Two-level linear programming. Manage Sci 30:1004–1020

    Article  MATH  MathSciNet  Google Scholar 

  • Bracken J, McGill JM (1973) Mathematical programs with optimization problems in the constraints. Oper Res 21:37–44

    Article  MATH  MathSciNet  Google Scholar 

  • Chen X, Gao J (2013) Uncertain term structure model of interest rate. Soft Comput 17(4):597–604

    Article  MATH  MathSciNet  Google Scholar 

  • Cybenko C (1989) Approximations by superpositions of a sigmoidal function. Math Control Signal Syst 2:183–192

    MathSciNet  Google Scholar 

  • Etoa JBE (2010) Solving convex quadratic bilevel programming problems using an enumeration sequential quadratic programming algorithm. J Glob Optim 47:615–637

    Article  MATH  MathSciNet  Google Scholar 

  • Gao J, Liu B, Gen M (2004) A hybrid intelligent algorithm for stochastic multilevel programming. IEEJ T Elect Infor Syst 124:1991–1998

    Google Scholar 

  • Gao J, Liu B (2005) Fuzzy multilevel programming with a hybrid intelligent algorithm. Comput Math Appl 49:1539–1548

    Article  MATH  MathSciNet  Google Scholar 

  • Gao Y (2012) Uncertain models for single facility location problems on networks. Appl Math Model 36:2592–2599

    Article  MATH  MathSciNet  Google Scholar 

  • Jiang Y, Li X, Huang C, Wu X (2013) Application of particle swarm optimization based on CHKS smoothing function for solving nonlinear bilevel programming problem. Appl Math Comput 219(9):4332–4339

    Article  MathSciNet  Google Scholar 

  • Lai YJ (1996) Hierachical optimization: A satisfactory solution. Fuzzy Set Syst 77:321–335

    Article  MATH  Google Scholar 

  • Lan Y, Zhao R, Tang W (2011) A bilevel fuzzy principal-agent model for optimal nonlinear taxation problems. Fuzzy Optim Decis Ma 10(3):211–232

    Article  MATH  MathSciNet  Google Scholar 

  • Lasdon LS (1968) Duality and decomposition in mathematical programming. IEEE T Syst Sci Cyb 4(2):86–100

    Article  MATH  Google Scholar 

  • Lasdon LS (1970) Optimizing theory for large system. Macmillan Publishing, New York

    Google Scholar 

  • Lee ES, Shih HS (2001) Fuzzy and multi-level decision making: An interactive computational approach. Springer-Verlag, London

    Book  Google Scholar 

  • Lim C, Smith JC (2007) Algorithms for discrete and continuous multicommodity flow network interdiction problems. IIE Trans 39(1):15–26

    Article  Google Scholar 

  • Liu B (2002) Theory and practice of uncertain programming. Physica-Verlag, Heidelberg

    Book  MATH  Google Scholar 

  • Liu B (2007) Uncertainty theory, 2nd edn. Springer-Verlag, Berlin

    MATH  Google Scholar 

  • Liu B (2009) Some research problems in uncertainty theory. J Uncertain Syst 3:3–10

    Google Scholar 

  • Liu B (2010) Uncertainty theory: A branch of mathematics for modeling human uncertainty. Springer-Verlag, Berlin

    Book  Google Scholar 

  • Liu B (2013) Extreme value theorems of uncertain process with application to insurance risk model. Soft Comput 17(4):549–556

    Article  MATH  Google Scholar 

  • Liu YH (2013) Uncertain random variables: A mixture of uncertainty and randomness. Soft Comput 17(4):625–634

    Article  MATH  Google Scholar 

  • Liu YH (2013) Uncertain random programming with applications. Fuzzy Optim Decis Ma 12:153–169

    Article  Google Scholar 

  • Mesarovic MD, Macko D, Takahara Y (1970) Theory of multilevel hierarchical systems. Academic, New York

    MATH  Google Scholar 

  • Patriksson M, Wynter L (1999) Stochastic mathematical programs with equilibrium constraints. Oper Res Lett 25:159–167

    Article  MATH  MathSciNet  Google Scholar 

  • Rong L (2011) Two new uncertainty programming models of inventory with uncertain costs. J Inform Comput Sci 8:280–288

    Google Scholar 

  • Saharidis GK, Ierapetritou MG (2009) Resolution method for mixed integer bi-level linear problems based on decomposition technique. J Glob Optim 44:29–51

    Article  MATH  MathSciNet  Google Scholar 

  • Sahling F, Buschkuhl L, Tempelmeier H, Helber S (2009) Solving a multi-level capacitated lot sizing problem with multi-period setup carry-over via a fix-and-optimize heuristic. Comput Oper Res 36:2546–2553

    Article  MATH  Google Scholar 

  • Sheng Y, Yao K (2012) Fixed charge transportation problem in uncertain environment. Ind Eng Manage Syst 11:183–187

    Google Scholar 

  • Wang G, Gao Z, Xu M, Sun H (2014) Models and a relaxation algorithm for continuous network design problem with a tradable credit scheme and equity constraints. Comput Oper Res 41:252–261

    Article  MathSciNet  Google Scholar 

  • Xu P, Wang L (2014) An exact algorithm for the bilevel mixed integer linear programming problem under three simplifying assumptions. Comput Oper Res 41:309–318

    Article  MathSciNet  Google Scholar 

  • Zhang G, Lu J (2010) Fuzzy bilevel programming with multiple objectives and cooperative multiple followers. J Glob Optim 47:403–419

    Article  MATH  Google Scholar 

Download references

Acknowledgments

The work was partly supported by the National Natural Science Foundation of China (71371141, 71001080, 71101027), the Humanities and Social Science Foundation of the Ministry of Education of China (10YJC63021), and the Fundamental Research Funds for the Central Universities.

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Correspondence to Hua Ke.

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Communicated by V. Loia.

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Ke, H., Su, T. & Ni, Y. Uncertain random multilevel programming with application to production control problem. Soft Comput 19, 1739–1746 (2015). https://doi.org/10.1007/s00500-014-1361-2

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