Smart IoT-based water treatment with a Supervisory Control and Data Acquisition (SCADA) system process
Water treatment is necessary to ensure the availability of clean and safe water for various uses. Integrating Internet of Things (IoT) technology with water purification systems has shown enormous potential in recent years for enhancing the efficiency and efficacy of the treatment process. Monitorin...
| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | English |
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IWA Publishing
2023-09-01
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| Series: | Journal of Water Reuse and Desalination |
| Subjects: | |
| Online Access: | http://wreuse.iwaponline.com/content/13/3/411 |
| _version_ | 1827795038325702656 |
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| author | Dwarakanath B. Kalpana Devi P. Ranjith Kumar A Ahmed Sayed M. Metwally Ghulam Abbas Ashraf Bheema Lingaiah Thamineni |
| author_facet | Dwarakanath B. Kalpana Devi P. Ranjith Kumar A Ahmed Sayed M. Metwally Ghulam Abbas Ashraf Bheema Lingaiah Thamineni |
| author_sort | Dwarakanath B. |
| collection | DOAJ |
| description | Water treatment is necessary to ensure the availability of clean and safe water for various uses. Integrating Internet of Things (IoT) technology with water purification systems has shown enormous potential in recent years for enhancing the efficiency and efficacy of the treatment process. Monitoring the disposal of sewage in treatment facilities is the primary obstacle. As a result, a Supervisory Control And Data Acquisition (SCADA) system, including the IoT, has been proposed to ensure the proper operation of these sewer systems and limit the risk of overflow and malfunction. In this paper, we suggest a novel approach that blends Deep Belief Networks (DBNs) with an IoT-based water treatment system equipped with a SCADA system for increased monitoring and control. An IoT–SCADA system can be implemented at various wastewater collection and treatment phases. Secondly, incorporating DBNs enhances the system's predictive capabilities, enabling proactive maintenance and decision-making to prevent potential failures and optimize resource allocation. The proposed technique computes the efficacy of the effluent treatment facility and ensures that chemical emissions do not exceed permissible limits. Furthermore, Complex Event Processing (CEP) can be utilized to evaluate and analyze the massive influx of real-time data sets provided by IoT sensors.
HIGHLIGHTS
IoT–SCADA system can be implemented at various wastewater collection and treatment phases.;
An intelligent water sensor powered by the Internet of Things monitors water quality, pressure, and temperature.; |
| first_indexed | 2024-03-11T18:43:28Z |
| format | Article |
| id | doaj.art-36ea9a5a482b4de3b777f366252d42fd |
| institution | Directory Open Access Journal |
| issn | 2220-1319 2408-9370 |
| language | English |
| last_indexed | 2024-03-11T18:43:28Z |
| publishDate | 2023-09-01 |
| publisher | IWA Publishing |
| record_format | Article |
| series | Journal of Water Reuse and Desalination |
| spelling | doaj.art-36ea9a5a482b4de3b777f366252d42fd2023-10-12T07:28:45ZengIWA PublishingJournal of Water Reuse and Desalination2220-13192408-93702023-09-0113341143110.2166/wrd.2023.052052Smart IoT-based water treatment with a Supervisory Control and Data Acquisition (SCADA) system processDwarakanath B.0Kalpana Devi P.1Ranjith Kumar A2Ahmed Sayed M. Metwally3Ghulam Abbas Ashraf4Bheema Lingaiah Thamineni5 Department of Information Technology, Faculty of Engineering and Technology, SRM Institute of Science and Technology, Ramapuram, Chennai, India Department of ECE, VelTech Rangarajan Dr. Sagunthala R & D Institute of Science and Technology, India Department of Computer Science and Engineering, Lovely Professional University, Phagwara, Punjab, India Department of Mathematics, College of Science, King Saud University, Riyadh 11451, Saudi Arabia Department of Physics, Zhejiang Normal University, Zhejinag, Jinhua 321004, China School of Biomedical Engineering, Jimma Institute of Technology, Jimma, Ethiopia Water treatment is necessary to ensure the availability of clean and safe water for various uses. Integrating Internet of Things (IoT) technology with water purification systems has shown enormous potential in recent years for enhancing the efficiency and efficacy of the treatment process. Monitoring the disposal of sewage in treatment facilities is the primary obstacle. As a result, a Supervisory Control And Data Acquisition (SCADA) system, including the IoT, has been proposed to ensure the proper operation of these sewer systems and limit the risk of overflow and malfunction. In this paper, we suggest a novel approach that blends Deep Belief Networks (DBNs) with an IoT-based water treatment system equipped with a SCADA system for increased monitoring and control. An IoT–SCADA system can be implemented at various wastewater collection and treatment phases. Secondly, incorporating DBNs enhances the system's predictive capabilities, enabling proactive maintenance and decision-making to prevent potential failures and optimize resource allocation. The proposed technique computes the efficacy of the effluent treatment facility and ensures that chemical emissions do not exceed permissible limits. Furthermore, Complex Event Processing (CEP) can be utilized to evaluate and analyze the massive influx of real-time data sets provided by IoT sensors. HIGHLIGHTS IoT–SCADA system can be implemented at various wastewater collection and treatment phases.; An intelligent water sensor powered by the Internet of Things monitors water quality, pressure, and temperature.;http://wreuse.iwaponline.com/content/13/3/411complex event processing (cep)smart internet of things (iot)supervisory control and data acquisition (scada)water treatment |
| spellingShingle | Dwarakanath B. Kalpana Devi P. Ranjith Kumar A Ahmed Sayed M. Metwally Ghulam Abbas Ashraf Bheema Lingaiah Thamineni Smart IoT-based water treatment with a Supervisory Control and Data Acquisition (SCADA) system process Journal of Water Reuse and Desalination complex event processing (cep) smart internet of things (iot) supervisory control and data acquisition (scada) water treatment |
| title | Smart IoT-based water treatment with a Supervisory Control and Data Acquisition (SCADA) system process |
| title_full | Smart IoT-based water treatment with a Supervisory Control and Data Acquisition (SCADA) system process |
| title_fullStr | Smart IoT-based water treatment with a Supervisory Control and Data Acquisition (SCADA) system process |
| title_full_unstemmed | Smart IoT-based water treatment with a Supervisory Control and Data Acquisition (SCADA) system process |
| title_short | Smart IoT-based water treatment with a Supervisory Control and Data Acquisition (SCADA) system process |
| title_sort | smart iot based water treatment with a supervisory control and data acquisition scada system process |
| topic | complex event processing (cep) smart internet of things (iot) supervisory control and data acquisition (scada) water treatment |
| url | http://wreuse.iwaponline.com/content/13/3/411 |
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