DEVELOPING HEURISTIC METHOD FOR PICKUP AND DELIVERY VEHICLE ROUTING PROBLEM WITH TIME WINDOW (PDVRPTW)

Vehicle Routing Problem, commonly abbreviated as VRP, is a globally studied problem on assigning a set of location to vehicles to minimize an objective calculated from routes scheduled on each vehicles. This problem is considered to be NP-Hard and comes with a lot of variants. Relevant to this pa...

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Main Author: Arya Bagaspati, Kinantan
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/76887
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:76887
spelling id-itb.:768872023-08-21T07:41:57ZDEVELOPING HEURISTIC METHOD FOR PICKUP AND DELIVERY VEHICLE ROUTING PROBLEM WITH TIME WINDOW (PDVRPTW) Arya Bagaspati, Kinantan Indonesia Final Project Vehicle Routing Problem, Heuristics, Clustering, Pickup and Delivery, Time Window, Optimization Strategy INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/76887 Vehicle Routing Problem, commonly abbreviated as VRP, is a globally studied problem on assigning a set of location to vehicles to minimize an objective calculated from routes scheduled on each vehicles. This problem is considered to be NP-Hard and comes with a lot of variants. Relevant to this paper, the variants contains capacity, time window, and pickup delivery constraints, combined abbreviated as PDVRPTW. Studies on VRP variants usually consist of initial solution generation followed by optimization strategy. In this paper, a heuristic method is developed utilizing balanced graph clustering and dynamic programming for hierarchically breakdown large graphs, also reassignments and bipartite matching for incorporating time window. This solution is then experimented on each optimization strategy, namely steepest hill climbing, simulated annealing, and tabu search. Results shows that balanced k-medoids is the best clustering method that generates TSP solution 3-15% worse than best known solutions. This heuristic method also generates solution with number of vehicles less than 130% of best known solutions on PDVRPTW instances. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description Vehicle Routing Problem, commonly abbreviated as VRP, is a globally studied problem on assigning a set of location to vehicles to minimize an objective calculated from routes scheduled on each vehicles. This problem is considered to be NP-Hard and comes with a lot of variants. Relevant to this paper, the variants contains capacity, time window, and pickup delivery constraints, combined abbreviated as PDVRPTW. Studies on VRP variants usually consist of initial solution generation followed by optimization strategy. In this paper, a heuristic method is developed utilizing balanced graph clustering and dynamic programming for hierarchically breakdown large graphs, also reassignments and bipartite matching for incorporating time window. This solution is then experimented on each optimization strategy, namely steepest hill climbing, simulated annealing, and tabu search. Results shows that balanced k-medoids is the best clustering method that generates TSP solution 3-15% worse than best known solutions. This heuristic method also generates solution with number of vehicles less than 130% of best known solutions on PDVRPTW instances.
format Final Project
author Arya Bagaspati, Kinantan
spellingShingle Arya Bagaspati, Kinantan
DEVELOPING HEURISTIC METHOD FOR PICKUP AND DELIVERY VEHICLE ROUTING PROBLEM WITH TIME WINDOW (PDVRPTW)
author_facet Arya Bagaspati, Kinantan
author_sort Arya Bagaspati, Kinantan
title DEVELOPING HEURISTIC METHOD FOR PICKUP AND DELIVERY VEHICLE ROUTING PROBLEM WITH TIME WINDOW (PDVRPTW)
title_short DEVELOPING HEURISTIC METHOD FOR PICKUP AND DELIVERY VEHICLE ROUTING PROBLEM WITH TIME WINDOW (PDVRPTW)
title_full DEVELOPING HEURISTIC METHOD FOR PICKUP AND DELIVERY VEHICLE ROUTING PROBLEM WITH TIME WINDOW (PDVRPTW)
title_fullStr DEVELOPING HEURISTIC METHOD FOR PICKUP AND DELIVERY VEHICLE ROUTING PROBLEM WITH TIME WINDOW (PDVRPTW)
title_full_unstemmed DEVELOPING HEURISTIC METHOD FOR PICKUP AND DELIVERY VEHICLE ROUTING PROBLEM WITH TIME WINDOW (PDVRPTW)
title_sort developing heuristic method for pickup and delivery vehicle routing problem with time window (pdvrptw)
url https://digilib.itb.ac.id/gdl/view/76887
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