👋Hi,I'm Smitesh
UG: civil engg. , National Institute of Technology Durgapur, India (class of 2029)
interested in computational approaches to engineering and scientific problems, especially where machine learning and code meet real-world physical systems.
i can be reached on linkedin, github, email.
featured projects.
robustness analysis of sEMG features for upper-limb dynamic movement classification under muscle fatigue —
a systematic study evaluating how surface EMG (sEMG) features generalize under muscle fatigue in upper-limb dynamic movement classification tasks. An RBF-kernel SVM was trained exclusively on non-fatigued data and tested across fatigue conditions to quantify performance degradation.
time-domain amplitude features (RMS, MAV, VAR, IEMG, WL) demonstrated strong robustness, while frequency-domain features (MF, MPF, Spectral Entropy) showed higher sensitivity to fatigue-induced spectral shifts.