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Validation of a Multi-Agent Simulation Engine for Urban Solid Waste Collection in Resource-Constrained Contexts

DOI: 10.4236/ait.2026.162003, PP. 28-42

Keywords: Multi-Agent Simulation, Solid Waste Collection, Decision Support, Resource-Constrained Contexts

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Abstract:

Urban solid waste management in resource-constrained cities is characterized by structural constraints that limit the direct experimentation of collection strategies. In this context, simulation constitutes a relevant methodological tool, provided that the simulation engine employed is validated as a scientific instrument. This article presents the design and methodological validation of a multi-agent simulation engine, named SimWasteKin, dedicated to the analysis of urban solid waste collection systems within an abstract and controlled framework. The engine is based on a modular architecture integrating a spatio-temporal environment, agents representing collection points and collection vehicles, and a decision-making module that is distinct from output instrumentation. Validation relies on explicit criteria of structural consistency, reproducibility through random seed control, and qualitative sensitivity to key parameters. The results indicate that the engine generates coherent, stable, and interpretable dynamics under controlled initial conditions.

References

[1]  Addas, A., Khan, M.N. and Naseer, F. (2024) Waste Management 2.0 Leveraging Internet of Things for an Efficient and Eco-Friendly Smart City Solution. PLOS ONE, 19, e0307608.
https://doi.org/10.1371/journal.pone.0307608
[2]  Nsokimieno Eric, M.M., Shouyu, C. and Li Qin, Z. (2010) Sustainable Urbanization’s Challenge in Democratic Republic of Congo. Journal of Sustainable Development, 3, 242.
https://doi.org/10.5539/jsd.v3n2p242
[3]  Pardini, K., Rodrigues, J.J.P.C., Kozlov, S.A., Kumar, N. and Furtado, V. (2019) IoT-based Solid Waste Management Solutions: A Survey. Journal of Sensor and Actuator Networks, 8, Article 5.
https://doi.org/10.3390/jsan8010005
[4]  Okubanjo, A., Bashir Olufemi, O., Okandeji, A. and Daniel, E. (2024) Smart Bin and Iot: A Sustainable Future for Waste Management System in Nigeria. Gazi University Journal of Science, 37, 222-235.
https://doi.org/10.35378/gujs.1254271
[5]  Badibanga, D.T., Mushage, O.B., Manirabona, A. and Ndikumagenge, J. (2025) Critical Systematic Review of the Transferability of IoT Solutions for Smart Waste Collection in Low-Resource Settings. Advances in Internet of Things, 15, 96-119.
https://doi.org/10.4236/ait.2025.154006
[6]  Beliën, J., De Boeck, L. and Van Ackere, J. (2014) Municipal Solid Waste Collection and Management Problems: A Literature Review. Transportation Science, 48, 78-102.
https://doi.org/10.1287/trsc.1120.0448
[7]  Debray, B. (2002) Modélisation et simulation de la gestion et du traitement des déchets ménagers. Environnement, Ingénierie & Développement, 27, Article 8077.
https://doi.org/10.4267/dechets-sciences-techniques.2378
[8]  Hussain, I., Elomri, A. and Kerbache, L. (2022) Domestic Waste Management with Io-Enabled Applications: A Case Study of the Al Rayyan, Qatar Region. IFAC-PapersOnLine, 55, 830-835.
https://doi.org/10.1016/j.ifacol.2022.09.515
[9]  Sargent, R.G. (2013) Verification and Validation of Simulation Models. Journal of Simulation, 7, 12-24.
https://doi.org/10.1057/jos.2012.20
[10]  Troost, C., Bell, A.R., van Delden, H., Huber, R., Filatova, T., Le, Q.B., et al. (2022) How to Keep It Adequate: A Validation Protocol for Agent-Based Simulation. SSRN Electronic Journal, 1-52.
https://doi.org/10.2139/ssrn.4161475
[11]  Troost, C., Huber, R., Bell, A.R., van Delden, H., Filatova, T., Le, Q.B., et al. (2023) How to Keep It Adequate: A Protocol for Ensuring Validity in Agent-Based Simulation. Environmental Modelling & Software, 159, Article ID: 105559.
https://doi.org/10.1016/j.envsoft.2022.105559
[12]  Tshimpanga, D., Lina, A., Mushage, O.B., Manirabona, A. and Ndikumagenge, J. (2026) A Contextual Prioritization Index for Solid Waste Collection in Low-Resource Urban Areas: Kinshasa. Advances in Internet of Things, 16, 11-27.
https://doi.org/10.4236/ait.2026.162002
[13]  Thirupathieswaran, R., Rajan, K.P., Niranjana, R., Muthu, A.E., Krishnan, R.S. and Saravanan, K. (2023) IoT Enabled Waste Management Optimization Framework (IWMOF). 2023 3rd International Conference on Pervasive Computing and Social Networking (ICPCSN), Salem, 19-20 June 2023, 1246-1252.
https://doi.org/10.1109/icpcsn58827.2023.00210
[14]  Wiart, J.B. (2023) Approche hiérarchique de co-simulation pour l’étude des échanges d’énergie des micro-réseaux. Ph.D. Thesis, Université de Lorraine.
https://hal.science/tel-04142176
[15]  Kumar, A. and Sarangi, S. (2023) Artificial Intelligence in Sustainable Development of Municipal Solid Waste Management. International Journal for Research in Applied Science and Engineering Technology, 11, 6744-6751.
https://doi.org/10.22214/ijraset.2023.53247
[16]  Law, A.M. (2015) Simulation Modeling and Analysis. 5th Edition, McGraw-Hill.
[17]  Vermeer, W.H., Smith, J.D., Wilensky, U. and Brown, C.H. (2022) High-fidelity Agent-Based Modeling to Support Prevention Decision-Making: An Open Science Approach. Prevention Science, 23, 832-843.
https://doi.org/10.1007/s11121-021-01319-3
[18]  Grimm, V., Berger, U., DeAngelis, D.L., Polhill, J.G., Giske, J. and Railsback, S.F. (2010) The ODD Protocol: A Review and First Update. Ecological Modelling, 221, 2760-2768.
https://doi.org/10.1016/j.ecolmodel.2010.08.019
[19]  Macal, C.M. and North, M.J. (2010) Tutorial on Agent-Based Modelling and Simulation. Journal of Simulation, 4, 151-162.
https://doi.org/10.1057/jos.2010.3
[20]  Oreskes, N., Shrader-Frechette, K. and Belitz, K. (1994) Verification, Validation, and Confirmation of Numerical Models in the Earth Sciences. Science, 263, 641-646.
https://doi.org/10.1126/science.263.5147.641

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