Multiroute fresh produce green routing models with driver fatigue using Type-2 fuzzy logic-based DFWA

Kishore Thakur, Somnath Maji, Samir Maity, Tandra Pal, Manoranjan Maiti

Research output: Contribution to journalJournal articleResearchpeer-review

Abstract

In developing countries, 40 percent of fresh fruits and vegetables are generally transported through nonrefrigerated vehicles and perishes before use, and wholesalers lose potential profits due to item rot. Here, a wholesaler's conveyance with fresh goods starts from a depot and returns to it after dropping the amounts at nodes (retailers) as per previously placed orders. As a perishable item's freshness (color and texture) changes with time, the item's selling price depends on its freshness at the time of delivery to retailers. There are multiple route connections among retailers and depots. Due to fatigue, the driver takes 15 minutes to rest after every two hours during the journey; otherwise, they are at risk of becoming overtired. Under these circumstances, multiroute fresh produce green routing models (MrFPGRMs) are formulated considering the product's freshness, optimum routing plan, appropriate routes, sales revenue, vehicle's running cost and speed, costs and times due to transportation and unloading, fixed charges, greenness (fuel cost), driver's salary and fatigue. The objective is to find the optimum routing plan, best-suited routes between the nodes, and vehicle velocity for the wholesaler's maximum profit, minimum fuel cost, or both. Virgin discrete fireworks algorithms are developed for the solution based on Type-1 and Type-2 fuzzy logic (T1FLDFWA and T2FLDFWA). Numerical experiments are performed through the T2FLDFWA for two time-dependent freshness functions, one of which is new. The results against driver rest, no rest, continuous journey risk, and a trade-off between profit and greenness are presented. Pareto fronts for multiobjectives are depicted. Some managerial decisions are observed.

Original languageEnglish
Article number120300
JournalExpert Systems with Applications
Volume229
Issue numberPart A
ISSN0957-4174
DOIs
Publication statusPublished - 1 Nov 2023

Keywords

  • Driver's rest
  • Fresh goods delivery system
  • Meta-heuristics
  • Routing
  • Type-2 fuzzy logic

Fingerprint

Dive into the research topics of 'Multiroute fresh produce green routing models with driver fatigue using Type-2 fuzzy logic-based DFWA'. Together they form a unique fingerprint.

Cite this