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Arithmetic Operations of Intuitionistic Z-Numbers Using Horizontal Membership Functions

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Abstract

An intuitionistic Z-number (IZN) is an integration of an intuitionistic fuzzy number with a Z-number. The IZN composes of two components; restriction and reliability components, which are represented by the membership and non-membership degrees to indicate the hesitancy. The objective of this paper is to propose new arithmetic operations of IZN using the horizontal membership functions, which are closely related the concept of the relative distance measure. For that reason, the addition, subtraction, multiplication and division on normal trapezoidal IZNs are considered. The proposed operations preserve the arithmetic operations over real numbers and the original IZN-based information, avoiding any significant loss of information. The implementation of the bandwidth method in deriving the operations has reduced the computational complexity on IZN. In the future, aggregation operators of IZN can be derived using the proposed arithmetic operations.

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References

  1. Aliev, R.A.: Uncertain preferences and imperfect information in decision making. In: Aliev, R.A. (eds.) Fundamentals of the Fuzzy Logic-Based Generalized Theory of Decisions. Studies in Fuzziness and Soft Computing, vol. 293, pp. 89–125. Springer, Heidelberg (2013). https://doi.org/10.1007/978-3-642-34895-2_3

  2. Zadeh, L.A.: Fuzzy sets. Inf. Control 8, 338–353 (1965)

    Article  Google Scholar 

  3. Bellman, R.E., Zadeh, L.A.: Decision-making in a fuzzy environment. Manag. Sci. 17, B-141 (1970)

    Google Scholar 

  4. Atanassov, K.T.: Intuitionistic fuzzy sets. Fuzzy Sets Syst. 20, 87–96 (1986)

    Article  Google Scholar 

  5. Bisht, K., Joshi, D.K., Kumar, S.: Dual hesitant fuzzy set-based intuitionistic fuzzy time series forecasting. In: Perez, G.M., Tiwari, S., Trivedi, M.C., Mishra, K.K. (eds.) Ambient Communications and Computer Systems. AISC, vol. 696, pp. 317–329. Springer, Singapore (2018). https://doi.org/10.1007/978-981-10-7386-1_28

    Chapter  Google Scholar 

  6. Faizi, S., Salabun, W., Rashid, T., Zafar, S., Watrobski, J.: Intuitionistic fuzzy sets in multi-criteria group decision making problems using the characteristic objects method. Symmetry 12, 1382 (2020)

    Google Scholar 

  7. Chaira, T.: Application of fuzzy/intuitionistic fuzzy set in image processing. In: Fuzzy Set and its Extension, pp. 237–258 (2019)

    Google Scholar 

  8. Zadeh, L.A.: A note on Z-numbers. Inf. Sci. 181, 2923–2932 (2011)

    Google Scholar 

  9. Abdullahi, M., Ahmad, T., Ramachandran, V.: A review on some arithmetic concepts of Z-number and its application to real-world problems. Int. J. Inf. Technol. Decis. Mak. 19, 1091–1122 (2020)

    Article  Google Scholar 

  10. Kang, B., Wei, D., Li, Y., Deng, Y.: A method of converting Z-number to classical fuzzy number. J. Inf. Comput. Sci. 9, 703–709 (2012)

    Google Scholar 

  11. Kang, B., Wei, D., Li, Y., Deng, Y.: decision making using Z-numbers under uncertain environment. J. Comput. Inf. Syst. 8, 2807–2814 (2012)

    Google Scholar 

  12. Aliev, R.A., Alizadeh, A.V., Huseynov, O.H.: The arithmetic of discrete Z-numbers. Inf. Sci. 290, 134–155 (2015)

    Article  MathSciNet  Google Scholar 

  13. Aliev, R.A., Huseynov, O.H., Zeinalova, L.M.: The arithmetic of continuous Z-numbers. Inf. Sci. 373, 441–460 (2016)

    Article  Google Scholar 

  14. Aliev, R.A., Alizadeh, A.V., Huseynov, O.H.: An introduction to the arithmetic of Z-numbers by using horizontal membership functions. Procedia Comput. Sci. 120, 349–356 (2017)

    Article  Google Scholar 

  15. Aliev, R.A., Huseynov, O.H., Aliyev, R.R.: A sum of a large number of Z-numbers. Procedia Comput. Sci. 120, 16–22 (2017)

    Article  Google Scholar 

  16. Piegat, A., Landowski, M.: Horizontal membership function and examples of its applications. Int. J. Fuzzy Syst. 17(1), 22–30 (2015). https://doi.org/10.1007/s40815-015-0013-8

    Article  MathSciNet  Google Scholar 

  17. Sari, I.U., Kahraman, C.:. Intuitionistic fuzzy Z-numbers. In: Kahraman, C., et al. (eds.) INFUS 2020. AISC, vol. 1197, pp. 1316–1324. Springer, Cham (2021). https://doi.org/10.1007/978-3-030-51156-2_154

  18. Nik Badrul Alam, N.M.F.H., Ku Khalif, K.M.N., Jaini, N.I., Abu Bakar, A.S., Abdullah, L.: Defuzzification of intuitionistic Z-numbers for fuzzy multi criteria decision making. In: Kahraman, C., et al. (eds.) INFUS 2021. LNNS, vol. 308, pp. 879–887. Springer, Cham (2022). https://doi.org/10.1007/978-3-030-85577-2_101

  19. Landowski, M.: Decomposition method for calculations on intuitionistic fuzzy numbers. In: Atanassov, K.T., et al. (eds.) IWIFSGN 2018. AISC, vol. 1081, pp. 58–68. Springer, Cham (2021). https://doi.org/10.1007/978-3-030-47024-1_7

    Chapter  Google Scholar 

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Acknowledgements

This research is supported by the Ministry of Higher Education Malaysia under Fundamental Research Grant Scheme FRGS/1/2019/STG06/UMP/02/9.

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Correspondence to Ku Muhammad Naim Ku Khalif .

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Nik Badrul Alam, N.M.F.H., Ku Khalif, K.M.N., Jaini, N.I. (2022). Arithmetic Operations of Intuitionistic Z-Numbers Using Horizontal Membership Functions. In: Ghazali, R., Mohd Nawi, N., Deris, M.M., Abawajy, J.H., Arbaiy, N. (eds) Recent Advances in Soft Computing and Data Mining. SCDM 2022. Lecture Notes in Networks and Systems, vol 457. Springer, Cham. https://doi.org/10.1007/978-3-031-00828-3_3

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