Literature DB >> 29079284

Capacitated vehicle-routing problem model for scheduled solid waste collection and route optimization using PSO algorithm.

M A Hannan1, Mahmuda Akhtar2, R A Begum3, H Basri4, A Hussain5, Edgar Scavino6.   

Abstract

Waste collection widely depends on the route optimization problem that involves a large amount of expenditure in terms of capital, labor, and variable operational costs. Thus, the more waste collection route is optimized, the more reduction in different costs and environmental effect will be. This study proposes a modified particle swarm optimization (PSO) algorithm in a capacitated vehicle-routing problem (CVRP) model to determine the best waste collection and route optimization solutions. In this study, threshold waste level (TWL) and scheduling concepts are applied in the PSO-based CVRP model under different datasets. The obtained results from different datasets show that the proposed algorithmic CVRP model provides the best waste collection and route optimization in terms of travel distance, total waste, waste collection efficiency, and tightness at 70-75% of TWL. The obtained results for 1 week scheduling show that 70% of TWL performs better than all node consideration in terms of collected waste, distance, tightness, efficiency, fuel consumption, and cost. The proposed optimized model can serve as a valuable tool for waste collection and route optimization toward reducing socioeconomic and environmental impacts.
Copyright © 2017 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  CVRP model; PSO; Route optimization; Threshold waste level; Waste collection

Mesh:

Substances:

Year:  2017        PMID: 29079284     DOI: 10.1016/j.wasman.2017.10.019

Source DB:  PubMed          Journal:  Waste Manag        ISSN: 0956-053X            Impact factor:   7.145


  8 in total

1.  Collaborative Routing Optimization Model for Reverse Logistics of Construction and Demolition Waste from Sustainable Perspective.

Authors:  Qianqian Chen; Wenzhu Liao
Journal:  Int J Environ Res Public Health       Date:  2022-06-16       Impact factor: 4.614

2.  A global satisfaction degree method for fuzzy capacitated vehicle routing problems.

Authors:  Juan Carlos Figueroa-García; Jhoan Sebastián Tenjo-García; Carlos Franco
Journal:  Heliyon       Date:  2022-06-20

3.  Integrating Geographic Information System network analysis and nighttime light satellite imagery to optimize landfill regionalization on a regional level.

Authors:  Nima Karimi; Kelvin Tsun Wai Ng; Amy Richter
Journal:  Environ Sci Pollut Res Int       Date:  2022-06-22       Impact factor: 5.190

4.  A Chance-Constrained Vehicle Routing Problem for Wet Waste Collection and Transportation Considering Carbon Emissions.

Authors:  Hailin Wu; Fengming Tao; Qingqing Qiao; Mengjun Zhang
Journal:  Int J Environ Res Public Health       Date:  2020-01-10       Impact factor: 3.390

5.  Development of a coded suite of models to explore relevant problems in logistics.

Authors:  Santiago-Omar Caballero-Morales
Journal:  PeerJ Comput Sci       Date:  2020-11-30

6.  Government intervention in municipal waste collection with a sustainable approach: a robust bi-level problem.

Authors:  Afrouz Rahmandoust; Ashkan Hafezalkotob; Bijan Rahmani Parchikolaei; Amir Azizi
Journal:  Environ Dev Sustain       Date:  2022-02-23       Impact factor: 3.219

7.  PSO Algorithm-Based Design of Intelligent Education Personalization System.

Authors:  Pengjiao Li; Jun Yang
Journal:  Comput Intell Neurosci       Date:  2022-07-09

8.  Multi-Depot Open Vehicle Routing Problem with Time Windows Based on Carbon Trading.

Authors:  Ling Shen; Fengming Tao; Songyi Wang
Journal:  Int J Environ Res Public Health       Date:  2018-09-17       Impact factor: 3.390

  8 in total

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