Skip to main content
Log in

On the unique solvability of fuzzy relational equations

  • Published:
Fuzzy Optimization and Decision Making Aims and scope Submit manuscript

Abstract

The solution set of a consistent system of fuzzy relational equations with max-min composition can be characterized by one maximum solution and a finite number of minimal solutions. A polynomial-time method of O(mn) complexity is proposed to determine whether such a system has a unique minimal solution and/or a unique solution, where m, n are the dimensions of the input data. The proposed method can be extended to examining a system of fuzzy relational equations with max-T composition where T is a continuous triangular norm.

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.

Institutional subscriptions

Similar content being viewed by others

References

  • Butkovič P. (1994) Strong regularity of matrices—A survey of results. Discrete Applied Mathematics 48: 45–68

    Article  MathSciNet  MATH  Google Scholar 

  • Cechlárová K. (1995) Unique solvability of max-min fuzzy equations and strong regularity of matrices over fuzzy algebra. Fuzzy Sets and Systems 75: 165–177

    Article  MathSciNet  MATH  Google Scholar 

  • Chen L., Wang P. P. (2002) Fuzzy relation equations (I): The general and specialized solving algorithms. Soft Computing 6: 428–435

    MATH  Google Scholar 

  • Chen L., Wang P. P. (2007) Fuzzy relation equations (II): The branch-point-solutions and the categorized minimal solutions. Soft Computing 11: 33–40

    Article  MATH  Google Scholar 

  • De Baets B. (2000) Analytical solution methods for fuzzy relational equations. In: Dubois D., Prade H. (eds) Fundamentals of fuzzy sets, The handbooks of fuzzy sets series, Vol. 1. Kluwer, Dordrecht, pp 291–340

    Google Scholar 

  • Di Nola A., Pedrycz W., Sessa S. (1982) On solution of fuzzy relational equations and their characterization. BUSEFAL 12: 60–71

    Google Scholar 

  • Di Nola A., Pedrycz W., Sessa S., Wang P.Z. (1984) Fuzzy relation equations under triangular norms: A survey and new results. Stochastica 8: 99–145

    MathSciNet  MATH  Google Scholar 

  • Di Nola A., Sessa S. (1988) Finite fuzzy relational equations with a unique solution in linear lattices. Journal of Mathematical Analysis and Applications 132: 39–49

    Article  MathSciNet  MATH  Google Scholar 

  • Di Nola A., Sessa S., Pedrycz W., Sanchez E. (1989) Fuzzy relation equations and their applications to knowledge engineering. Kluwer, Dordrecht

    MATH  Google Scholar 

  • Elbassioni K.M. (2008) A note on systems with max-min and max-product constraints. Fuzzy Sets and Systems 159: 2272–2277

    Article  MathSciNet  MATH  Google Scholar 

  • Gavalec M. (2001) Solvability and unique solvability of max-min fuzzy equations. Fuzzy Sets and Systems 124: 385–393

    Article  MathSciNet  MATH  Google Scholar 

  • Gavalec M., Plávka J. (2003) Strong regularity of matrices in general max-min algebra. Linear Algebra and its Applications 371: 241–254

    Article  MathSciNet  MATH  Google Scholar 

  • Gottwald S. (1993) Fuzzy sets and fuzzy logic: The foundations of application—From a mathematical point of view. Vieweg, Wiesbaden

    MATH  Google Scholar 

  • Guo S.-Z., Wang P.-Z., Di Nola A., Sessa S. (1988) Further contributions to the study of finite fuzzy relation equations. Fuzzy Sets and Systems 26: 93–104

    Article  MathSciNet  MATH  Google Scholar 

  • Higashi M., Klir G.J. (1984) Resolution of finite fuzzy relation equations. Fuzzy Sets and Systems 13: 65–82

    Article  MathSciNet  MATH  Google Scholar 

  • Klir G.J., Yuan B. (1995) Fuzzy sets and fuzzy logic: Theory and applications. Prentice Hall, Upper Saddle River, NJ

    MATH  Google Scholar 

  • Lettieri A., Liguori F. (1984) Characterization of some fuzzy relation equations provided with one solution on a finite set. Fuzzy Sets and Systems 13: 83–94

    Article  MathSciNet  MATH  Google Scholar 

  • Lettieri A., Liguori F. (1985) Some results on fuzzy relation equations provided with one solution. Fuzzy Sets and Systems 17: 199–209

    Article  MathSciNet  MATH  Google Scholar 

  • Li J.-X. (1991) The smallest solution of max-min fuzzy equations. Fuzzy Sets and Systems 41: 317–327

    Article  MathSciNet  MATH  Google Scholar 

  • Li, P. (2009). Fuzzy relational equations: Resolution and optimization. Ph.D. Dissertation, North Carolina State University.

  • Li P., Fang S.-C. (2008) On the resolution and optimization of a system of fuzzy relational equations with sup-T composition. Fuzzy Optimization and Decision Making 7: 169–214

    Article  MathSciNet  MATH  Google Scholar 

  • Li P., Fang S.-C. (2009) A survey on fuzzy relational equations, Part I: Classificatzion and solvability. Fuzzy Optimization and Decision Making 8: 179–229

    Article  MathSciNet  MATH  Google Scholar 

  • Miyakoshi M., Shimbo M. (1985) Solutions of composite fuzzy relational equations with triangular norms. Fuzzy Sets and Systems 16: 53–63

    Article  MathSciNet  MATH  Google Scholar 

  • Pedrycz W. (1982) Fuzzy relational equations with triangular norms and their resolutions. BUSEFAL 11: 24–32

    MATH  Google Scholar 

  • Pedrycz W. (1985) On generalized fuzzy relational equations and their applications. Journal of Mathematical Analysis and Applications 107: 520–536

    Article  MathSciNet  MATH  Google Scholar 

  • Peeva K., Kyosev Y. (2004) Fuzzy relational calculus: Theory, applications and software. World Scientific, New Jersey

    MATH  Google Scholar 

  • Sanchez E. (1976) Resolution of composite fuzzy relation equation. Information and Control 30: 38–48

    Article  MathSciNet  MATH  Google Scholar 

  • Sanchez E. (1977) Solutions in composite fuzzy relation equations: Application to medical diagnosis in Brouwerian logic. In: Gupta M. M., Saridis G. N., Gaines B. R (eds) Fuzzy automata and decision processes. North-Holland, Amsterdam, pp 221–234

    Google Scholar 

  • Yeh C.-T. (2008) On the minimal solutions of max-min fuzzy relational equations. Fuzzy Sets and Systems 159: 23–39

    Article  MathSciNet  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Pingke Li.

Additional information

This research has been sponsored by the United States National Science Foundation Grant #DMI-0553310.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Li, P., Fang, SC. On the unique solvability of fuzzy relational equations. Fuzzy Optim Decis Making 10, 115–124 (2011). https://doi.org/10.1007/s10700-011-9100-y

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10700-011-9100-y

Keywords

Navigation