Neuromorphic computing with hybrid CNN–Stochastic Reservoir for time series WiFi based human activity recognition

• Published in: Computers & electrical engineering Vol. 111; p. 108917
• Main Authors: Saw, Chia Yee, Wong, Yan Chiew
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.10.2023
• Subjects: Channel State Information; Convolution neural network; Human activity recognition; Neuromorphic Computing; Stochastic Reservoir; Template matching; Human activity recognition; Template matching; Channel State Information; Neuromorphic Computing; Convolution neural network; Stochastic Reservoir

Wi-Fi Channel State Information (CSI) based human activity recognition (HAR) which using channel disturbances caused by signal reflection is a novel way of environment sensing and motion recognition. The collected channels characteristics are heavily influenced by the environment, human activity pat...