Proceedings ArticleDOI
Energy Harvesting-enabled 5G Advanced Air Pollution Monitoring Device
Payali Das,Sushmita Ghosh,Shouri Chatterjee,Swades De +3 more
- pp 218-223
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TLDR
The developed AAPMD system consumes 10-times less energy while using 5G NB-IoT communication module, which makes it a very competitive candidate for massive deployment in highly polluted metro cities like Delhi and Kolkata, in India.Abstract:
We have designed a 5G-capable environmental sensing network (ESN) node prototype, called Advanced Air Pollution Monitoring Device (AAPMD). The developed prototype system measures concentrations of NO 2 , Ozone, carbon monoxide, and sulphur dioxide using semiconductor sensors. Further, the system gathers other environmental parameters like temperature, humidity, PM 1 , PM 2 . 5 , and PM 10 . The prototype is equipped with a GPS sub-system for accurate geo-tagging. The board communicates through Wi-Fi and NB-IoT. AAPMD is also implemented with energy harvesting power management, and is powered through solar energy and battery backup. Compared to the conventional designs with Wi-Fi-based connectivity, the developed system consumes 10-times less energy while using 5G NB-IoT communication module, which makes it a very competitive candidate for massive deployment in highly polluted metro cities like Delhi and Kolkata, in India. The system can provide updated measurements of pollutant levels with controllable time granularity.read more
Citations
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Journal ArticleDOI
Low-Cost Outdoor Air Quality Monitoring and Sensor Calibration: A Survey and Critical Analysis
Francesco Concas,Julien Mineraud,Eemil Lagerspetz,Samu Varjonen,Xiaoli Liu,Kai Puolamäki,Petteri Nurmi,Sasu Tarkoma +7 more
TL;DR: In this article, the authors survey the rapidly growing research landscape of low-cost sensor technologies for air quality monitoring and their calibration using machine learning techniques and identify open research challenges and present directions for future research.
Posted Content
Low-Cost Outdoor Air Quality Monitoring and Sensor Calibration: A Survey and Critical Analysis
Francesco Concas,Julien Mineraud,Eemil Lagerspetz,Samu Varjonen,Xiaoli Liu,Kai Puolamäki,Petteri Nurmi,Sasu Tarkoma +7 more
TL;DR: The rapidly growing research landscape of low-cost sensor technologies for air quality monitoring and their calibration using machine learning techniques is surveyed and open research challenges are identified and present directions for future research.
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Edge Intelligence Framework for Data-Driven Dynamic Priority Sensing and Transmission
TL;DR: A novel edge intelligence-based data-driven priority-aware sensing and transmission framework that saves up to 41% energy and 32% bandwidth with 68% data accuracy compared to the existing competitive frameworks for non-real-time systems.
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A Low Cost Outdoor Air Pollution Monitoring Device With Power Controlled Built-In PM Sensor
TL;DR: In this paper , the authors presented the design of a low cost, innovative Air Pollution Monitoring Device (APMD) along with the evaluation of its advanced features, including an on-board Particulate Matter (PM) sensor and electrochemical sensors.
References
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Proceedings ArticleDOI
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Journal ArticleDOI
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