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Ravichander Janapati

3 papers in the library · publishing 2025

Papers

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EEG-Based Brain-Computer Interface for Recognition of Human Brain Activity During Yoga and Meditation

Brain-Computer Interfaces for Neurorehabilitation December 12, 2025 Bandari Ramaraju, Ravichander Janapati, Sreedhar Kollem

Yoga and meditation have long been recognized for their profound impact on mental health, emotional regulation, and cognitive performance. However, understanding the underlying neural mechanisms that govern these altered states of consciousness remains a key research challenge. This chapter proposes an EEG-based Brain Computer Interface (BCI) framework for human brain activity recognition...

Effective Feature Representation and Attention-based Dense LSTM for Human Brain Activity Recognition using EEG Signals during Yoga and Meditation

2025 2nd International Conference on Artificial Intelligence for Innovations in Healthcare Industries December 4, 2025 Bandari Ramaraju, Ravichander Janapati, Sreedhar Kollem

Human psychological activities and biological processes are closely linked to brain function, which governs both mental and physical states. Evaluating human activity is vital for well-being, as environmental and physical factors directly affect health. Electroencephalography (EEG) is a non-invasive technique for recording brain signals; however, these signals are often corrupted by...

EEG-Based Analysis and Recognition of Human Brain Activity Post Yoga and Meditation Using Vision Transformer with Residual Temporal Convolution Network

2025 5th International Conference on Emerging Research in Electronics, Computer Science and Technology September 12, 2025 Bandari Ramaraju, Ravichander Janapati, Sreedhar Kollem

Although improvement in brain functionality through yoga practices and related interventions have been documented, the mechanisms responsible for these improvements are largely unexplored. Functional changes in the brain are highly caused by changes in neural activity and structural dynamics within the brain. Understanding the brain-related changes through the recognition model can lead to...