Prof. Ravichander Janapati

Ravichander Janapati, Maram, B., Saidhbi, S., Desai, U., & Nayak, P. "SET Net: A Hybrid Deep Learning Framework for EEG Based Attention Relaxation Classification in Brain Computer Interface Applications." Journal of Visualized Experiments, 231, e70700, 2026. DOI: 10.3791/70700.

Ramaraju, B., Ravichander Janapati, & Kollem, S. “Adaptive Hybrid Deep Learning Network for Human Brain Activity Interpretation During Yoga and Meditation Using EEG Signals.” Iranian Journal of Science and Technology, Transactions of Electrical Engineering, 50(1), 1–28, 2026. DOI: 10.1007/s40998-026-01066-7.

Ravichander Janapati, et al. "Enhancing Brain–Machine Interface Applications for Disabled Individuals Using Visual Evoked Potentials and Explainable AI." Journal of Engineering and Technology for Industrial Applications, 12(59), 524–535, 2026.

Babu, V., Ravichander Janapati, & Sudhakar, A. V. V. "Intelligent Design and Optimization of Grid Connected Solar–Geothermal Systems Using Hierarchical Swin Transformer and Mamba Decision Models." Energy Sources, Part B: Economics, Planning, and Policy, 21(1), 1–32, 2026. DOI: 10.1080/15567249.2026.2712472.

Ravichander Janapati, et al."An Intelligent Embedded System for Paediatric Epilepsy Detection and Management." ARPN Journal of Engineering and Applied Sciences, 20(22), 1956–1966, 2026.

Gudikandula, N., Ravichander Janapati, Sengupta, R., et al. "Brain Computer Interface Based Emotion Recognition with Error Analysis and Challenges: An Interdisciplinary Review." Discover Applied Sciences, 7, 857, 2025. DOI: 10.1007/s42452-025-06692-0.

Akuthota, S., Ravichander Janapati, Kumar, K. R., Gerogiannis, V. C., Kanavos, A., Acharya, B., Grivokostopoulou, F., & Desai, U. "Enhancing Real-Time Cursor Control with Motor Imagery and Deep Neural Networks for Brain–Computer Interfaces." Information, 15(11), 702, 2024. DOI: 10.3390/info15110702.

Sengupta, R., Shukla, A., Ravichander Janapati, & Verma, B. "Comparative Temporal Dynamics of Individuation and Perceptual Averaging Using a Biological Neural Network Model." International Journal of Hybrid Intelligent Systems, 20(2), 145–158, 2024. DOI: 10.3233/HIS-240007.

Ravichander Janapati, et al. "Hybrid VMD–ICA Framework for Artifact-Resilient Single-Channel EEG in Driver Drowsiness Detection." International Conference on Machine Learning and Autonomous Systems (ICMLAS-2026), IEEE, pp. 1708–1713, 2026. ISBN: 979-8-3315-7457-4.

Ravichander Janapati, et al. "Attention-Aware EEG Cognitive Load Estimation Using CEEMDAN–BiLSTM Framework in Distance Learning Environments." International Conference on Machine Learning and Autonomous Systems (ICMLAS-2026), IEEE, pp. 1677–1681, 2026. ISBN: 979-8-3315-7457-4.

Ravichander Janapati, et al. "An Automated Single-Channel EEG Artifact Rejection Framework Using Variational Mode Decomposition and Deep Residual Refinement." International Conference on Machine Learning and Autonomous Systems (ICMLAS-2026), IEEE, pp. 1784–1792, 2026. ISBN: 979-8-3315-7457-4.

Ravichander Janapati, et al. "Multi-Domain Feature Fusion with Stacking Ensemble Learning for Enhanced EEG-Based Attention–Relaxation Classification." International Conference on AI-Driven Smart Systems and Ubiquitous Computing (ICAUC 2026), IEEE, 2026. ISBN: 979-8-3315-5851-2.

Ravichander Janapati, et al. "Hybrid VMD-CNN Framework for Alcoholism Detection Using Single Channel Brain Signals." 5th International Conference on Sentiment Analysis and Deep Learning (ICSADL-2026), IEEE, 2026. ISBN: 979-8-3315-6883-2.

Ravichander Janapati, et al. "Explainable Hybrid PSO–SVM Framework for EEG-Based Cognitive Confusion Detection." 5th International Conference on Sentiment Analysis and Deep Learning (ICSADL-2026), IEEE, 2026. ISBN: 979-8-3315-6883-2.

Ravichander Janapati, et al. "Transformer-Based Single-Channel EEG Modeling for Mental State Classification in Wearable BCIs." 5th International Conference on Sentiment Analysis and Deep Learning (ICSADL-2026), IEEE, 2026. ISBN: 979-8-3315-6883-2.

Ravichander Janapati, et al. "EmoStack-Net: A Hybrid Feature Learning Framework for EEG-Based Emotion Recognition." 7th International Conference on Smart Systems and Inventive Technology (ICSSIT 2026), IEEE, pp. 1–5, 2026. DOI: 10.1109/ICSSIT69151.2026.11656608.

Ravichander Janapati, et al. "Adaptive Multi-Domain EEG Feature Fusion with Augmented Machine Learning Framework for Four-Class Emotion Recognition." 7th International Conference on Smart Systems and Inventive Technology (ICSSIT 2026), IEEE, pp. 1–5, 2026. DOI: 10.1109/ICSSIT69151.2026.11656563.

Ravichander Janapati, et al. "UVM Based DPLL Using System Verilog." 7th International Conference on Smart Systems and Inventive Technology (ICSSIT 2026), IEEE, 2026. ISBN: 979-8-3315-8088-9.

Ravichander Janapati, et al. "EEG-Based Emotion Classification Using Nonlinear Mode Decomposition and Graph Neural Network." 6th International Conference on Data Intelligence and Cognitive Informatics (ICDCI 2025), IEEE, pp. 100–107, 2025. ISBN: 979-8-3315-0313-0.

Ravichander Janapati, et al. "Affective State Classification from EEG Signals Using Wavelet-Based Features and Support Vector Machine." 6th International Conference on Data Intelligence and Cognitive Informatics (ICDICI 2025), IEEE, pp. 178–184, 2025. ISBN: 979-8-3315-1211-8.

Ravichander Janapati, et al. "An Efficient SSVEP Signal Classification Using Probabilistic Hybrid Classifier for Improved BCI Performance." 2nd International Conference on Recent Trends in Electrical, Electronics and Computing Technologies (ICRTEECT 2025), IEEE, 2025. Identifier in supplied record: 67512.2025.11448628.

Ravichander Janapati, et al. "Interpretable Multi-Task Learning Framework for DNA Intelligence." Proceedings of the 23rd OITS International Conference on Information Technology (OCIT 2025), IEEE, 2025. ISBN: 979-8-3315-7702-5.

Ravichander Janapati, et al. "Hybrid ML Approach for SSVEP Signal Classification." International Conference on Artificial Intelligence for Computing, Astronomy and Renewable Energy (AICARE 2025), IEEE, 2025. ISBN: 979-8-3315-5309-8/25.

Ravichander Janapati, et al. "EEG-Based Analysis and Recognition of Human Brain Activity Post Yoga and Meditation Using Vision Transformer with Residual Temporal Convolution Network." 5th International Conference on Emerging Research in Electronics, Computer Science and Technology (ICERECT 2025), IEEE, pp. 1–5, 2025. ISBN: 979-8-3315-3200-0.

Ravichander Janapati, et al. "AI-Assisted Interior Design Recommendation: A Comparative Analysis." International Conference on Future Technologies (ICFT 2025), IEEE, 2025. DOI: 10.1109/ICFT66708.2025.11336420.

Ravichander Janapati, et al. "Ensemble Deep Learning Framework for Robust Arrhythmia Detection." Third International Conference on Industry 4.0 Technology (I4Tech 2025), IEEE, pp. 1–5, 2025. DOI: 10.1109/I4Tech64670.2025.11277843.

Ravichander Janapati, et al. "Comparative Analysis of ML and DL Models for Automated Epileptic Seizure Detection: A Review." World Skills Conference on Universal Data Analytics and Sciences (WorldSUAS 2025), IEEE Xplore, pp. 1–5, 2025. DOI: 10.1109/WorldSUAS66815.2025.11198935.

Ravichander Janapati, et al. "Recent Advancements in Online Ocular Artifacts Removal in EEG-Based BCI: A Review." 15th International Conference on Computing, Communication, and Networking Technologies (ICCCNT 2024), IEEE, pp. 1–6, 2024. DOI: 10.1109/ICCCNT61001.2024.10724228.

Ravichander Janapati, et al. "Automated Electroencephalogram-Based Emotion Detection: A Review." Second International Conference on Intelligent Cyber Physical Systems and Internet of Things (ICoICI 2024), IEEE, pp. 572–577, 2024. ISBN: 979-8-3315-4066-1.

Ravichander Janapati, et al. "A Computational Framework for Time’s Subjective Expansion in Temporal Oddball Paradigm Using Recurrent Neural Network." International Conference on Advanced Computing and Communication Systems (ICACCS 2024), IEEE, pp. 75–80, 2024. DOI: 10.1109/ICACCS60874.2024.10717225.

Ravichander Janapati, et al. "Intelligent EEG Artifact Removal in Motor Imagery BCI: Synergizing FCIF, FCFBCSP, and Modified DNN with SNR, PSD, and Spectral Coherence Evaluation." International Conference on Circuits, Systems, Communications and Computing (ICCSC 2024), IEEE, 2024. DOI: 10.1109/ICCSC62074.2024.10616497.

Ravichander Janapati, et al. "Optimizing EEG Artifact Removal in Motor Imagery BCI: Integrating FCIF, FCFBCSP, and Modified DNN for Enhanced Performance." International Conference on Inventive Computing and Informatics (ICICI 2024), IEEE, 2024. ISBN: 979-8-3503-7329-5. DOI: 10.1109/ICICI62254.2024.00057.

Ravichander Janapati, et al. "Comparing Visual and Auditory P300-Based Brain-Computer Interfaces: An Experimental Study." 15th International Conference on Computing, Communication and Networking Technologies (ICCCNT 2024), IEEE, pp. 1–5, 2024. DOI: 10.1109/ICCCNT61001.2024.10724916.

Ravichander Janapati, et al. "Modified Step Size Least Mean Fourth Algorithm for Artifact Elimination From EEG Signals." 2024 IEEE Silchar Subsection Conference (SILCON 2024), IEEE, pp. 1–5, 2024. ISBN: 979-8-3315-4082-1.

Ravichander Janapati, et al. "Temporal Dynamics of Human Perceptual Averaging Using a Neural Network Model." 15th World Congress on Nature and Biologically Inspired Computing (NaBIC), Springer, pp. 97–106. DOI: 10.1007/978-3-031-81083-1_9.

Ravichander Janapati, et al. "Removal of Artifacts From EEG Signal Using Adaptive Learning Methods: A Review." Proceedings of the 6th International Conference on Data Science, Machine Learning and Applications, Volume 1, Springer, pp. 421–434. DOI/record supplied: 10.1007/978-981-95-5831-5.

Ravichander Janapati, et al. "NAFLD Detection Using Natural Gradient Boosting: A Probabilistic Ensemble Approach for Improved Accuracy and Calibration." Proceedings of the 6th International Conference on Data Science, Machine Learning and Applications, Volume 1, Springer, pp. 252–260.

Ravichander Janapati, et al. "A Comparison of Deep Learning Methods and Conventional Methods for Classification of SSVEP Signals in Brain-Computer Interface Framework." In Brain-Computer Interfaces: Advances in Neural Engineering, Chapter 8, Elsevier–Academic Press, 2024. ISBN: 978-0-323-95439-6. DOI: 10.1016/B978-0-323-95439-6.00009-0.

Ravichander Janapati, et al. "A Fine-Tuned Deep Transfer Learning Model in Classifying Multiclass Brain Tumors for Preclinical MRI Image Analysis." In Mining Biomedical Text, Images and Visual Features for Information Retrieval, Chapter 12, Elsevier, 2024. ISBN: 978-0-443-15452-2. DOI: 10.1016/B978-0-443-15452-2.00012-1.

Ravichander Janapati, et al. "EfficientNetB3-DTL: Classification of Diabetic Retinopathy Images Using Modified EfficientNetB3 with Deep Transfer Learning." In Decision Support System for Diabetes Healthcare: Advancements and Applications, Chapter 6, River Publishers, 2024. ISBN: 978-87-7004-166-9.

Ravichander Janapati, et al. "Intelligent Diagnosis Support System for Screening Diabetes Subjects Using Hybrid Machine Learning Algorithms." In Decision Support System for Diabetes Healthcare: Advancements and Applications, Chapter 10, River Publishers, 2024. ISBN: 978-87-7004-166-9.

Ravichander Janapati, et al. "Human-Machine Interactions: Evolution, Current Applications, and Future Prospects." In Humans and Generative AI Tools for Collaborative Intelligence, Chapter 15, IGI Global, 2025. ISBN: 979-8-3693-8332-2. DOI: 10.4018/979-8-3693-8332-2.ch015.

Ravichander Janapati, et al. "Applied Artificial Intelligence and Machine Learning Techniques for Engineering Applications." In Applied Artificial Intelligence and Machine Learning Techniques for Engineering Applications, CRC Press, 2025. ISBN: 978-1-003-47344-2.

Ravichander Janapati, et al. "EEG-Based Brain-Computer Interface for Recognition of Human Brain Activity During Yoga and Meditation." In Brain-Computer Interfaces for Neurorehabilitation, Chapter 9, IGI Global, 2025. ISBN: 979-8-3373-6816-0.

Research Areas

Student Supervision

Key Publications

Research Projects/Patents

Awards & Achievements

Founder and CEO of COGNITIA AI BIOMEDICAL PRIVATE LIMITED

IEEE Senior Member

Best paper award

Product Design Mentor