A literature review of the state of the art of sustainable waste collection and vehicle routing problem.

IF 2.2 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL
Wensi Li, Theam Foo Ng, Haidi Ibrahim, Shir Li Wang
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引用次数: 0

Abstract

Over the past decades, the amount of waste has dramatically increased worldwide due to rapid population growth and urbanization. Inefficient waste collection and transportation, known as the waste collection vehicle routing problem (WCVRP), negatively impacts economic, environmental, and social dimensions. This issue has drawn considerable attention from local and national governments. There is an urgent need for sustainable practices in waste collection and transportation. This paper conducts an exhaustive literature review on the WCVRP. The review covers various aspects, including waste types, common model characteristics, objective functions, solution methods, datasets and case studies. The analysis indicates a need for further research on underrepresented waste types, such as medical waste (MW). It also stresses the importance of incorporating more model characteristics to better capture the complexities of real-world scenarios. Moreover, there is a lack of multiple objectives optimization models that concurrently address economic, environmental, and social dimensions, in line with sustainable development goals. Additionally, there is insufficient research on hybrid algorithms, especially regarding their application to uncertainty management and advanced techniques. Finally, the use of hybrid testing is restricted, highlighting the need for diverse tests to validate solution methods under various real-world conditions. This study outlines a roadmap for decision-makers in the WCVRP domain, offering opportunities for the evolution of more efficient, adaptable, and sustainable waste collection and transportation systems.Implications: The discussion of WCVRP is an urgent global concern in waste management that requires immediate attention. Through a multi-dimensional evaluation of the research papers, this review paper provides recommendations for future research and practice in WCVRP. Initially, while urban solid waste has received significant attention, other categories remain insufficiently examined. Future research should focus on efficient collection and transportation strategies for these types. Then, although common characteristics are well-explored, this review emphasizes the need for further investigation into lesser-studied characteristics and vehicle types in WCVRP models. Next, current models predominantly prioritize cost and public health exposure risk minimization. There is a necessity for more holistic approaches that incorporate multiple objectives, particularly those crucial for achieving sustainable development goals. Moreover, hybrid algorithms have emerged as efficient solutions, yet advanced technologies coupled with uncertainty management strategies remain underutilized, presenting significant potential to address the evolving complexities of WCVRP. Finally, the study highlights the importance of datasets and case studies in validating WCVRP models. Hybrid tests enable researchers to comprehensively evaluate WCVRP solutions, providing insight into their performance under various conditions. In conclusion, these implications offer a roadmap for advancing WCVRP research and guiding practical strategies to contribute to the development of more efficient, adaptable, and sustainable waste collection and transportation systems.

关于可持续废物收集和车辆路线问题的文献综述。
在过去的几十年里,由于人口的快速增长和城市化的发展,全世界的垃圾量急剧增加。效率低下的垃圾收集和运输(即垃圾收集车辆路线问题,WCVRP)对经济、环境和社会产生了负面影响。这一问题已引起地方和国家政府的高度重视。目前迫切需要在垃圾收集和运输方面采取可持续的做法。本文对 WCVRP 进行了详尽的文献综述。文献综述涉及多个方面,包括废物类型、常见模型特征、目标函数、求解方法、数据集和案例研究。分析表明,有必要进一步研究代表性不足的废物类型,如医疗废物 (MW)。分析还强调了纳入更多模型特征的重要性,以更好地捕捉现实世界场景的复杂性。此外,还缺乏与可持续发展目标相一致的、同时解决经济、环境和社会问题的多目标优化模型。此外,对混合算法的研究不足,特别是在应用于不确定性管理和先进技术方面。最后,混合测试的使用受到限制,这凸显了在各种实际条件下验证求解方法的多样化测试需求。本研究为 WCVRP 领域的决策者勾勒了一个路线图,为发展更高效、适应性更强、更可持续的废物收集和运输系统提供了机会:讨论废物收集和车辆路线问题(WCVRP)对于解决紧迫的废物管理问题至关重要。WCVRP 的优化是全世界亟需关注的重大问题。通过对研究文章进行多维度评估,本综述论文初步提出了建议。虽然城市固体废弃物受到了极大重视,但其他类别的废弃物,如建筑和拆迁废弃物、农业废弃物、灾害废弃物等,却没有得到同样多的关注。未来的研究需要探索针对这些废物类型的高效收集和运输策略。本综述强调,未来研究应探讨将未充分探索的模型特征和车辆类型整合到 WCVRP 模型中的重要性。其次,目前的模型主要优先考虑成本和公共健康暴露风险最小化。有必要采用更全面的方法,将多种目标纳入其中,特别是那些对实现可持续发展目标至关重要的目标。此外,混合算法已成为有效的解决方案,但对地理信息科学、物联网、大数据以及信息和通信技术等先进技术的利用还很欠缺。这些技术与不确定性管理策略相结合,为解决 WCVRP 不断发展的复杂性提供了巨大潜力。最后,本研究进一步强调了数据集和案例研究在验证 WCVRP 模型方面的重要性。混合测试使研究人员能够全面评估 WCVRP 解决方案,详细了解其在不同条件下的性能。这种方法对于开发能够适应动态环境和新挑战的强大 WCVRP 解决方案至关重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of the Air & Waste Management Association
Journal of the Air & Waste Management Association ENGINEERING, ENVIRONMENTAL-ENVIRONMENTAL SCIENCES
CiteScore
5.00
自引率
3.70%
发文量
95
审稿时长
3 months
期刊介绍: The Journal of the Air & Waste Management Association (J&AWMA) is one of the oldest continuously published, peer-reviewed, technical environmental journals in the world. First published in 1951 under the name Air Repair, J&AWMA is intended to serve those occupationally involved in air pollution control and waste management through the publication of timely and reliable information.
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