http://hdl.handle.net/20.500.12128/14585
Title: | Combining an artificial intelligence algorithm and a novel vehicle for sustainable e-waste collection |
Authors: | Nowakowski, Piotr Szwarc, Krzysztof Boryczka, Urszula |
Keywords: | Mobile collection of e-waste; Waste electrical and electronic equipment; E-waste; Waste collection vehicle; Circular economy; Harmony; Search algorithm |
Issue Date: | 2020 |
Citation: | Science of the Total Environment, Vol. 730 (2020), Art. No. 138726 |
Abstract: | Mobile collection of waste electrical and electronic equipment is a collection method that is convenient for residents and companies. New opportunities to use mobile apps and internet applications facilitate the ordering of waste pickups from households and preparation of a collection plan for a waste collection company. It improves the secondary raw materials collection in a circular economy approach after recycling waste equipment. This study presents a combined methodology for improving the efficiency of e-waste collection. An online ewaste collection supporting systemuses a Harmony Search algorithm for route optimization of waste collection vehicles. The results of the optimization are better compared to other artificial intelligence algorithms presented in the literature and the number of visited collection points is higher from1.2%–6.6% depending on the compared algorithm. To increase the efficiency ofwaste loading and packing, a novel collection vehicle body construction is presented. The design includes the convenient loading of waste from both sides of the vehicle and the rear side being equippedwith a hydraulic lift. The proposed vehiclemodel can be used for e-waste collection in placeswith limited parking spaces or where the parking time is limited, such as in densely populated city centers. The waste equipment packing efficiency increases and eliminates the necessity of including a container loading problem in the algorithm and allows increasing waste equipment number loaded in a collection vehicle. |
URI: | http://hdl.handle.net/20.500.12128/14585 |
DOI: | 10.1016/j.scitotenv.2020.138726 |
ISSN: | 0048-9697 1879-1026 |
Appears in Collections: | Artykuły (WNŚiT) |
File | Description | Size | Format | |
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Nowakowski_Combining_an_artificial_intelligence_algorithm.pdf | 9,46 MB | Adobe PDF | View/Open |
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