On-Device Soft Sensors: Real-Time Fluid Flow Estimation from Level Sensor Data

arXiv:2311.15036v2 Announce Type: replace
Abstract: Soft sensors are crucial in bridging autonomous systems' physical and digital realms, enhancing sensor fusion and perception. Instead of deploying soft sensors on the Cloud, this study shift towards employing on-device soft sensors, promising heightened efficiency and bolstering data security. Our approach substantially improves energy efficiency by deploying Artificial Intelligence (AI) directly on devices within a wireless sensor network. Furthermore, the synergistic integration of the Microcontroller Unit and Field-Programmable Gate Array (FPGA) leverages the rapid …

abstract arxiv autonomous autonomous systems cloud cs.ai cs.lg data data security deploying device digital efficiency flow fusion perception real-time replace security sensor sensors shift study systems type