microelectromechanical sensors. Numerous human-centric applications in healthcare,
security, and smart environments can benefit from an efficient human activity recognition
system. In this paper, we demonstrate the use of a seismic sensor for human activity
recognition. Traditionally, researchers have relied on handcrafted features to identify the
target activity, but these features may be inefficient in complex and noisy environments. The …