From Waste to Smart Transformations: AI-Driven Biomedical Waste Management
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Introduction: Biomedical waste (BMW) management is crucial for mitigating environmental and human health risks. Conventional methods, which include segregation, collection, transportation, and disposal, often fail to address the growing volumes of waste and the associated hazards. Aim: This article examines existing regional and worldwide practices, trends, challenges and the way forward in BMW management. Methodology: Peer-reviewed publications, conference papers, systematic reviews, and reports published in English that were searched using databases such as PubMed and Google Scholar were among the sources of information that were been synthesized in this review. Search terms included “waste management,” “medical waste management,” “smart bins,” “AI,” “machine learning,” and “IoT.” Results: Globally, disparities in BMW management practices persist, influenced by socio-economic conditions, regulatory frameworks, and resource availability. Developing regions often lack adequate infrastructure, leading to improper waste segregation, unsafe transportation, and open dumping, thereby exacerbating health and environmental risks. With approximately 75–90% of BMW being non-hazardous and the remainder requiring specialized handling, technological advancements. In India, for instance, it generates 1.5–2 kg of waste per bed daily, with an additional surge during the COVID 19 pandemic. Conclusion: Emerging AI-enabled solutions, such as smart bins, real-time monitoring, route optimisation, and blockchain technologies, demonstrate the potential to enhance efficiency, safety, and sustainability in BMW management. From Waste to Smart Transformations, AI-driven biomedical waste management has become a critical necessity at the global and regional levels, underscoring the urgent need for further extensive research in this field.
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Koka Mohammad Umer Bin Farooq, Dr Dharmendra, 2023, a comprehensive review of biomedical waste management, international journal of engineering research & technology. 2023:12(9). DOI: https://doi.org/10.17577/IJERTV12IS090061
Bansod HS, Deshmukh P. Biomedical Waste Management and Its Importance: A Systematic Review. Cureus. 2023 Feb 3;15(2): e34589. doi: 10.7759/cureus. 34589. PMID: 36874306; PMCID: PMC9981497.
Sarkar O, Dey AK, Malik T. Modernised Management of Biomedical Waste Assisted with Artificial Intelligence. Int J Biomed Clin Anal. 2023;3(2):69-86. https://www.researchgate.net/publication/382741252
Mohamed, N.H.; Khan, S.; Jagtap, S. Modernising Medical Waste Management: Unleashing the Power of the Internet of Things (IoT). Sustainability. 2023, 15, 9909.DOI: https://doi.org/10.3390/su15139909.
Somala Rama Kishore, V. Suresh Babu, R. Kumar, P. S. Ramapraba; Bio medical waste management system. AIP Conf. Proc. 3 October 2022; 2519 (1): 040001. DOI: https://doi.org/10.1063/5.0111960.
Slutzman JE, Bockius H, Gordon IO, Greene HC, Hsu S, Huang Y, Lam MH, Roberts T, Thiel CL. Waste audits in healthcare: A systematic review and description of best practices. Waste Manag Res. 2023 Jan;41(1):3-17. Epub 2022 Jun 2. PMID: 35652693; PMCID: PMC9925917. DOI: https://doi.org/10.1177/0734242X221101531
Hassanzadeh H, Nguyen A, Karimi S, Chu K. Transferability of artificial neural networks for clinical document classification across hospitals: A case study on abnormality detection from radiology reports. J Biomed Inform. 2018 Sep;85:68-79. Epub 2018 Jul 17. PMID: 30026067.DOI: https://doi.org/10.1016/j.jbi.2018.07.017
Agrawal, A., Dodamani, A., Vishwakarma, P., & Agrawal, A. Biomedical Waste and COVID-19 in India and the World: Are We Ready?. International Journal of Medical Reviews. 2020; 7.DOI: https://doi.org/10.30491/IJMR.2020.234785.1108.
Endris, S., Tamir, Z., & Sisay, A. Medical laboratory waste generation rate, management practices and associated factors in Addis Ababa, Ethiopia. PLoS ONE. 2021; 17. DOI: https://doi.org/10.1371/journal.pone.0266888.
Singh, A., Unnikrishnan, S., & Dongre, S. Biomedical Waste Management in India: Awareness and Novel Approaches. Biomedical Journal of Scientific & Technical Research. 2019 DOI: https://doi.org/10.26717/BJSTR.2019.13.002424.
Patil, G., & Pokhrel, K. Biomedical solid waste management in an Indian hospital: a case study. Waste management. 2005; 25 6. DOI: https://doi.org/10.1016/J.WASMAN.2004.07.011.
Rani, S., & Rampal, R. Biomedical waste generation, composition and management: A case study of Shree Maharaja Gulab Singh Hospital (SMGS), Shalamar, Jammu (J&K). Journal of Applied and Natural Science. 2019 DOI: https://doi.org/10.31018/jans.v11i3.1956.
Windfeld ES, Brooks MS. Medical waste management - A review. J Environ Manage. 2015 Nov 1;163:98-108. Epub 2015 Aug 22. PMID: 26301686. DOI: https://doi.org/10.1016/j.jenvman.2015.08.013
Caniato, M., Tudor, T., & Vaccari, M. International governance structures for health-care waste management: a systematic review of scientific literature. Journal of Environmental Management. 2015; 153. DOI: https://doi.org/10.1016/j.jenvman.2015.01.039.
Singh, N., Ogunseitan, O., & Tang, Y. Medical waste: Current challenges and future opportunities for sustainable management. Critical Reviews in Environmental Science and Technology. 2021; 52. DOI: https://doi.org/10.1080/10643389.2021.1885325.
Ravindra, K., Sareen, A., Dogra, S., & Mor, S. Appraisal of biomedical waste management practice in India and associated human health and environmental risk. Journal of Environmental Biology. 2023 DOI: https://doi.org/10.22438/jeb/44/4/mrn-5071.
Patil, A., & Shekdar, A. Health-care waste management in India. Journal of Environmental Management. 2001; 63 2. DOI: https://doi.org/10.1006/JEMA.2001.0453.
Devi, A., Ravindra, K., Kaur, M., & Kumar, R. Evaluation of biomedical waste management practices in public and private sector of health care facilities in India. Environmental Science and Pollution Research. 2019; 26. DOI: https://doi.org/10.1007/s11356-019-05785-9.
Dhole, K., Bahadure, S., Bandre, G., & Noman, O. Navigating Challenges in Biomedical Waste Management in India: A Narrative Review. Cureus. 2024; 16. DOI: https://doi.org/10.7759/cureus.55409.
Meena Preethi. B, Dharsini. B, Gokul. S. Biomedical Waste Management Using Incineration and Autoclave. International Journal for Research in Applied Science and Engineering Technology (IJRASET). 2021; 10(5): pp 4645-48.DOI: https://doi.org/10.22214/ijraset.2022.43371
Tilahun D, Donacho DO, Zewdie A, et al. Healthcare waste management practices and their predictors among health workers in private health facilities in Ilu Aba Bor Zone, Oromia Region, South West Ethiopia: a community-based cross-sectional study. BMJ Open 2023;13:e067752. DOI: https://doi.org/10.1136/%20bmjopen-2022-067752
Bingbing Fang, Jiacheng Yu, Zhonghao Chen, A. Osman, Mohamed Farghali, I. Ihara, E. Hamza. Artificial intelligence for waste management in smart cities: a review. Environmental Chemistry Letters. 2023; 21(1): 1959-89. DOI: https://doi.org/10.1007/s10311-023-01604-3.
Gupta, Apar & Vaisshalli, G.R. Potential of Artificial Intelligence in the Removal of Medical Waste. Asian Journal of Applied Science and Technology. 2021: 05; pp 65-68. DOI: https://doi.org/10.38177/ajast.2021.5408
D. Magu, E. Chelogoi and G. Obegi. Health Care Waste Handling Practices among Health Care Workers At Kenyatta National & Referral Hospital – Kenya. East African Medical Journal. 2021; Vol. 98 (3): 3559-3570. https://openurl.ebsco.com/EPDB%3Agcd%3A16%3A36849360/detailv2?sid=ebsco%3Aplink%3Ascholar&id=ebsco%3Agcd%3A151054006&crl=f&link_origin=www.google.com
Hooshmand S, Kargozar S, Ghorbani A, Darroudi M, Keshavarz M, Baino F, Kim HW. Biomedical Waste Management by Using Nanophotocatalysts: The Need for New Options. Materials (Basel). 2020 Aug 9;13(16):3511. PMID: 32784877; PMCID: PMC7476041.DOI: https://doi.org/10.3390/ma13163511
Thakur, Y., & Katoch, S. Emerging Technologies in Biomedical Waste Treatment and Disposal. Chemical Engineering Transactions. 2012; 29: 787-792. DOI: https://doi.org/10.3303/CET1229132
Tank, A., & Khambhati, D. (2021). A New Approach for Effective Biomedical Waste Segregation and Disposal. International Journal of Innovative Technology and Exploring Engineering. DOI: https://doi.org/10.35940/IJITEE.D8591.0210421.
Janik-Karpinska, E., Brancaleoni, R., Niemcewicz, M., Wojtas, W., Foco, M., Podogrocki, M., & Bijak, M. Healthcare Waste—A Serious Problem for Global Health. Healthcare. 2023; 11. DOI: https://doi.org/10.3390/healthcare11020242.
Cajamarca Carrazco D, Tobar-Ruiz MG, Almeida López DM, Cevallos Hermida CE, Llangarí Arellano VM, Zavala Tobar MA, et al. Bibliometric analysis of the applicability of artificial intelligence in the integrated management of medical waste. Data and Metadata [Internet]. 2024 Aug. 18 [cited 2024 Dec. 23];3:.375.DOI: https://doi.org/10.56294/dm2024.375.
Subramanian, A., Thayalan, D., Edwards, A., Al-Malki, A., & Venugopal, A. Biomedical waste management in dental practice and its significant environmental impact: A perspective. Environmental Technology and Innovation. 2021; 24; 101807. DOI: https://doi.org/10.1016/j.eti.2021.101807.
Rao, P. Report: Hospital waste management--awareness and practices: a study of three states in India. Waste management & research: the journal of the International Solid Wastes and Public Cleansing Association, ISWA. 2008; 26 3. DOI: https://doi.org/10.1177/0734242X08088693.
Aslam, F. Medical waste management in healthcare institutions. International Journal of Science and Research Archive. 2021. DOI: https://doi.org/10.30574/ijsra.2021.4.1.0197.)
WHO/UNICEF, 2024. Data update on WASH in health care facilities for 2023. World Health Organization, Geneva.
National Institute for Occupational Safety and Health (NIOSH). November 16, 2018.
https://www.cdc.gov/niosh/engcontrols/ecd/detail26.html.
Pépin J, Abou Chakra CN, Pépin E, Nault V, Valiquette L. Evolution of the global burden of viral infections from unsafe medical injections, 2000-2010.PLoSOne. 2014 Jun 9;9(6): e99677. DOI: https://doi.org/10.1371/journal.pone.0099677
Annual Report on Bio-Medical Waste Management for the Year 2021. Central Pollution Control Board (CPCB), Ministry of Environment, Forest & Climate Change, India, 2021.
https://www.wbpcb.gov.in/files/Th-03-2022-03-06-36BMWM%20Annual%20Report%202021.pdf
Ferreira, J.A., Figueiredo, M.C., Oliveira, J.A., 2017. Household Packaging Waste Management, in: Gervasi, O., Murgante, B., Misra, S., Borruso, G., Torre, C.M., Rocha, A.M.A.C., Taniar, D., Apduhan, B.O., Stankova, E., Cuzzocrea, A. (Eds.), Computational Science and Its Applications – ICCSA 2017, Lecture Notes in Computer Science. Springer International Publishing, Cham, pp. 611–620. DOI: https://doi.org/10.1007/978-3-319-62395-5_42
D.B. Olawade et al. Smart waste management: A paradigm shift enabled by artificial intelligence. Waste Management Bulletin 2 (2024) 244–263. DOI: https://doi.org/10.1016/j.wmb.2024.05.001.
Gal, I.-A., Ciocîrlan, A.-C., M˘ argaritescu, ˘ M., 2021. State machine-based hybrid position/ force control architecture for a waste management mobile robot with 5DOF manipulator. Appl. Sci. 11, 4222. DOI: https://doi.org/10.3390/app11094222.
Sarc, R., Curtis, A., Kandlbauer, L., Khodier, K., Lorber, K.E., Pomberger, R., 2019. Digitalisation and intelligent robotics in the value chain of circular-economy-oriented waste management – A review. Waste Manag. 95, 476–492. DOI: https://doi.org/10.1016/j.wasman.2019.06.035
Mao, W.-L., Chen, W.-C., Wang, C.-T., Lin, Y.-H., 2021. Recycling waste classification using optimized convolutional neural network. Resour. Conserv. Recycl. 164, 105132 DOI: https://doi.org/10.1016/j.resconrec.2020.105132.