Skip to main content
Log in

Diverse Imprecise Goal Programming Model Formulations

  • Published:
Journal of Global Optimization Aims and scope Submit manuscript

Abstract

The goal programming (GP) model is probably the best known in mathematical programming with multiple objectives. Available in various versions, GP is one of the most powerful multiple objective methods which has been applied in much varied fields. It has also been the target of many criticisms among which are those related to the difficulty of determining precisely the goal values as well as those concerning the decision-maker's near absence in this modelling process. In this paper, we will use the concept of indifference thresholds for modelling the imprecision related to the goal values. Many classical imprecise and fuzzy GP model formulations can be considered as a particular case of the proposed formulation.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Bellman, R. E. and Zadeh, L. A. (1970), Decision Making in a Fuzzy Environment, Management Science 17(2), 141–164.

    Google Scholar 

  2. Bouyssou, D. (1989), Modelling Inaccurate Determination, Uncertainty, Imprecision Using Multiple Criteria, in Lockett, A. G. and G. Islei (eds.), Improving Decision Making in Organizations, Lecture Notes in Economics and Mathematical Systems 335, Springer-Verlag, 78–87.

  3. Can, E. K. and Houck, M. H. (1984), Real-time Reservoir Operations by Goal Programming, Journal of Water Resources Planning Management 110, 297–309.

    Google Scholar 

  4. Chalam, G. A. (1994), Fuzzy Programming (FGP) Approach to a Stochastic Transportation Problem Under Budgetary Constraint, Fuzzy Sets and Systems 66(3), 293–299.

    Google Scholar 

  5. Charnes, A. and Cooper, W. W. (1961), Management Models and Industrial Applications of Linear Programming, Wiley, New-York.

    Google Scholar 

  6. Charnes, A., Cooper, W. W., Harrald, J., Karwan, K. and Wallance, W. (1976), A Goal Interval Programming Model for Resource Allocation in a Marine Environmental Protection Program, Journal of Environmental Economic and Management 3, 347–362.

    Google Scholar 

  7. Charnes, A. and Cooper, W. W. (1977), Goal Programming and Multiple Objectives Optimizations, European Journal of Operational Research 1(1), 39–54.

    Google Scholar 

  8. Contini, B. (1968), A Stochastic Approach to Goal Programming, Operations Research 16(3), 576–586.

    Google Scholar 

  9. Dhingra, A. K., Rao, S. S. and Miura, H. (1990), Multiobjective Decision Making in a Fuzzy Environment with Applications to Helicopter Design, AIAA Journal 28(4), 703–710.

    Google Scholar 

  10. Dhingra, A. K., Rao, S. S. and Kumar, V. (1992), Nonlinear Membership Functions in Multiobjective Fuzzy Optimization of Mechanical and Structural Systems, AIAA Journal 30(1), 251–260.

    Google Scholar 

  11. Gen, M., Ida, K., Tsujimura, Y. and Kim, C. E. (1993), Large-Scale 0–1 Fuzzy Goal Programming and its Application to Reliability Optimization Problem, Computers and Industrial Engineering 24(4), 539–549.

    Google Scholar 

  12. Hannan, E. L. (1981-a), On Fuzzy Goal Programming, Decision Sciences 12, 522–531.

    Google Scholar 

  13. Hannan, E. L. (1981-b), Some Further Comments on Fuzzy Priorities, Decision Sciences 12, 539–541.

    Google Scholar 

  14. Hannan, E. L. (1981c), Linear Programming with Multiple Fuzzy Goals, Fuzzy Sets and Systems 6, 235–248.

    Google Scholar 

  15. Hannan, E. L. (1982), Contrasting Fuzzy Goal Programming and Fuzzy Multicriteria Programming, Decision Sciences 13, 337–339.

    Google Scholar 

  16. Hannan, E. L. (1985), An Assessment of Some Criticisms of Goal Programming, Computers and Operation Research 12(6), 525–541.

    Google Scholar 

  17. Hwang, C. L., Paidy, S. R., Yonn, K. and Maud, A. S. M. (1980), Mathematical Programming with Multiple Objectives: A Tutorial, Computers and Operation Research 7, 5–31.

    Google Scholar 

  18. Ignizio, J. P. (1982), On the (Re)Discovery of Fuzzy Goal Programming, Decision Sciences 13, 331–336.

    Google Scholar 

  19. Inuiguchi, M. and Kume, Y. (1991), Goal Programming Problems with Interval Coefficients and Target Intervals, European Journal of Operational Research 52(3), 345–360.

    Google Scholar 

  20. Jones, D. F. and Tamiz, M. (1995), Expanding the Flexibility of Goal Programming via Preference Modelling Techniques, Omega 23(1), 41–48.

    Google Scholar 

  21. Kvanli, A. H. (1980), Financial Planning Using Goal Programming, Omega 8, 207–218.

    Google Scholar 

  22. Martel, J.-M. and Aouni, B. (1990), Incorporating the Decision-Maker's Preferences in the Goal Programming Model, Journal of Operational Research Society 41(12), 1121–1132.

    Google Scholar 

  23. Min, H. (1988), The Dynamic Expansion and Relocation of Capacitated Public Facilities: A Multi-objective Approach, Computers and Operations Research 15(3), 243–252.

    Google Scholar 

  24. Min, H. (1989), A Model-Based Decision Support System for Locating Banks, Information and Management 17(4), 207–215.

    Google Scholar 

  25. Min, H. and Storbeck, J. (1991), On the Origin and Persistence of Misconceptions in Goal Programming, Journal of Operational Research Society 42, 301–312.

    Google Scholar 

  26. Narasimhan, R. (1980), Goal Programming in a Fuzzy Environment, Decision Sciences 11, 325–336.

    Google Scholar 

  27. Narasimhan, R. (1981), On Fuzzy Goal Programming: Some Comments, Decision Sciences 12, 532–538.

    Google Scholar 

  28. Pickens, J. B. and Hof, J. G. (1991), Fuzzy Goal Programming in Forestry: An Application with Special Solution Problems, Fuzzy Sets and Systems 39(3), 239–246.

    Google Scholar 

  29. Rao, S. S. (1987-a), Description and Optimum Design of Fuzzy Mechanical Systems, ASME Journal of Mechanisms, Transmissions and Automation in Design 109(1), 126–132.

    Google Scholar 

  30. Rao, S. S. (1987-b), Multi-Objective Optimization of Fuzzy Structural Systems, International Journal for Numerical Methods in Engineering 24(6), 1157–1171.

    Google Scholar 

  31. Rao, J. R., Tiwari, R. N. and Mohanty, B. K. (1988), A Preference Structure on Aspiration Levels in a Goal Programming Problem: A Fuzzy Approach, Fuzzy Sets and Systems 25, 175–182.

    Google Scholar 

  32. Rao, S. S., Sundararaju, K. B., Prakash, G. and Balakrishna, C. (1992), Fuzzy Goal Programming Approach for Structural Optimization, AIAA Journal 30(5), 1425–1432.

    Google Scholar 

  33. Romero, C. (1984), A Note: Effects of Five-Side Penalty Functions in Goal Programming, Omega 12, 333.

    Google Scholar 

  34. Romero, C. (1991), Handbook of Critical Issues in Goal Programming, Pergamon Press.

  35. Roy, B. (1987), Des critères multiples en recherche opérationnelle: Pourquoi? Cahier de LAMSADE 80.

  36. Rubin, P. A. and Narasimhan, R. (19834), Fuzzy Goal Programming with Nested Priorities, Fuzzy Sets and Systems 14(2), 155–129.

    Google Scholar 

  37. Sinha, S. B., Rao, K. A. and Mangaraj, B. K. (1988), Fuzzy Goal Programming in Multi-Criteria Decision Systems: A Case Study in Agricultural Planning, Socio-Economic Planning Sciences 22(2), 93–101.

    Google Scholar 

  38. Suzuki, S. and Yoshizawa, T. (1994), Multiobjective Trajectory Optimization by Goal Programming with Fuzzy Decisions, Journal of Guidance, Control, and Dynamics 17(2), 297–303.

    Google Scholar 

  39. Zadeh, L. A. (1965), Fuzzy Sets, Information and Control 8, 338–353.

    Google Scholar 

  40. Zeleny, M. (1981), The Pros and Cons of Goal Programming, Computers and Operations Research 8(4) 357–359.

    Google Scholar 

  41. Zimmermann, H.-J. (1978), Fuzzy Programming and Linear Programming with Several Objective Functions, Fuzzy Sets and Systems 1, 45–55.

    Google Scholar 

  42. Zimmermann, H.-J. (1988), Modelling Flexibility, Vagueness and Uncertainty in Operations Research, Investigación Operativa 1(1), 7–34.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Martel, JM., Aouni, B. Diverse Imprecise Goal Programming Model Formulations. Journal of Global Optimization 12, 127–138 (1998). https://doi.org/10.1023/A:1008206226608

Download citation

  • Issue Date:

  • DOI: https://doi.org/10.1023/A:1008206226608

Navigation