Smart City Gnosys

Smart city article details

Title	Advanced Predictive Analytics For Bio-Waste Management Using Yolov8-Spp To Enhance Waste Prediction And Sustainability In Smart Cities
ID_Doc	6537
Authors	Balasubramanium S.; Nagu B.; Bansal S.; Faruque M.R.I.; Al-mugren K.S.
Year	2025
Published	Scientific Reports, 15, 1
DOI	http://dx.doi.org/10.1038/s41598-025-09433-w
Abstract	The large volumes of bio-waste pose significant health and sanitation hazards. Effective bio-waste management involves value addition and conversion processes to enable the utilization of municipal biological waste as low-carbon energy sources. This research suggests a new predictive analytics model using the YOLOv8-SPP algorithm for improved waste management. With precise structuring and data processing, YOLOv8-SPP enhances waste identification and segmentation of various wastes with the vision of facilitating proper anticipation of future trends in waste production. The enhanced framework is remarkably 92% accurate in predicting waste production compared to the 78% accuracy achieved with other data types. The deployment also had the effect of the recycling rate growing by 20% and reducing waste treatment expenses by 15%. The findings justify the success of executing state-of-the-art analytics to optimize waste management processes in intelligent cities. © The Author(s) 2025.
Author Keywords	Bio-Waste management; Renewable energy; Smart cities; Sustainability; YOLOv8-SPP

Similar Articles

Id	Similarity	Authors	Title	Published
51731	0.87	Mishra B.R.; Kaur C.; Kumar K.S.; Dangarwala K.J.; Jeyaprakash S.; Christian F.; Sheoran V.	Smart Waste Management Systems Using Big Data And Machine Learning Technologies	International Journal of Environmental Sciences, 11, 14s (2025)
52262	0.866	Namoun A.; Tufail A.; Khan M.Y.; Alrehaili A.; Syed T.A.; BenRhouma O.	Solid Waste Generation And Disposal Using Machine Learning Approaches: A Survey Of Solutions And Challenges	Sustainability (Switzerland), 14, 20 (2022)
8380	0.865	Boudanga Z.; benhadou S.; Medromi H.	An Innovative Medical Waste Management System In A Smart City Using Xai And Vehicle Routing Optimization	F1000Research, 12 (2023)
8071	0.86	Namoun A.; Hussein B.R.; Tufail A.; Alrehaili A.; Syed T.A.; Benrhouma O.	An Ensemble Learning Based Classification Approach For The Prediction Of Household Solid Waste Generation	Sensors, 22, 9 (2022)
7016	0.859	Banupriya V.; Arul Rixy Catherine T.; Gopika Shri M.; Renugadevi P.; Unnamalai C.	Ai-Driven Bio-Waste Classification And Bin Management System Using Sensor Fusion And Iot	Proceedings - 3rd International Conference on Artificial Intelligence and Machine Learning Applications: Healthcare and Internet of Things, AIMLA 2025 (2025)
32394	0.858	Vanitha N.; Vivekanandan G.; Nehashree G.; Sasmitha S.; Keerthana M.; Laashya Lakshmi M.	Intelligent Garbage Collection Systems For Smart Cities	2025 International Conference on Data Science and Business Systems, ICDSBS 2025 (2025)
40769	0.856	Elangovan B.G.; Subramaniam D.; Venkatakrishnan S.	Optimizing Biomedical Waste Management Through A Hybrid Genetic Algorithm-Fuzzy Inference System For Smart Cities	Global Nest Journal, 27, 3 (2025)
32695	0.852	Lipianina-Honcharenko K.; Komar M.; Osolinskyi O.; Shymanskyi V.; Havryliuk M.; Semaniuk V.	Intelligent Waste-Volume Management Method In The Smart City Concept	Smart Cities, 7, 1 (2024)
46602	0.851	Farghali M.; Osman A.I.	Revolutionizing Waste Management: Unleashing The Power Of Artificial Intelligence And Machine Learning	Advances in Energy from Waste: Transformation Methods, Applications and Limitations under Sustainability (2024)