Publications
Reliability Enhancement of Hardware Trojan Detection using Histogram Augmentation Technique
Vaishnavi Sankar, S Balachander, M Jayakumar, Nirmala Devi M
IEEE VLSID, 2023
paperHistogram-based augmentation for hardware Trojan detection to mitigate data scarcity and design bias through consistent synthetic data generation.
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Feature‐based augmentation and classification for tabular data
Balachander Sathianarayanan, Yogesh Chandra Singh Samant, Prahalad S Conjeepuram Guruprasad, Varshin B Hariharan, Nirmala Devi Manickam
We present a feature-based augmentation approach (HAT) for tabular data, using distribution-preserving synthetic data to improve accuracy while outperforming CTGAN and SMOTE with lower computational cost.
Hardware trojan detection using XGBoost algorithm for IoT with data augmentation using CTGAN and SMOTE
CG Prahalad Srinivas, S Balachander, Yogesh Chandra Singh Samant, B Varshin Hariharan, M Nirmala Devi
EAI UBICNET (Springer), 2021
paperWe present an XGBoost-based method for hardware Trojan detection in integrated circuits, achieving improved accuracy through feature-driven classification.
Design and Construction of a Submarine Miniature
G Kalyana Abenanth, Balachander S, Sivakarthikeyan U, Avinash Subramaniam M and Aravinth.J
IEEE - ICCSP, 2020
paperDesigned and fabricated a miniature remotely operated submarine, demonstrating stable underwater operation and control through experimental testing.