Skip to main content

Imprecise Constrained Covering Solid Travelling Salesman Problem with Credibility

  • Conference paper
  • First Online:
Mathematics and Computing (ICMC 2017)

Part of the book series: Communications in Computer and Information Science ((CCIS,volume 655))

Included in the following conference series:

Abstract

In this article, we model an “Imprecise Constrained Covering Solid Travelling Salesman Problem with Credibility” (ICCSTSPC), a generalization of Covering Salesman Problem (CSP), in fuzzy environment. A salesman begins from an initial node, visits a subset of nodes exactly once using any one of appropriate vehicles available at each step, so that unvisited nodes are within a predetermined distance from the visited nodes, and returns to the initial node within a restricted time. Here the travelling costs and travelling times between any two nodes and the covering distance all are considered as fuzzy. Thus the problem reduces to find the optimal tour for a set of nodes with the proper conveyances so that total travelling cost is minimum within a restricted time. The ICCSTSPC is reduced to a set of Imprecise Constrained Covering Solid Travelling Salesman Problems by solving Unicost Set Cover Problem (USCP) using Random Insertion-Deletion (RID). These reduced Constrained Solid Travelling Salesman Problems (CSTSPs) are solved by an Improved Genetic Algorithm (IGA), which consists of probabilistic selection, order crossover, proposed generation dependent inverse mutation. A random mutation for vehicles is proposed to get a better cost at each generation of IGA by choosing an alternative vehicle for each node. Hence the ICCSTSPC is solved by a random insertion-deletion (RID) for covering set and IGA, i.e., RID-IGA. To justify the performance of the RID-IGA, some test problems are solved. The model is illustrated with some randomly generated crisp and fuzzy data.

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

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Chang, T., Wan, Y., Tooi, W.: A stochastic dynamic travelling salesman problem with hard time windows. Eur. J. Oper. Res. 198(3), 748–759 (2009)

    Article  MATH  Google Scholar 

  2. Changdar, C., Maiti, M.K., Maiti, M.: A Constrained solid TSP in fuzzy environment: two heuristic approaches. Iranian J. Fuzzy Syst. 10(1), 1–28 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  3. Current, J.R., Schilling, D.A.: The covering salesman problem. Transp. Sci. 23(3), 208–213 (1989)

    Article  MathSciNet  MATH  Google Scholar 

  4. Deb, K., Agarwal, R.B.: Simulated binary crossover for continuous search space. Complex Syst. 9, 115–148 (1995)

    MathSciNet  MATH  Google Scholar 

  5. Deb, K., Pratap, A., Agarwal, S., Meyarivan, T.: A fast elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans. Evol. Comput. 6(2), 182–197 (2002)

    Article  Google Scholar 

  6. Golden, B.L., Naji-Azimi, Z., Raghavan, S., Salari, M., Toth, P.: The generalized covering salesman problem. INFORMS J. Comput. 24(4), 534–553 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  7. Hachicha, M., Hodgson, M.J., Laporte, G., Semet, F.: Heuristics for the multi-vehicle covering tour problem. Comput. Oper. Res. 27, 29–42 (2000)

    Article  MATH  Google Scholar 

  8. Khanra, A., Maiti, M.K., Maiti, M.: Profit maximization of TSP through a hybrid algorithm. Comput. Ind. Eng. 88, 229–236 (2015)

    Article  Google Scholar 

  9. Liu, B.: A survey of credibility theory. Fuzzy Optim. Decis. Making 5, 387–408 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  10. Maity, S., Roy, A., Maiti, M.: A modified genetic algorithm for solving uncertain constrained solid travelling salesman problems. Comput. Ind. Eng. 83, 273–296 (2015)

    Article  Google Scholar 

  11. Majumder, A.K., Bhunia, A.K.: Genetic algorithm for asymmetric traveling salesman problem with imprecise travel times. J. Comput. Appl. Math. 235(9), 3063–3078 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  12. Mestria, M., Ochi, L.S., Martins, S.L.: GRASP with path relinking for the symmetric Euclidean clustered traveling salesman problem. Comput. Oper. Res. 40(12), 3218–3229 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  13. Moon, C., Ki, J., Choi, G., Seo, Y.: An efficient genetic algorithm for the traveling salesman problem with precedence constraints. Eur. J. Oper. Res. 140, 606–617 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  14. Salari, M., Naji-Azimi, Z.: An integer programming-based local search for the covering salesman problem. Comput. Oper. Res. 39, 2594–2602 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  15. Salari, M., Reihaneh, M., Sabbagh, M.S.: Combining ant colony optimization algorithm and dynamic programming technique for solving the covering salesman problem. Comput. Ind. Eng. 83, 244–251 (2015)

    Article  Google Scholar 

  16. TSPLIB. http://elib.zib.de/pub/mp-testdata/tsp/tsplib/tsp/

  17. Xudong, S., Yunlong, X.: An improved adaptive genetic algorithm. In: International Conference on Education Technology and Management Science (ICETMS) (2013)

    Google Scholar 

  18. Zhao, F., Sun, J., Li, S., Liu, W.: A hybrid genetic algorithm for the traveling salesman problem with pickup and delivery. Int. J. Autom. Comput. 6(1), 97–102 (2009)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Anupam Mukherjee .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2017 Springer Nature Singapore Pte Ltd.

About this paper

Cite this paper

Mukherjee, A., Maity, S., Panigrahi, G., Maiti, M. (2017). Imprecise Constrained Covering Solid Travelling Salesman Problem with Credibility. In: Giri, D., Mohapatra, R., Begehr, H., Obaidat, M. (eds) Mathematics and Computing. ICMC 2017. Communications in Computer and Information Science, vol 655. Springer, Singapore. https://doi.org/10.1007/978-981-10-4642-1_16

Download citation

  • DOI: https://doi.org/10.1007/978-981-10-4642-1_16

  • Published:

  • Publisher Name: Springer, Singapore

  • Print ISBN: 978-981-10-4641-4

  • Online ISBN: 978-981-10-4642-1

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics