Interactive fuzzy programming based on a probability maximization model for two-level stochastic linear programming problems

In this paper, considering the two‐level linear programming problem, which is a numerical model for the optimization of a hierarchical system by two decisionmakers, we focus on the situation where the coefficients are stochastic variables and reduce the formulated two‐level stochastic linear program...

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Published in:Electronics & communications in Japan. Part 3, Fundamental electronic science Vol. 89; no. 2; pp. 33 - 42
Main Authors: Kato, Kosuke, Katagiri, Hideki, Sakawa, Masatoshi, Wang, Jingtao
Format: Journal Article
Language:English
Published: Hoboken Wiley Subscription Services, Inc., A Wiley Company 01.02.2006
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ISSN:1042-0967, 1520-6440
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Abstract In this paper, considering the two‐level linear programming problem, which is a numerical model for the optimization of a hierarchical system by two decisionmakers, we focus on the situation where the coefficients are stochastic variables and reduce the formulated two‐level stochastic linear programming problem to an ordinary two‐level programming problem based on the probability maximization model in chance‐constrained programming. Based on the assumption that motivation exists for cooperation between the high‐level decisionmaker and the low‐level decisionmaker in this resulting two‐level programming problem, we consider interactive fuzzy programming that interactively derives a satisfactory solution of the high‐level decisionmaker while considering the balance with the degree of satisfaction of the low‐level decisionmaker. © 2005 Wiley Periodicals, Inc. Electron Comm Jpn Pt 3, 89(2): 33–42, 2006; Published online in Wiley InterScience (www.interscience.wiley.com). DOI 10.1002/ecjc.20166
AbstractList In this paper, considering the two‐level linear programming problem, which is a numerical model for the optimization of a hierarchical system by two decisionmakers, we focus on the situation where the coefficients are stochastic variables and reduce the formulated two‐level stochastic linear programming problem to an ordinary two‐level programming problem based on the probability maximization model in chance‐constrained programming. Based on the assumption that motivation exists for cooperation between the high‐level decisionmaker and the low‐level decisionmaker in this resulting two‐level programming problem, we consider interactive fuzzy programming that interactively derives a satisfactory solution of the high‐level decisionmaker while considering the balance with the degree of satisfaction of the low‐level decisionmaker. © 2005 Wiley Periodicals, Inc. Electron Comm Jpn Pt 3, 89(2): 33–42, 2006; Published online in Wiley InterScience (www.interscience.wiley.com). DOI 10.1002/ecjc.20166
Author Sakawa, Masatoshi
Kato, Kosuke
Wang, Jingtao
Katagiri, Hideki
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References Sakawa M, Kato K, Nishizaki I, Yoshioka T. An interactive fuzzy satisficing method for multiobjective linear programming problems involving random variable coefficients. Trans IEICE 2000;J83-A:161-167. (in Japanese)
Sakawa M, Nishizaki I, Uemura Y. Applications of interactive fuzzy programming to 2-level linear fractional programming problems for manufacturing and personnel assignments. Japan Soc Fuzzy Theory Syst Mag 2000;12:395-405. (in Japanese)
Charnes A, Cooper WW. Programming with linear fractional functions. Nav Res Logistics Q 1962;9:181-186.
Nishizaki I, Sakawa M, Niwa K. Stackelberg solutions to multiobjective two-level linear programming problems. Trans IEICE 1998;J81-A:1750-1757. (in Japanese)
Kato K, Sakawa M, Katagiri H, Wasada K. An interactive fuzzy satisficing method based on a probability maximization model for multiobjective linear programming problems involving random variable coefficients. Trans IEICE 2002;J85-A:967-975. (in Japanese)
Dantzig GB. Linear programming under uncertainty. Manage Sci 1955;1:197-206.
Shih HS, Lai YJ, Lee ES. Fuzzy approach for multi-level programming problems. Comput Oper Res 1996;23:73-91.
Bellman RE, Zadeh LA. Decision making in a fuzzy environment. Manag Sci 1970;17:141-164.
Sakawa M, Nishizaki I, Uemura Y, Kubota R. Interactive fuzzy programming for two-level linear programming problems including fuzzy parameters. Japan Soc Fuzzy Theory Syst Mag 1998;10:338-347. (in Japanese)
Liu B, Iwamura K. Chance constrained programming with fuzzy parameters. Fuzzy Sets Syst 1998;94:227-237.
Nishizaki I, Sakawa M, Hidaka S. Method for calculating the Stackelberg solution using a genetic algorithm for 1-level mixed 0-1 programming problems. Japan Soc Fuzzy Theory Syst Mag 1998;10:751-757. (in Japanese)
Sakawa M. Fuzzy sets and interactive multiobjective optimization. Plenum Press; 1993.
Charnes A, Cooper WW. Chance constrained programming. Manage Sci 1959;6:73-79.
Wang G-Y, Qiao Z. Fuzzy programming with fuzzy random variable coefficients. Fuzzy Sets Syst 1993;57:295-311.
Sato M, Kato K, Nishizaki I, Ueda K. Interactive fuzzy satisficing method based on a simple recourse model for multi-objective stochastic linear programming problems. Japan Soc Fuzzy Theory Syst Mag 2001;13:699-706. (in Japanese)
Simaan M, Cruz JB Jr. On the Stackelberg strategy in nonzero-sum games. J Optim Theory Appl 1973;11:533-555.
Bialas WF, Karwan MH. Two-level linear programming. Manage Sci 1984;30:1004-1020.
Kato K, Sakawa M, Katagiri H, Ueda K. Interactive fuzzy satisficing method based on distributed minimization model for multi-objective stochastic linear programming. Japan Soc Fuzzy Theory Syst Mag 2002;14:404-411. (in Japanese)
Hulsurkar S, Biswal MP, Sinha SB. Fuzzy programming approach to multi-objective stochastic linear programming problems. Fuzzy Sets Syst 1997;88:173-181.
Sakawa M, Nishizaki I, Uemura Y. Interactive fuzzy programming for multilevel linear programming. Comput Math Appl 1998;36:71-86.
Uemura Y, Sakawa M, Nishizaki I, Kubota R. Interactive fuzzy programming for 2-level linear fractional programming problems. Japan Soc Fuzzy Theory Syst Mag 1998;10:513-521. (in Japanese)
Lai YJ. Hierarchical optimization: A satisfactory solution. Fuzzy Sets Syst 1996;77:321-335.
Zimmermann H-J. Fuzzy programming and linear programming with several objective functions. Fuzzy Sets Syst 1978;1:45-55.
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Iwai (10.1002/ecjc.20166-BIB7) 1982
Dantzig (10.1002/ecjc.20166-BIB5) 1955; 1
Sakawa (10.1002/ecjc.20166-BIB20)
Hulsurkar (10.1002/ecjc.20166-BIB6) 1997; 88
Sakawa (10.1002/ecjc.20166-BIB14) 1993
Nishizaki (10.1002/ecjc.20166-BIB12) 1998; 10
Sakawa (10.1002/ecjc.20166-BIB18) 2000; 12
Uemura (10.1002/ecjc.20166-BIB25) 1998; 10
Simaan (10.1002/ecjc.20166-BIB23) 1973; 11
Kato (10.1002/ecjc.20166-BIB9) 2002; J85-A
Sakawa (10.1002/ecjc.20166-BIB15) 2000; J83-A
Shih (10.1002/ecjc.20166-BIB22) 1996; 23
Bellman (10.1002/ecjc.20166-BIB1) 1970; 17
Nishizaki (10.1002/ecjc.20166-BIB13) 1998; J81-A
Charnes (10.1002/ecjc.20166-BIB4) 1962; 9
Wang (10.1002/ecjc.20166-BIB26) 1993; 57
Sato (10.1002/ecjc.20166-BIB17) 2001
Charnes (10.1002/ecjc.20166-BIB3) 1959; 6
Stancu-Minasian (10.1002/ecjc.20166-BIB24) 1990
Bialas (10.1002/ecjc.20166-BIB2) 1984; 30
Sakawa (10.1002/ecjc.20166-BIB21) 1998; 10
Sato (10.1002/ecjc.20166-BIB16) 2001; 13
Kato (10.1002/ecjc.20166-BIB8) 2002; 14
Zimmermann (10.1002/ecjc.20166-BIB27) 1978; 1
Liu (10.1002/ecjc.20166-BIB11) 1998; 94
Lai (10.1002/ecjc.20166-BIB10) 1996; 77
Sakawa (10.1002/ecjc.20166-BIB19) 1998; 36
References_xml – reference: Zimmermann H-J. Fuzzy programming and linear programming with several objective functions. Fuzzy Sets Syst 1978;1:45-55.
– reference: Sakawa M, Kato K, Nishizaki I, Yoshioka T. An interactive fuzzy satisficing method for multiobjective linear programming problems involving random variable coefficients. Trans IEICE 2000;J83-A:161-167. (in Japanese)
– reference: Sakawa M, Nishizaki I, Uemura Y, Kubota R. Interactive fuzzy programming for two-level linear programming problems including fuzzy parameters. Japan Soc Fuzzy Theory Syst Mag 1998;10:338-347. (in Japanese)
– reference: Charnes A, Cooper WW. Programming with linear fractional functions. Nav Res Logistics Q 1962;9:181-186.
– reference: Bialas WF, Karwan MH. Two-level linear programming. Manage Sci 1984;30:1004-1020.
– reference: Simaan M, Cruz JB Jr. On the Stackelberg strategy in nonzero-sum games. J Optim Theory Appl 1973;11:533-555.
– reference: Sakawa M, Nishizaki I, Uemura Y. Interactive fuzzy programming for multilevel linear programming. Comput Math Appl 1998;36:71-86.
– reference: Nishizaki I, Sakawa M, Niwa K. Stackelberg solutions to multiobjective two-level linear programming problems. Trans IEICE 1998;J81-A:1750-1757. (in Japanese)
– reference: Bellman RE, Zadeh LA. Decision making in a fuzzy environment. Manag Sci 1970;17:141-164.
– reference: Kato K, Sakawa M, Katagiri H, Wasada K. An interactive fuzzy satisficing method based on a probability maximization model for multiobjective linear programming problems involving random variable coefficients. Trans IEICE 2002;J85-A:967-975. (in Japanese)
– reference: Lai YJ. Hierarchical optimization: A satisfactory solution. Fuzzy Sets Syst 1996;77:321-335.
– reference: Sato M, Kato K, Nishizaki I, Ueda K. Interactive fuzzy satisficing method based on a simple recourse model for multi-objective stochastic linear programming problems. Japan Soc Fuzzy Theory Syst Mag 2001;13:699-706. (in Japanese)
– reference: Sakawa M. Fuzzy sets and interactive multiobjective optimization. Plenum Press; 1993.
– reference: Uemura Y, Sakawa M, Nishizaki I, Kubota R. Interactive fuzzy programming for 2-level linear fractional programming problems. Japan Soc Fuzzy Theory Syst Mag 1998;10:513-521. (in Japanese)
– reference: Dantzig GB. Linear programming under uncertainty. Manage Sci 1955;1:197-206.
– reference: Hulsurkar S, Biswal MP, Sinha SB. Fuzzy programming approach to multi-objective stochastic linear programming problems. Fuzzy Sets Syst 1997;88:173-181.
– reference: Charnes A, Cooper WW. Chance constrained programming. Manage Sci 1959;6:73-79.
– reference: Nishizaki I, Sakawa M, Hidaka S. Method for calculating the Stackelberg solution using a genetic algorithm for 1-level mixed 0-1 programming problems. Japan Soc Fuzzy Theory Syst Mag 1998;10:751-757. (in Japanese)
– reference: Shih HS, Lai YJ, Lee ES. Fuzzy approach for multi-level programming problems. Comput Oper Res 1996;23:73-91.
– reference: Kato K, Sakawa M, Katagiri H, Ueda K. Interactive fuzzy satisficing method based on distributed minimization model for multi-objective stochastic linear programming. Japan Soc Fuzzy Theory Syst Mag 2002;14:404-411. (in Japanese)
– reference: Sakawa M, Nishizaki I, Uemura Y. Applications of interactive fuzzy programming to 2-level linear fractional programming problems for manufacturing and personnel assignments. Japan Soc Fuzzy Theory Syst Mag 2000;12:395-405. (in Japanese)
– reference: Wang G-Y, Qiao Z. Fuzzy programming with fuzzy random variable coefficients. Fuzzy Sets Syst 1993;57:295-311.
– reference: Liu B, Iwamura K. Chance constrained programming with fuzzy parameters. Fuzzy Sets Syst 1998;94:227-237.
– volume: 1
  start-page: 197
  year: 1955
  end-page: 206
  article-title: Linear programming under uncertainty
  publication-title: Manage Sci
– start-page: 109
  end-page: 118
– volume: J85‐A
  start-page: 967
  year: 2002
  end-page: 975
  article-title: An interactive fuzzy satisficing method based on a probability maximization model for multiobjective linear programming problems involving random variable coefficients
  publication-title: Trans IEICE
– volume: 14
  start-page: 404
  year: 2002
  end-page: 411
  article-title: Interactive fuzzy satisficing method based on distributed minimization model for multi‐objective stochastic linear programming
  publication-title: Japan Soc Fuzzy Theory Syst Mag
– volume: 1
  start-page: 45
  year: 1978
  end-page: 55
  article-title: Fuzzy programming and linear programming with several objective functions
  publication-title: Fuzzy Sets Syst
– volume: 10
  start-page: 751
  year: 1998
  end-page: 757
  article-title: Method for calculating the Stackelberg solution using a genetic algorithm for 1‐level mixed 0‐1 programming problems
  publication-title: Japan Soc Fuzzy Theory Syst Mag
– volume: J83‐A
  start-page: 161
  year: 2000
  end-page: 167
  article-title: An interactive fuzzy satisficing method for multiobjective linear programming problems involving random variable coefficients
  publication-title: Trans IEICE
– volume: 10
  start-page: 513
  year: 1998
  end-page: 521
  article-title: Interactive fuzzy programming for 2‐level linear fractional programming problems
  publication-title: Japan Soc Fuzzy Theory Syst Mag
– volume: 77
  start-page: 321
  year: 1996
  end-page: 335
  article-title: Hierarchical optimization: A satisfactory solution
  publication-title: Fuzzy Sets Syst
– volume: 36
  start-page: 71
  year: 1998
  end-page: 86
  article-title: Interactive fuzzy programming for multilevel linear programming
  publication-title: Comput Math Appl
– volume: 88
  start-page: 173
  year: 1997
  end-page: 181
  article-title: Fuzzy programming approach to multi‐objective stochastic linear programming problems
  publication-title: Fuzzy Sets Syst
– volume: 13
  start-page: 699
  year: 2001
  end-page: 706
  article-title: Interactive fuzzy satisficing method based on a simple recourse model for multi‐objective stochastic linear programming problems
  publication-title: Japan Soc Fuzzy Theory Syst Mag
– volume: 11
  start-page: 533
  year: 1973
  end-page: 555
  article-title: On the Stackelberg strategy in nonzero‐sum games
  publication-title: J Optim Theory Appl
– volume: J81‐A
  start-page: 1750
  year: 1998
  end-page: 1757
  article-title: Stackelberg solutions to multiobjective two‐level linear programming problems
  publication-title: Trans IEICE
– volume: 94
  start-page: 227
  year: 1998
  end-page: 237
  article-title: Chance constrained programming with fuzzy parameters
  publication-title: Fuzzy Sets Syst
– volume: 12
  start-page: 395
  year: 2000
  end-page: 405
  article-title: Applications of interactive fuzzy programming to 2‐level linear fractional programming problems for manufacturing and personnel assignments
  publication-title: Japan Soc Fuzzy Theory Syst Mag
– volume: 23
  start-page: 73
  year: 1996
  end-page: 91
  article-title: Fuzzy approach for multi‐level programming problems
  publication-title: Comput Oper Res
– volume: 30
  start-page: 1004
  year: 1984
  end-page: 1020
  article-title: Two‐level linear programming
  publication-title: Manage Sci
– volume: 10
  start-page: 338
  year: 1998
  end-page: 347
  article-title: Interactive fuzzy programming for two‐level linear programming problems including fuzzy parameters
  publication-title: Japan Soc Fuzzy Theory Syst Mag
– volume: 17
  start-page: 141
  year: 1970
  end-page: 164
  article-title: Decision making in a fuzzy environment
  publication-title: Manag Sci
– volume: 6
  start-page: 73
  year: 1959
  end-page: 79
  article-title: Chance constrained programming
  publication-title: Manage Sci
– volume: 57
  start-page: 295
  year: 1993
  end-page: 311
  article-title: Fuzzy programming with fuzzy random variable coefficients
  publication-title: Fuzzy Sets Syst
– start-page: 67
  year: 2001
  end-page: 81
– year: 1993
– volume: 9
  start-page: 181
  year: 1962
  end-page: 186
  article-title: Programming with linear fractional functions
  publication-title: Nav Res Logistics Q
– start-page: 1
  year: 1982
  end-page: 40
– start-page: 71
  year: 1990
  end-page: 101
– volume: 10
  start-page: 751
  year: 1998
  ident: 10.1002/ecjc.20166-BIB12
  publication-title: Japan Soc Fuzzy Theory Syst Mag
  doi: 10.3156/jfuzzy.10.4_171
– volume: 23
  start-page: 73
  year: 1996
  ident: 10.1002/ecjc.20166-BIB22
  publication-title: Comput Oper Res
  doi: 10.1016/0305-0548(95)00007-9
– volume: 94
  start-page: 227
  year: 1998
  ident: 10.1002/ecjc.20166-BIB11
  publication-title: Fuzzy Sets Syst
  doi: 10.1016/S0165-0114(96)00236-9
– start-page: 67
  volume-title: Fuzzy OR
  year: 2001
  ident: 10.1002/ecjc.20166-BIB17
– volume: J81-A
  start-page: 1750
  year: 1998
  ident: 10.1002/ecjc.20166-BIB13
  publication-title: Trans IEICE
– volume-title: Fuzzy sets and interactive multiobjective optimization.
  year: 1993
  ident: 10.1002/ecjc.20166-BIB14
  doi: 10.1007/978-1-4899-1633-4
– start-page: 1
  volume-title: Numerical programming applications
  year: 1982
  ident: 10.1002/ecjc.20166-BIB7
– volume: 13
  start-page: 699
  year: 2001
  ident: 10.1002/ecjc.20166-BIB16
  publication-title: Japan Soc Fuzzy Theory Syst Mag
  doi: 10.3156/jfuzzy.13.6_699
– ident: 10.1002/ecjc.20166-BIB20
– volume: 57
  start-page: 295
  year: 1993
  ident: 10.1002/ecjc.20166-BIB26
  publication-title: Fuzzy Sets Syst
  doi: 10.1016/0165-0114(93)90025-D
– volume: J85-A
  start-page: 967
  year: 2002
  ident: 10.1002/ecjc.20166-BIB9
  publication-title: Trans IEICE
– start-page: 71
  volume-title: Stochastic versus fuzzy approaches to multiobjective mathematical programming under uncertainty
  year: 1990
  ident: 10.1002/ecjc.20166-BIB24
  doi: 10.1007/978-94-009-2111-5_5
– volume: 12
  start-page: 395
  year: 2000
  ident: 10.1002/ecjc.20166-BIB18
  publication-title: Japan Soc Fuzzy Theory Syst Mag
  doi: 10.3156/jfuzzy.12.3_39
– volume: 1
  start-page: 197
  year: 1955
  ident: 10.1002/ecjc.20166-BIB5
  publication-title: Manage Sci
  doi: 10.1287/mnsc.1.3-4.197
– volume: 88
  start-page: 173
  year: 1997
  ident: 10.1002/ecjc.20166-BIB6
  publication-title: Fuzzy Sets Syst
  doi: 10.1016/S0165-0114(96)00056-5
– volume: 9
  start-page: 181
  year: 1962
  ident: 10.1002/ecjc.20166-BIB4
  publication-title: Nav Res Logistics Q
  doi: 10.1002/nav.3800090303
– volume: 30
  start-page: 1004
  year: 1984
  ident: 10.1002/ecjc.20166-BIB2
  publication-title: Manage Sci
  doi: 10.1287/mnsc.30.8.1004
– volume: 36
  start-page: 71
  year: 1998
  ident: 10.1002/ecjc.20166-BIB19
  publication-title: Comput Math Appl
  doi: 10.1016/S0898-1221(98)00118-7
– volume: 14
  start-page: 404
  year: 2002
  ident: 10.1002/ecjc.20166-BIB8
  publication-title: Japan Soc Fuzzy Theory Syst Mag
  doi: 10.3156/jfuzzy.14.4_404
– volume: 10
  start-page: 513
  year: 1998
  ident: 10.1002/ecjc.20166-BIB25
  publication-title: Japan Soc Fuzzy Theory Syst Mag
  doi: 10.3156/jfuzzy.10.3_513
– volume: 17
  start-page: 141
  year: 1970
  ident: 10.1002/ecjc.20166-BIB1
  publication-title: Manag Sci
  doi: 10.1287/mnsc.17.4.B141
– volume: 6
  start-page: 73
  year: 1959
  ident: 10.1002/ecjc.20166-BIB3
  publication-title: Manage Sci
  doi: 10.1287/mnsc.6.1.73
– volume: 10
  start-page: 338
  year: 1998
  ident: 10.1002/ecjc.20166-BIB21
  publication-title: Japan Soc Fuzzy Theory Syst Mag
  doi: 10.3156/jfuzzy.10.2_158
– volume: J83-A
  start-page: 161
  year: 2000
  ident: 10.1002/ecjc.20166-BIB15
  publication-title: Trans IEICE
– volume: 77
  start-page: 321
  year: 1996
  ident: 10.1002/ecjc.20166-BIB10
  publication-title: Fuzzy Sets Syst
  doi: 10.1016/0165-0114(95)00086-0
– volume: 11
  start-page: 533
  year: 1973
  ident: 10.1002/ecjc.20166-BIB23
  publication-title: J Optim Theory Appl
  doi: 10.1007/BF00935665
– volume: 1
  start-page: 45
  year: 1978
  ident: 10.1002/ecjc.20166-BIB27
  publication-title: Fuzzy Sets Syst
  doi: 10.1016/0165-0114(78)90031-3
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Snippet In this paper, considering the two‐level linear programming problem, which is a numerical model for the optimization of a hierarchical system by two...
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SubjectTerms chance constraint
interactive fuzzy programming
probability maximization model
two-level stochastic linear programming problem
Title Interactive fuzzy programming based on a probability maximization model for two-level stochastic linear programming problems
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