Firefly Algorithm with Tabu Search to Solve the Vehicle Routing Problem with Minimized Fuel Emissions: Case Study of Canned Fruits Transport

Q3 Engineering LOGI Pub Date : 2023-01-01 DOI:10.2478/logi-2023-0024
Nattapol Paisarnvirosrak, Phornprom Rungrueang
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Abstract

Abstract Nowadays, logistics is used to assess economic growth and address energy consumption and environmental problems. Optimizing collection and delivery routes reduces fuel consumption and cost, thereby minimizing greenhouse gas (GHG) emissions. The vehicle routing problem with time windows (VRPTW) is addressed to identify routes that minimize total transportation costs, fuel consumption, and GHG emissions based on collection and delivery activities. Firefly Algorithm (FA) integrated with Tabu Search (TS) as (FATS) was proposed within the case study concerning canned fruit transport. The results showed that the proposed method outperformed the existing approaches and reduced the fuel consumption from 31,286 to 26,314 litres per year. The proposed algorithm also reduced the number of used vehicles from seven to six, as five 6-wheel trucks and one 4-wheel truck, with transportation cost reduced from 1,061,851 to 893,108 Baht per year, as well as greenhouse gas emissions, which were reduced from 90,730 to 76,312 kg CO 2 per year.
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基于禁忌搜索的萤火虫算法求解燃料排放最小的车辆路径问题——以水果罐头运输为例
如今,物流被用来评估经济增长,解决能源消耗和环境问题。优化收集和配送路线可以减少燃料消耗和成本,从而最大限度地减少温室气体(GHG)排放。带时间窗口的车辆路线问题(VRPTW)旨在根据收集和交付活动确定最小化总运输成本、燃料消耗和温室气体排放的路线。以水果罐头运输为例,提出了结合禁忌搜索(TS)的萤火虫算法。结果表明,所提出的方法优于现有的方法,并将燃料消耗从每年31,286升减少到26,314升。该算法还将二手车的数量从7辆减少到6辆,即5辆6轮卡车和1辆4轮卡车,运输成本从每年1,061,851泰铢减少到893,108泰铢,温室气体排放量从每年90,730公斤二氧化碳减少到76,312公斤二氧化碳。
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来源期刊
LOGI
LOGI Business, Management and Accounting-Business and International Management
CiteScore
2.10
自引率
0.00%
发文量
14
审稿时长
10 weeks
期刊最新文献
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