Multi-objective multi-item fixed-charge solid transportation problem under twofold uncertainty
Autor: | Sudipta Midya, Sankar Kumar Roy, Gerhard-Wilhelm Weber |
---|---|
Rok vydání: | 2019 |
Předmět: |
0209 industrial biotechnology
Mathematical optimization Similarity (geometry) Computer science TOPSIS 02 engineering and technology Ideal solution 020901 industrial engineering & automation Operator (computer programming) Artificial Intelligence Goal programming 0202 electrical engineering electronic engineering information engineering 020201 artificial intelligence & image processing Focus (optics) Preference (economics) Software Solid transportation problem |
Zdroj: | Neural Computing and Applications. 31:8593-8613 |
ISSN: | 1433-3058 0941-0643 |
Popis: | In this paper, we investigate a multi-objective multi-item fixed-charge solid transportation problem (MOMIFCSTP) with fuzzy-rough variables as coefficients of the objective functions and of the constraints. The main focus of the paper is to analyze MOMIFCSTP under a fuzzy-rough environment for a transporting system. In practical situations, the parameters of a MOMIFCSTP are imprecise in nature, due to several uncontrollable factors. For these reasons, we introduce the fuzzy-rough variables in MOMIFCSTP to tackle vague data which are different from fuzziness and roughness. Fuzzy-rough expected-value operator is employed to convert fuzzy-rough MOMIFCSTP into deterministic MOMIFCSTP. Thereafter, we develop a methodology to solve the deterministic MOMIFCSTP by technique for order preference by similarity to ideal solution (TOPSIS). Three distinct approaches, namely extended TOPSIS, weighted goal programming (WGP) and fuzzy programming, are used to derive Pareto-optimal solution from the suggested model. A comparison is drawn among the optimal solutions which are derived from different approaches. It is observed from the extracted results that TOPSIS provides a better optimal solution than WGP and fuzzy programming. TOPSIS also overcomes some difficulties which arise in WGP. Finally, a real-world (industrial) problem is incorporated to show the applicability and feasibility of the proposed problem. |
Databáze: | OpenAIRE |
Externí odkaz: | |
Nepřihlášeným uživatelům se plný text nezobrazuje | K zobrazení výsledku je třeba se přihlásit. |