A Hybrid Approach to Multi-objective Linear Optimization

The purpose of this paper is to develop a hybrid and practical man-machine interactive approach to solving linear programmes involving more than one objective function. The approach incorporates all the strengths and avoids the weaknesses of some existing methods. It uses the solution of a two-person zero-sum game with mixed strategies to generate efficient solutions, and then proceeds to modify the feasible region using responses from the decision-maker. The cycle is repeated until a satisfactory solution is found. An example from the literature is solved using the proposed method in order to demonstrate its applicability. A microcomputer implementation of the method is described, with illustrations from actual screen displays. A comparison of the proposed method with 14 other existing methods is also presented.

[1]  Kailash C. Kapur,et al.  An Algorithm for Solving Multicriterion Linear Programming Problems with Examples , 1973 .

[2]  M. A. Quaddus,et al.  A spread sheet-like input routine for optimisation problems , 1986 .

[3]  M. A. Quaddus,et al.  IMOLP: An Interactive Method for Multiple Objective Linear Programs , 1986, IEEE Transactions on Systems, Man, and Cybernetics.

[4]  Yacov Y. Haimes,et al.  Multiobjective optimization in water resources systems : the surrogate worth trade-off method , 1975 .

[5]  Y. Haimes,et al.  Multiobjectives in water resource systems analysis: The Surrogate Worth Trade Off Method , 1974 .

[6]  Abu S.M. Masud,et al.  Interactive Sequential Goal Programming , 1981 .

[7]  S. Zionts,et al.  An Interactive Programming Method for Solving the Multiple Criteria Problem , 1976 .

[8]  R. Benayoun,et al.  Linear programming with multiple objective functions: Step method (stem) , 1971, Math. Program..

[9]  Arthur M. Geoffrion,et al.  An Interactive Approach for Multi-Criterion Optimization, with an Application to the Operation of an Academic Department , 1972 .

[10]  Lucien Duckstein,et al.  Interactive multiobjective programing in water resources: A case study , 1973 .

[11]  Thomas L. Saaty,et al.  Multicriteria Decision Making: The Analytic Hierarchy Process: Planning, Priority Setting, Resource Allocation , 1990 .

[12]  James P. Ignizio,et al.  The determination of a subset of efficient solutions via goal programming , 1981, Comput. Oper. Res..

[13]  C. Hwang Multiple Objective Decision Making - Methods and Applications: A State-of-the-Art Survey , 1979 .

[14]  Roger M. Y. Ho,et al.  Goal programming and extensions , 1976 .