Li Wensi, Ng Theam Foo, Ibrahim Haidi, Wang Shir Li
Centre for Global Sustainability Studies, Universiti Sains Malaysia, Minden, Malaysia.
Department of Economic and Management, Guilin University of Electronic Technology, Guilin, People's Republic of China.
J Air Waste Manag Assoc. 2025 Jan;75(1):3-26. doi: 10.1080/10962247.2024.2415298. Epub 2024 Nov 26.
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.: 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.
在过去几十年里,由于人口快速增长和城市化,全球范围内的垃圾量急剧增加。低效的垃圾收集和运输,即所谓的垃圾收集车辆路径规划问题(WCVRP),对经济、环境和社会层面产生了负面影响。这个问题已经引起了地方和国家政府的相当关注。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。该综述涵盖了各个方面,包括垃圾类型、常见模型特征、目标函数、解决方法、数据集和案例研究。分析表明,需要对代表性不足的垃圾类型,如医疗废物(MW)进行进一步研究。它还强调了纳入更多模型特征以更好地捕捉现实世界场景复杂性的重要性。此外,缺乏同时兼顾经济、环境和社会层面以符合可持续发展目标的多目标优化模型。此外,关于混合算法的研究不足,特别是在其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,这凸显了需要进行多样化测试以在各种现实世界条件下验证解决方法的必要性。本研究为WCVRP领域的决策者勾勒了一条路线图,为更高效、适应性更强和可持续的垃圾收集和运输系统的发展提供了机会。:WCVRP的讨论是垃圾管理中一个紧迫的全球问题,需要立即关注。通过对研究论文的多维度评估,本综述论文为WCVRP的未来研究和实践提供了建议。首先,虽然城市固体废物受到了大量关注,但其他类别仍未得到充分研究。未来的研究应关注这些类型的高效收集和运输策略。其次,虽然常见特征已得到充分探讨,但本综述强调需要进一步研究WCVRP模型中较少研究的特征和车辆类型。接下来,当前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,纳入多个目标,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,但与不确定性管理策略相结合的先进技术仍未得到充分利用,在应对WCVRP不断演变的复杂性方面具有巨大潜力。最后,该研究强调了数据集和案例研究在验证WCVRP模型中的重要性。混合测试使研究人员能够全面评估WCVRP解决方案,深入了解其在各种条件下的性能。总之,这些启示为推进WCVRP研究和指导实际策略提供了一条路线图,有助于开发更高效、适应性更强和可持续的垃圾收集和运输系统。