Research
Twenty-eight peer-reviewed papers from 2023 to 2026, six of them in journals, on federated learning and privacy, explainable AI, security for connected systems, and applied deep learning. Each title links to the paper by its DOI.
- 28
- peer-reviewed papers
- 6
- journal articles
- 191
- citations
- 7
- h-index
Citations and h-index from Google Scholar, 25 Oct 2026.
Show
2026 2 papers
HyDiT: Heterogeneous Multi-Teacher Knowledge Distillation for Compressing Vision Transformers in Autonomous Electric Vehicles
Journal of Circuits, Systems and Computers, article 2646002
Cite
@article{patel2026hydit, author = {M. Patel and N. Patel and F. Ramoliya and R. Gupta and N. Jadav and S. Tanwar and M. Li and W. Hong}, title = {{HyDiT: Heterogeneous Multi-Teacher Knowledge Distillation for Compressing Vision Transformers in Autonomous Electric Vehicles}}, journal = {Journal of Circuits, Systems and Computers}, pages = {2646002}, year = {2026}, doi = {10.1142/s0218126626460023} }0 citations
F-Transformer: a federated transformer for efficient and privacy-preserving sequence generation
Scientific Reports 16, 14093
Cite
@article{patel2026transformer, author = {N. Patel and S. Brahmbhatt and F. Ramoliya and O. Vyas and A. Nair and T. Vyas and N. Jadav and S. Tanwar and A. Alabdultif}, title = {{F-Transformer: a federated transformer for efficient and privacy-preserving sequence generation}}, journal = {Scientific Reports}, volume = {16}, pages = {14093}, year = {2026}, doi = {10.1038/s41598-026-40881-0} }22 citations
2025 7 papers
MetaPrism: Intelligent Personalized Engagement Policy for User’s Security and Privacy in Metaverse Environment
Security and Privacy 8(2), e70009
Cite
@article{gupta2025metaprism, author = {A. Gupta and P. Patel and K. Darji and F. Ramoliya and R. Gupta and S. Tanwar and K. Khajuria and D. Garg}, title = {{MetaPrism: Intelligent Personalized Engagement Policy for User’s Security and Privacy in Metaverse Environment}}, journal = {Security and Privacy}, volume = {8}, number = {2}, pages = {e70009}, year = {2025}, doi = {10.1002/spy2.70009} }1 citation
Blockchain-assisted healthcare insurance fraud detection framework using ensemble learning
Computers and Electrical Engineering 122, 109898
Cite
@article{kapadiya2025blockchain, author = {K. Kapadiya and F. Ramoliya and K. Gohil and U. Patel and R. Gupta and S. Tanwar and J. Rodrigues and F. Alqahtani and A. Tolba}, title = {{Blockchain-assisted healthcare insurance fraud detection framework using ensemble learning}}, journal = {Computers and Electrical Engineering}, volume = {122}, pages = {109898}, year = {2025}, doi = {10.1016/j.compeleceng.2024.109898} }36 citations
Towards Privacy-Preserving and Explainable AI for Parkinson’s Disease Diagnosis Using Federated Learning on MRI Data
Proceedings of the International Workshop on Intelligent Immersification in the Metaverse: AI-Driven Immersive Multimedia, pp. 10–14
Cite
@inproceedings{vaghsiya2025towards, author = {S. Vaghsiya and R. Gupta and A. Abrol and N. Jain and F. Ramoliya and Z. Wang and S. Tanwar and A. Ng}, title = {{Towards Privacy-Preserving and Explainable AI for Parkinson’s Disease Diagnosis Using Federated Learning on MRI Data}}, booktitle = {Proceedings of the International Workshop on Intelligent Immersification in the Metaverse: AI-Driven Immersive Multimedia}, pages = {10--14}, year = {2025}, doi = {10.1145/3728487.3759234} }0 citations
Explainable Ensemble Learning-Based Robust Intrusion Detection Framework for Power Systems
IEEE 13th Region 10 Humanitarian Technology Conference (R10-HTC), pp. 186–191
Cite
@inproceedings{godhrawala2025explainable, author = {A. Godhrawala and D. Patel and F. Ramoliya and S. Patel and L. Pathak and R. Gupta and S. Tanwar}, title = {{Explainable Ensemble Learning-Based Robust Intrusion Detection Framework for Power Systems}}, booktitle = {IEEE 13th Region 10 Humanitarian Technology Conference (R10-HTC)}, pages = {186--191}, year = {2025}, doi = {10.1109/r10-htc63995.2025.11394339} }0 citations
AI-enabled Framework for Intrusion Detection in DNP3-Enabled Smart Critical Infrastructures
7th International Conference on Pattern Recognition and Image Analysis (IPRIA), pp. 1–6
Cite
@inproceedings{patel2025enabled, author = {D. Patel and J. Bhoye and F. Ramoliya and R. Gupta and S. Tanwar and H. Shahinzadeh and M. Bagheri}, title = {{AI-enabled Framework for Intrusion Detection in DNP3-Enabled Smart Critical Infrastructures}}, booktitle = {7th International Conference on Pattern Recognition and Image Analysis (IPRIA)}, pages = {1--6}, year = {2025}, doi = {10.1109/ipria68579.2025.11263596} }1 citation
Securing IoT-enabled Metaverse with Authentication and Threat Classification Framework Using DL
3rd International Conference on Intelligent Systems, Advanced Computing and Communication (ISACC), pp. 104–109
Cite
@inproceedings{darji2025securing, author = {K. Darji and C. Trivedi and R. Gupta and F. Ramoliya and S. Tanwar and S. Agrawal}, title = {{Securing IoT-enabled Metaverse with Authentication and Threat Classification Framework Using DL}}, booktitle = {3rd International Conference on Intelligent Systems, Advanced Computing and Communication (ISACC)}, pages = {104--109}, year = {2025}, doi = {10.1109/isacc65211.2025.10969244} }1 citation
Hybrid Explainable DL Framework for Securing Smart Critical Infrastructure Using CNN-LSTM
International Conference on Cognitive Computing in Engineering, Communications, Sciences and Biomedical Health Informatics (IC3ECSBHI), pp. 598–604
Cite
@inproceedings{patel2025hybrid, author = {P. Patel and D. Shah and D. Shah and F. Ramoliya and R. Gupta and S. Tanwar}, title = {{Hybrid Explainable DL Framework for Securing Smart Critical Infrastructure Using CNN-LSTM}}, booktitle = {International Conference on Cognitive Computing in Engineering, Communications, Sciences and Biomedical Health Informatics (IC3ECSBHI)}, pages = {598--604}, year = {2025}, doi = {10.1109/ic3ecsbhi63591.2025.10991074} }4 citations
2024 15 papers
Explainable AI for gastrointestinal disease diagnosis in telesurgery Healthcare 4.0
Computers and Electrical Engineering 118, 109414
Cite
@article{patel2024explainable, author = {M. Patel and K. Gohil and A. Gohil and F. Ramoliya and R. Gupta and S. Tanwar and Z. Polkowski and F. Alqahtani and A. Tolba}, title = {{Explainable AI for gastrointestinal disease diagnosis in telesurgery Healthcare 4.0}}, journal = {Computers and Electrical Engineering}, volume = {118}, pages = {109414}, year = {2024}, doi = {10.1016/j.compeleceng.2024.109414} }25 citations
ML-Based Energy Consumption and Distribution Framework Analysis for EVs and Charging Stations in Smart Grid Environment
IEEE Access 12, 23319–23337
Cite
@article{ramoliya2024based, author = {F. Ramoliya and C. Trivedi and K. Darji and R. Kakkar and R. Gupta and S. Tanwar and Z. Polkowski and F. Alqahtani and A. Tolba}, title = {{ML-Based Energy Consumption and Distribution Framework Analysis for EVs and Charging Stations in Smart Grid Environment}}, journal = {IEEE Access}, volume = {12}, pages = {23319--23337}, year = {2024}, doi = {10.1109/access.2024.3365080} }34 citations
Explainable FL-Based Framework for Diagnosis of Diabetic Retinopathy in Healthcare 4.0 Environment
10th International Conference on Signal Processing and Intelligent Systems (ICSPIS), pp. 85–89
Cite
@inproceedings{patel2024explainable, author = {P. Patel and N. Jain and H. Patni and F. Ramoliya and R. Gupta and S. Tanwar and H. Shahinzadeh}, title = {{Explainable FL-Based Framework for Diagnosis of Diabetic Retinopathy in Healthcare 4.0 Environment}}, booktitle = {10th International Conference on Signal Processing and Intelligent Systems (ICSPIS)}, pages = {85--89}, year = {2024}, doi = {10.1109/ICSPIS65223.2024.10931114} }Not on Scholar
SDN-care: Deep Learning-assisted Software Defined Networking Framework for IoT-Healthcare
IEEE Global Communications Conference (GLOBECOM), pp. 2123–2128
Cite
@inproceedings{patel2024care, author = {Y. Patel and M. Kumhar and F. Ramoliya and R. Gupta and J. Bhatia and S. Tanwar and A. Jindal and J. Rodrigues}, title = {{SDN-care: Deep Learning-assisted Software Defined Networking Framework for IoT-Healthcare}}, booktitle = {IEEE Global Communications Conference (GLOBECOM)}, pages = {2123--2128}, year = {2024}, doi = {10.1109/globecom52923.2024.10901072} }2 citations
XSH-ParK: XAI-based Parkinson Disease Diagnosis Framework for Smart Healthcare Using MRI Images
IEEE Global Communications Conference (GLOBECOM), pp. 3521–3526
Cite
@inproceedings{vaghasiya2024park, author = {S. Vaghasiya and F. Ramoliya and R. Gupta and S. Tanwar and J. Rodrigues and I. Woungang}, title = {{XSH-ParK: XAI-based Parkinson Disease Diagnosis Framework for Smart Healthcare Using MRI Images}}, booktitle = {IEEE Global Communications Conference (GLOBECOM)}, pages = {3521--3526}, year = {2024}, doi = {10.1109/globecom52923.2024.10901665} }2 citations
EL-FAM: Power System Intrusion Detection with Ensemble Learning for False Alarm Mitigation
International Conference on Computer, Information and Telecommunication Systems (CITS), pp. 1–5
Cite
@inproceedings{bhavsar2024power, author = {A. Bhavsar and S. Agvan and F. Ramoliya and M. Obaidiat and R. Gupta and S. Tanwar and K. Hsiao}, title = {{EL-FAM: Power System Intrusion Detection with Ensemble Learning for False Alarm Mitigation}}, booktitle = {International Conference on Computer, Information and Telecommunication Systems (CITS)}, pages = {1--5}, year = {2024}, doi = {10.1109/cits61189.2024.10607986} }4 citations
Smart-Sec: DL-based Cyber Threat Detection for Autonomous Smart Home System to Enhance Human Life Expectancy
IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT), pp. 1–6
Cite
@inproceedings{jain2024smart, author = {N. Jain and M. Patel and F. Ramoliya and R. Gupta and S. Tanwar and D. Garg}, title = {{Smart-Sec: DL-based Cyber Threat Detection for Autonomous Smart Home System to Enhance Human Life Expectancy}}, booktitle = {IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)}, pages = {1--6}, year = {2024}, doi = {10.1109/conecct62155.2024.10677162} }0 citations
X-CaD: Explainable AI for Skin Cancer Diagnosis in Healthcare 4.0 Telesurgery
IEEE International Conference on Communications (ICC), pp. 238–243
Cite
@inproceedings{ramoliya2024explainable, author = {F. Ramoliya and K. Gohil and A. Gohil and R. Gupta and R. Kakkar and S. Tanwar and J. Rodrigues}, title = {{X-CaD: Explainable AI for Skin Cancer Diagnosis in Healthcare 4.0 Telesurgery}}, booktitle = {IEEE International Conference on Communications (ICC)}, pages = {238--243}, year = {2024}, doi = {10.1109/icc51166.2024.10622832} }7 citations
X-NET: Explainable AI-Based Network Data Security Framework for Healthcare 4.0
IEEE International Conference on Communications Workshops (ICC Workshops), pp. 481–486
Cite
@inproceedings{patel2024explainable, author = {N. Patel and F. Ramoliya and N. Jadav and R. Gupta and S. Tanwar and G. Aujla}, title = {{X-NET: Explainable AI-Based Network Data Security Framework for Healthcare 4.0}}, booktitle = {IEEE International Conference on Communications Workshops (ICC Workshops)}, pages = {481--486}, year = {2024}, doi = {10.1109/iccworkshops59551.2024.10615382} }6 citations
Deep Learning-based Intrusion Detection Approach for Autonomous Electric Vehicles
IEEE International Conference on Communications Workshops (ICC Workshops), pp. 1828–1833
Cite
@inproceedings{ramoliya2024deep, author = {F. Ramoliya and K. Darji and C. Trivedi and R. Gupta and R. Kakkar and S. Tanwar and S. Agrawal}, title = {{Deep Learning-based Intrusion Detection Approach for Autonomous Electric Vehicles}}, booktitle = {IEEE International Conference on Communications Workshops (ICC Workshops)}, pages = {1828--1833}, year = {2024}, doi = {10.1109/iccworkshops59551.2024.10615796} }5 citations
TL-AGRO: Transfer Learning-based Perilous Insect Detection Framework for Smart Agriculture Underlying Edge Computing
4th International Conference on Intelligent Technologies (CONIT), pp. 1–6
Cite
@inproceedings{ramoliya2024agro, author = {F. Ramoliya and K. Darji and R. Kakkar and R. Gupta and S. Tanwar and S. Agrawal}, title = {{TL-AGRO: Transfer Learning-based Perilous Insect Detection Framework for Smart Agriculture Underlying Edge Computing}}, booktitle = {4th International Conference on Intelligent Technologies (CONIT)}, pages = {1--6}, year = {2024}, doi = {10.1109/conit61985.2024.10627105} }3 citations
A Green IoT-Integrated AI-Based EV Scheduling Scheme for Efficient Charging Station Selection
International Wireless Communications and Mobile Computing (IWCMC), pp. 327–332
Cite
@inproceedings{ramoliya2024green, author = {F. Ramoliya and R. Gupta and K. Darji and C. Trivedi and R. Kakkar and S. Tanwar and M. Guizani}, title = {{A Green IoT-Integrated AI-Based EV Scheduling Scheme for Efficient Charging Station Selection}}, booktitle = {International Wireless Communications and Mobile Computing (IWCMC)}, pages = {327--332}, year = {2024}, doi = {10.1109/iwcmc61514.2024.10592470} }4 citations
FAST: AI-based Network Traffic Analysis and Load Balancing Framework Underlying SDN Clusters
8th International Conference on Smart Cities, Internet of Things and Applications (SCIoT), pp. 82–87
Cite
@inproceedings{shah2024fast, author = {D. Shah and D. Shah and F. Ramoliya and R. Gupta and H. Shah and S. Tanwar and H. Shahinzadeh and D. Garg}, title = {{FAST: AI-based Network Traffic Analysis and Load Balancing Framework Underlying SDN Clusters}}, booktitle = {8th International Conference on Smart Cities, Internet of Things and Applications (SCIoT)}, pages = {82--87}, year = {2024}, doi = {10.1109/sciot62588.2024.10570111} }9 citations
Ensemble Learning for Network Data Classification with SDN Clustering Underlying Smart Power Grid-Enabled Smart Cities
IEEE Third International Conference on Power Electronics, Intelligent Control and Energy Systems (ICPEICES), pp. 470–475
Cite
@inproceedings{patel2024ensemble, author = {M. Patel and N. Jain and J. Patel and F. Ramoliya and R. Gupta and S. Tanwar}, title = {{Ensemble Learning for Network Data Classification with SDN Clustering Underlying Smart Power Grid-Enabled Smart Cities}}, booktitle = {IEEE Third International Conference on Power Electronics, Intelligent Control and Energy Systems (ICPEICES)}, pages = {470--475}, year = {2024}, doi = {10.1109/icpeices62430.2024.10719285} }2 citations
DNN-based Secure Remote Patient Data Analysis Framework for Improving Human Life Expectancy in Healthcare 4.0
Procedia Computer Science 235, 549–558
Cite
@inproceedings{darji2024based, author = {K. Darji and F. Ramoliya and R. Kakkar and R. Gupta and S. Tanwar and D. Garg}, title = {{DNN-based Secure Remote Patient Data Analysis Framework for Improving Human Life Expectancy in Healthcare 4.0}}, booktitle = {Procedia Computer Science}, volume = {235}, pages = {549--558}, year = {2024}, doi = {10.1016/j.procs.2024.04.054} }3 citations
2023 4 papers
SEAM: Deep Learning-based Secure Message Exchange Framework for Autonomous EVs
IEEE Globecom Workshops (GC Wkshps), pp. 80–85
Cite
@inproceedings{ramoliya2023seam, author = {F. Ramoliya and R. Kakkar and R. Gupta and S. Tanwar and S. Agrawal}, title = {{SEAM: Deep Learning-based Secure Message Exchange Framework for Autonomous EVs}}, booktitle = {IEEE Globecom Workshops (GC Wkshps)}, pages = {80--85}, year = {2023}, doi = {10.1109/gcwkshps58843.2023.10465168} }8 citations
Transfer Learning and CNN-Based Vehicle Identification Approach for Hit-and-Run Cases
3rd International Conference on Advancement in Electronics and Communication Engineering (AECE), pp. 898–902
Cite
@inproceedings{darji2023transfer, author = {K. Darji and F. Ramoliya and C. Trivedi and R. Gupta and R. Kakkar and S. Tanwar and D. Garg}, title = {{Transfer Learning and CNN-Based Vehicle Identification Approach for Hit-and-Run Cases}}, booktitle = {3rd International Conference on Advancement in Electronics and Communication Engineering (AECE)}, pages = {898--902}, year = {2023}, doi = {10.1109/aece59614.2023.10428292} }1 citation
Deep and Transfer Learning-based Research Article Recommendation System for Healthcare Services
Second International Conference on Informatics (ICI), pp. 1–6
Cite
@inproceedings{trivedi2023deep, author = {C. Trivedi and F. Ramoliya and R. Gupta and R. Kakkar and S. Tanwar and S. Agrawal}, title = {{Deep and Transfer Learning-based Research Article Recommendation System for Healthcare Services}}, booktitle = {Second International Conference on Informatics (ICI)}, pages = {1--6}, year = {2023}, doi = {10.1109/ici60088.2023.10421143} }1 citation
DL-Based Secure Wearable Scheme for Remote Patient Data Monitoring in Healthcare 4.0
International Conference on Computing, Communication, and Intelligent Systems (ICCCIS), pp. 757–762
Cite
@inproceedings{ramoliya2023based, author = {F. Ramoliya and K. Darji and R. Gupta and R. Kakkar and S. Tanwar and A. Kumari}, title = {{DL-Based Secure Wearable Scheme for Remote Patient Data Monitoring in Healthcare 4.0}}, booktitle = {International Conference on Computing, Communication, and Intelligent Systems (ICCCIS)}, pages = {757--762}, year = {2023}, doi = {10.1109/icccis60361.2023.10425096} }10 citations