A Gas Leakage Detection Device Based on the Technology of TinyML †

• DOI: 10.3390/technologies11020045
• Publication Date: 2023-03-22T10:35:28Z
• Authors: Vasileios Tsoukas; Anargyros Gkogkidis; Eleni Boumpa; Stefanos Papafotikas; Athanasios Kakaro...
• Keywords: Leakage (economics); Toxic gas

Internet of Things devices are frequently used as consumer to provide digital solutions, such smart lighting and voice-activated assistants, but they also employed alert residents in the instance an emergency. Given increasingly costly nature present neural network systems, it is necessary transport information cloud for intelligent machine analysis. TinyML a potential technology that has been presented by research world building fully independent safe can gather, analyze, produce data, without transferring distant organizations. This paper describes gas leakage detection system based on TinyML. The proposed solution be programmed identify anomalies warn occupants via utilization BLE technology, addition incorporated LCD screen. Experiments have show assess two distinct test situations. For first occasion, smoke case, earned F1-Score 0.77, whereas ammonia case was 0.70.