Abstract
This manuscript expands the literature of domination theory of fuzzy graphs to rough fuzzy digraphs. The inaptness of the research on domination theory of fuzzy graphs to deal with real-life problems of complex networks with an information system containing indiscernibility and uncertainty requires introduction of domination theory to rough fuzzy digraph model which effectively deals and avoids constraints of fuzzy graphs in such networks. In the beginning, we define dominating set of a rough fuzzy digraph based on its lower and upper dominating sets and evaluate its domination number. We characterize bounds for the dominating set of rough fuzzy digraphs and analyze the behavior of the domination number on union, intersection and complement of rough fuzzy digraphs. Furthermore, we conceptualize rough fuzzy dipath graphs and rough fuzzy dicycle graphs and generalize expressions for computing their domination numbers. In addition, we demonstrate an application of dominating set in decision-making problem to select the best set of cities in a country that can supply a commodity to the whole country with minimum cost. Finally, we construct a framework and develop an algorithm which effectively tackles with decision-making problems concerning such complex networks.
This is a preview of subscription content, access via your institution.

















Data Availability
Enquiries about data availability should be directed to the authors.
References
Akram M, Arshad M (2018a) Fuzzy rough graph theory with applications. Int J Comput Intell Syst 12:90–107
Akram M, Arshad M (2018b) A new approach based on fuzzy rough digraphs for decision-making. J Intell Fuzzy Syst 35:2105–2121
Akram M, Luqman A (2020) Granulation of ecological networks under fuzzy soft environment. Soft Comput 24:11867–11892
Akram M, Zafar F (2020) Hybrid soft computing models applied to graph theory. Springer, pp 1–434
Akram M, Zafar F (2018) Multi-criteria decision-making methods under soft rough fuzzy knowledge. J Intell Fuzzy Syst 35:3507–3528
Akram M, Zafar F (2019a) A new approach to compute measures of connectivity in rough fuzzy network models. J Intell Fuzzy Syst 36:449–465
Akram M, Zafar F (2019b) Rough fuzzy digraphs with application. J Appl Math Comput 59:91–127
Bhutani KR, Rosenfeld A (2003) Strong arcs in fuzzy graphs. Inf Sci 152:319–322
Cockayne EJ, Hedetniemi ST (1977) Towards a theory of domination in graphs. Networks 7:247–261
Dubois D, Prade H (1990) Rough fuzzy sets and fuzzy rough sets. Int J Gen Syst 17:191–209
Atef M, Atik E, El Fattah A, Nawar A (2021) Fuzzy topological structures via fuzzy graphs and their applications. Soft Comput 25:6013–6027
Erdös P (1963) On schütte problem. Math Gaz 47:220–222
Enriquez et al (2021) Domination in fuzzy directed graphs. Mathematics 9:21–43
Ghosal J, Laskar R, Pillone D (2017) Topics on Domination in digraphs. Domin Gr: Adv Top
Huang A, Zhu W (2016) Connectedness of graphs and its application to connected matroids through covering-based rough sets. Soft Comput 20:1841–1851
Manjusha OT, Sunitha MS (2014) Total domination in fuzzy graphs using strong arcs. Ann Pure Appl Math 9:23–33
Manjusha OT, Sunitha MS (2015) Strong domination in fuzzy graphs. Fuzzy Inf Eng 7:369–377
Mordeson JN, Chang-Shyh P (1994) Operations on fuzzy graphs. Inf Sci 79:159–170
Mathew S, Sunitha MS (2009) Types of arcs in a fuzzy graph. Inf Sci 179:1760–1768
Nagoorgani A, Chandrasekaran VT (2006) Domination in fuzzy graphs. Adv Fuzzy Sets Syst 1:17–23
Nagoorgani A, Akram M, Anupriya S (2016) Double domination on intuitionistic fuzzy graphs. J Appl Math Comput 52:515–528
Pawlak Z (1982) Rough sets. Int J Comput Inf Sci 11:341–356
Pawlak Z (1996) Rough sets, rough relations and rough functions. Fundamenta informeticae 27:103–108
Rosenfeld A (1995) Fuzzy graphs, fuzzy sets and their applications to cognitive and decision processes. Academic Press, pp 77–95
Somasundaram A (2005) Domination in products of fuzzy graphs. Int Uncertain Fuzziness Knowl Based Syst 13:195–204
Somasundaram A, Somasundaram S (1998) Domination in fuzzy graphs. Pattern Recogn Lett 19:787–791
Wang D, Zhu P (2022) Graph reduction in a path information-based rough directed graph model. Soft Comput 1–16
Xavior DA, Isido F, Chitra VM (2013) On domination in fuzzy graphs. Int J Comput Algorithm 2:81–82
Yager RR (2006) On the fuzzy cardinality of a fuzzy set. Int J Gen Syst 35:191–206
Zadeh A (1965) Fuzzy sets. Inf Control 8:338–353
Zafar F, Akram M (2018) A novel decision-making method based on rough fuzzy information. Int J Fuzzy Syst 20:1000–1014
Zhan J, Masood Malik H, Akram M (2019) Novel decision-making algorithms based on intuitionistic fuzzy rough environment. Int J Mach Learn Cybern 20:1459–1485
Funding
The authors have not disclosed any funding.
Author information
Authors and Affiliations
Contributions
This manuscript is completed by both UA and TB. TB introduced the concept of domination and wrote this manuscript. UA designed the algorithm, analyzed the results and reviewed the manuscript. Both the authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Ethical approval
This work did not involve any active collection of human data, but only computer simulations of human behavior.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Ahmad, U., Batool, T. Domination in rough fuzzy digraphs with application. Soft Comput 27, 2425–2442 (2023). https://doi.org/10.1007/s00500-022-07795-1
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00500-022-07795-1
Keywords
- Rough fuzzy digraphs
- Dominating set
- Domination number
- Rough fuzzy dipath
- Rough fuzzy dicycle