aspg-18-1383-1792025573 20261015005253 American Scientific Publishing Group admin@americaspg.com American Scientific Publishing Group Journal of Intelligent Systems and Internet of Things JISIoT 2769-786X 2690-6791 2022 6 2 Gopal Chaudhary VIPS-TC, School of Engineering & Technology, New Delhi, India Puneet Singh Lamba VIPS-TC, School of Engineering & Technology, New Delhi, India Deepali Virmani VIPS-TC, School of Engineering & Technology, New Delhi, India The application of industrialization and urbanization strategies results in the proliferation of waste products in water resources which is a serious public challenge. They have resulted in calls for advanced technologies of water quality mitigation and monitoring, as emphasized in the sustainable development objectives. Now, environmental engineering researcher is looking for a more complex process of implementing practical assessments and of monitoring the quality of ground and surface water that is quantifiable to human beings over different locations. Many current techniques use the Internet of Things (IoT) for water quality assessment and monitoring. This paper explores the proposal of African Buffalo Optimization with Deep Belief Network for Water Quality Prediction (ABODBN-WQPR) model in an IoT environment. The presented proposed model majorly concentrates on the identification of water quality. 2022 32 44 1383 https://creativecommons.org/licenses/by/4.0/ 10.54216/JISIoT.060203 https://americaspg.com/journal/18/article/1383 https://americaspg.com/storage/31671098075.pdf