Affiliation:
1. Department of Electrical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur 50603, Malaysia
2. Department of Artificial Intelligence, Faculty of Computer Science and Information Technology, University of Malaya, Kuala Lumpur 50603, Malaysia
Abstract
Conserving water resources from scarcity and pollution is the basis of water resource management and water quality monitoring programs. However, due to industrialization and population growth in Malaysia, which have resulted in poor water quality in many areas, this program needs to be improved. A smart water quality monitoring system based on the internet of things (IoT) paradigm was designed to analyze water conditions in real time and enable effective water management. Long-range (LoRa) application of the low-power, wide-area networking concept has become a phenomenon in IoT smart monitoring applications. This study proposes the implementation of a LoRa network in a water quality monitoring system-based IoT approach. The LoRa nodes were embedded with measuring sensors pH, turbidity, temperature, total dissolved solids, and dissolved oxygen, in the designated water stations. They operate at a transmission power of 14 dB and a bandwidth of 125 kHz. The network properties were tested with two different antenna gains of 2.1 dBi and 3 dBi, with three different spread factors of 7, 9, and 12. The water stations were located on the Sungai Pantai and Sungai Anak Air Batu rivers on the Universiti Malaya campus, Malaysia. Following a dashboard display and K-means analysis of the water quality data received by the LoRa gateway, it was determined that both rivers are Class II B rivers. The results from the evaluation of LoRa performance on the received strength signal indicator, signal noise ratio, loss packet, and path loss at best were −83 dBm, 7 dB, <0%, and 64.41 dB, respectively, with a minimum received sensitivity of −129.1 dBm. LoRa has demonstrated its efficiency in an urban environment for smart river monitoring purposes.
Reference49 articles.
1. Water Quality Assessment of Sungai Langat River, Malaysia: An Evaluation of Spatial and Temporal Variability;Sahlan;J. Environ. Sci. Health Part A,2020
2. Academy of Sciences Malaysia (2020). Roadmap for the National Agenda on Water Sector Transformation 2040, 2020 Annual Report, Academy of Sciences Malaysia. Chapter 1.
3. Assessment of water quality in Sungai Gong and Sungai Semenyih rivers in Selangor, Malaysia during the COVID-19 pandemic;Azizah;J. Environ. Sci. Health Part B,2020
4. A Review on Water Issues in Malaysia;Haliza;Int. J. Res. Bus. Soc. Sci.,2021
5. Water quality monitoring and assessment for integrated water resource management (IWRM) and integrated river basin management (IRBM) in the Brahmaputra River Basin;Singh;J. Environ. Sci. Health Part B,2020