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Growing Science » International Journal of Industrial Engineering Computations » BHARAT: A simple and effective multi-criteria decision-making method that does not need fuzzy logic, Part-2: Role in multi- and many-objective optimization problems

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International Journal of Industrial Engineering Computations

ISSN 1923-2934 (Online) - ISSN 1923-2926 (Print)
Quarterly Publication
Volume 15 Issue 1 pp. 1-12 , 2024

BHARAT: A simple and effective multi-criteria decision-making method that does not need fuzzy logic, Part-2: Role in multi- and many-objective optimization problems Pages 1-12 Right click to download the paper Download PDF

Authors: Ravipudi Venkata Rao

DOI: 10.5267/j.ijiec.2023.12.004

Keywords: Pareto optimal solutions, BHARAT, Ranking of objectives, Evaluation of alternative solutions, Total scores

Abstract: A simple and effective multi-attribute decision-making method, named as BHARAT method, is proposed in Part-1 of this paper and the same method is used now as a multi- and many-objective decision-making method for evaluating the Pareto optimal solutions. The proposed BHARAT method is used to identify the best compromise Pareto solution. Based on their importance for the given optimization problem, the objectives are ranked, and the weights are assigned. The weights of the objectives and the normalized values of the objectives for different Pareto optimal solutions are used to compute the total scores. The total scores are used to differentiate the alternative optimal solutions and an alternative solution that gets the highest total score is suggested as the best compromise solution. Three case studies are presented to illustrate and validate the proposed BHARAT method. The case study 1 is a multi-objective optimization problem related to cloud manufacturing with 3 objectives and 20 alternative solutions; case study 2 is a many-objective optimization problem of electro-discharge machining process with 4 objectives and 50 alternative solutions; case study 3 is a many-objective optimization of milling process parameters with 4 objectives and 100 alternative solutions. The outcomes of the suggested BHARAT method are compared with those of the other popular decision-making approaches for each of the three case studies considered. The suggested simple and more logical BHARAT method can be used in multi- and many-objective optimization problems to select the best compromise solution.

How to cite this paper
Rao, R. (2024). BHARAT: A simple and effective multi-criteria decision-making method that does not need fuzzy logic, Part-2: Role in multi- and many-objective optimization problems.International Journal of Industrial Engineering Computations , 15(1), 1-12.

Refrences
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Li, Z., Xu, W., Shi, H., Zhang, Q. & He, F. (2019). Multi-objective optimization model of production planning in cloud manufacturing based on TOPSIS method with combined weights, Complexity 1-15, 7503176.
Rao, R.V. (2013). Decision Making in the Manufacturing Environment Using Graph Theory and Fuzzy Multiple Attribute Decision-making Methods-Volume 2, Springer-Verlag, London.
Rao, R. V. & Lakshmi, R. J. (2021a). R-method: A simple ranking method for multi-attribute decision-making in the industrial environment, Journal of Project Management 6(4) (2021) 1-8.
Rao, R. V. & Lakshmi, R. J. (2021b). Ranking of Pareto-optimal solutions and selecting the best solution in multi- and many-objective optimization problems using R-method, Soft Computing Letters 3(1), 100015.
Rao, R. V., Rai, D. P., Ramkumar, J. & Balic, J. (2016). A new multi-objective Jaya algorithm for optimization of modern machining processes, Advances in Production Engineering & Management 11, 171-186.
Wu, P., He, Y., Li, Y., He, J., Liu, X. & Wang, Y. (2022). Multi-objective optimization of machining process parameters using deep learning-based data-driven genetic algorithm and TOPSIS, Journal of Manufacturing Systems 64, 40-52.
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Journal: International Journal of Industrial Engineering Computations | Year: 2024 | Volume: 15 | Issue: 1 | Views: 1211 | Reviews: 0

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