Computer Science and Engineering

Dr. Rahul Mishra

 
Dr. Rahul Mishra
Assistant Professor
Ph.D. (Computer Science and Engineering )
Ph: 06115-233-(8)989
Email: rahul_mishra[*AT]iitp.ac.in
Personal Webpage: https://sites.google.com/view/rahulmishracse/home
Research Areas : Deep Learning, Fog Computing, Internet of Things (IoT), Wireless Sensors Network (WSN), Smart Sensing
Other Interests : Federated Learning
Courses taught/Teaching :
  • Introduction to Data Science
No. of PhD Students :  
Professional Experience :
  • Assistant Professor at DA-IICT Gandhinagar from Dec 2022 to Feb 20204
  • Research Associate IISc Bangalore from Sept 2022 to Dec 2022
Awards & Honours :
  • Got student conference grant sponsored by the IEEE Communications Society (ComSoc), INFOCOM 2021 and 2022
Member of Professional bodies : IEEE Member
Books/Book Chapters :
  • AICTE Text Book on Design and Analysis of Algorithm (In Press)
Publications : Journal Papers
  1. Rahul Mishra, H. P. Gupta, G. Banga, and S. K. Das, “Resource Aware Clustering for Tackling the Heterogeneity of Participants in Federated Learning”, IEEE Transactions on Parallel and Distributed System (TPDS) [Accepted] 
  2. Rahul Mishra and H.P. Gupta, "A Model Personalization-based Federated Learning Approach for Heterogeneous Participants with Variability in the Dataset "  ACM Transactions on Sensor Networks, 2023  [Accepted]. 
  3. Rahul Mishra and H.P. Gupta, ''Designing and Training of Lightweight Neural Networks on Edge Devices using Early Halting in Knowledge Distillation'', IEEE Transactions on Mobile Computing,2023   [Accepted]. 
  4. Rahul Mishra and H.P. Gupta, ''Transforming Large-size to Lightweight Deep Neural Networks for IoT Applications: A Review'', ACM Computing Surveys, 2023  [Accepted]. 
  5. Rahul Mishra, H. P. Gupta, R. Kumar, and T. Dutta, “Leveraging Augmented Intelligence of Things to Enhance Lifetime of UAV-Enabled Aerial Networks”,  IEEE Transactions on Industrial Informatics (TII), 2022  [Accepted] 
  6. Rahul Mishra, H. P. Gupta, P. Kumari, D. Y. Suh, and Md. J. Piran, "A Task Offloading and Reallocation Scheme for Passenger Assistance using Fog Computing", IEEE Transactions on Network and Service Management (TNSM), 2022 [Accepted]. 
  7. Rahul Mishra, A. Gupta, and H. P. Gupta, “Locomotion mode recognition using sensory data with noisy labels: A deep learning approach,” IEEE Transactions on Mobile Computing (TMC), 2022 [Early access].  
  8. Rahul Mishra, A. Gupta, H. P. Gupta, and T. Dutta, “A sensors-based deep learning model for unseen locomotion mode identification using multiple semantic matrices,” IEEE Transactions on Mobile Computing (TMC), pp. 1-12, 2020.  
  9. Rahul Mishra, H. P. Gupta, and T. Dutta, “A Road Health Monitoring System using Sensors in Optimal Deep Neural Network,” IEEE Sensors Journal, pp. 1-8, 2020.  
  10. Rahul Mishra, H. P. Gupta, and T. Dutta, “Analysis, Modeling, and Representation of COVID-19 Spread: A Case Study on India,” IEEE Transactions on Computational Social Systems (TCSS) [Accepted]. 
  11. P. Anand, S. Jain, and Rahul Mishra, “Huber SVR-based Hybrid Models for Significant Wave Height Forecasting Using Buoy Sensors,” IEEE Sensors Letters, 2023 [Accepted]. 
  12. R. Kumar, H. P. Gupta, Rahul Mishra, S. Pandey Machine Learning-based Interference Mitigation in Long-Range Networks for High-Ceiling Smart Buildings, IEEE Access, 2023 (Accepted) 
  13. C. Singh, Rahul Mishra, H. P. Gupta, A Federated Learning-Based Patient Monitoring System in Internet of Medical Things, IEEE Transactions on Computational Social Systems. (Accepted). 
  14. R. Kumar, Rahul Mishra, H. P. Gupta, A Federated Learning Approach with Imperfect Labels in LoRa-based Transportation Systems, Transactions on Intelligent Transportation Systems (Accepted). 
  15. R. Kumar, Rahul Mishra, H. P. Gupta, and T. Dutta, “Smart Sensing for Agriculture: Applications, Advancements, and Challenges", IEEE Consumer Electronics Magazine, 2020 [Accepted] (Corresponding author). 
  16. S. Chopade, H. P. Gupta, Rahul Mishra, P. Kumari, and T. Dutta, "An Energy-efficient River Water Pollution Monitoring System in the Internet of Things",  IEEE Transactions on Green Communications and Networking, 2021 [Accepted] (Corresponding author). 
  17. P. Kumari, Rahul Mishra, H. P. Gupta, T. Dutta, and S. K. Das, “An Energy-Efficient Smart Metering System using Edge Computing in LoRa Network,” IEEE Transactions on Sustainable Computing [Accepted]. 
  18. C. Singh, P. Kumari, Rahul Mishra, H. P. Gupta, and T. Dutta, "Secure Industrial IoT Task Containerization with Deadline Constraint: A Stackelberg Game Approach", IEEE Transactions on Industrial Informatics (TII) [Accepted] (Corresponding author). 
  19. S. Chopade, H. P. Gupta,  Rahul Mishra, A. Oswal, P. Kumari, and T. Dutta, "A Sensors-based River Water Quality Assessment System using Deep Neural Network",  IEEE IoT Journal, 2021 [Accepted](Corresponding author). 
  20. A. Chaudhary, Rahul Mishra, H. P. Gupta, and K. K. Shukla, "Jointly Prediction of Activities, Locations, and Starting Times for Isolated Elderly People", IEEE Journal of Biomedical and Health Informatics [Accepted]. 
  21. P. Kumari, Rahul Mishra, and H. P. Gupta, “A Knowledge Distillation-based Transportation System for Sensory data Sharing using LoRa,” IEEE Sensors Journal [Accepted]. 
  22. C. Singh, Rahul Mishra, H. P. Gupta, and P. Kumari, "Internet-of-Drones in Precision Agriculture: Challenges, Solutions, and Research Opportunities'', IEEE Internet of Things Magazine [Accepted] (Corresponding author). 
  23. S. Saraswat, V. Agarwal, H. P. Gupta, Rahul Mishra, A. Gupta, and T. Dutta, “Challenges and solutions in software-defined networking: A survey,” Journal of Network and Computer Applications, vol. 141, pp. 23-58, 2019 (Corresponding author).  
  24. A. Tripathi, H. P. Gupta, T. Dutta, Rahul Mishra, K. K. Shukla, and S. Jit, “Coverage and Connectivity in WSNs: A Survey, Research Issues and Challenges”, IEEE Access, vol 6, pp. 26971-26992, 2018.  
Conference/Short Papers
  1. Rahul Mishra and H.P. Gupta, "A Federated Learning Approach to Minimize Communication Rounds Using Noise Rectification" IEEE Wireless Communications and Networking Conference (WCNC), April 21 - 24, 2024 in Dubai, UAE   (Accepted). 
  2. Rahul Mishra, P. Kumari, H. P. Gupta, Diksha, T. Dutta, Doug Y. Suh and M. Jalil Piran, "A Game Theory-based Transportation System using Fog Computing for Passenger Assistance", in Proceedings of IEEE WoWMoM 2021 (Regular paper, Core A conference). 
  3. Rahul Mishra, S Godhaneeya, A. Soni, "Minimizing Intra-Interference in LoRaWAN for Seamless Connectivity in Ubiquitous Networking", COMSNETS 2024 MINDS Workshop (Accepted). 
  4. Rahul Mishra, H. P. Gupta, and T. Dutta, "Noise-Resilient Federated Learning: Suppressing Noisy Labels in the Local Datasets of Participants", in Proceedings of IEEE INFOCOM 2022 (Poster,  Core A* conference) 
  5. P. Kumari, H. P. Gupta, Rahul Mishra,  and Sajal K. Das, "An Energy-Efficient Smart Space System using LoRa Network with Deadline and Security Constraints", in Proceedings of ACM MSWIM, 2021 (Regular paper, Core A conference).  
  6. Rahul Mishra, H. P. Gupta, and T. Dutta, "A Network Resource Aware Federated Learning Approach using Knowledge Distillation", in Proceedings of IEEE INFOCOM 2021 (Poster,  Core A* conference). 
  7. Rahul Mishra, H. P. Gupta, and T. Dutta, "Poster Abstract: Teacher, Trainee, and Student based Knowledge Distillation Technique for Monitoring Indoor Activities ", in Proceedings of ACM SenSys 2020 (Poster,  Core A* conference). 
  8.  Rahul Mishra, H. P. Gupta, and T. Dutta, "Unseen Locomotion Mode Detection Problems using Inertial Sensors", in Proceedings of IEEE COMSNETS, pp. 1-3, 2021 (PhD-forum). 
  9. A. Gupta, R. Pal, Rahul Mishra, H. P. Gupta, T. Dutta, and P. Hirani, "Game theory based early classification of rivers using time series data,” in Proceedings of IEEE WF-IoT, pp. 686-691, 2019.  
  10. A. Gupta, H. P. Gupta, P. Kumari, Rahul Mishra, S. Saraswat, and T. Dutta, “A real-time precision agriculture monitoring system using mobile sink in WSNs," in Proceedings of IEEE ANTS, pp. 1-5, 2018.  
  11. Rahul Mishra, P. Verma and R. Kumar "Gateway Discovery in MANET using Machine Learning and Soft Computing: A Survey", in Proceedings of International Conference on Innovations in Information Embedded and Communication Systems (ICIIECS), pp. 221-227, 2017.  
  12. Rahul Mishra and D. Singh "Fault-Tolerant Energy Efficient Power Management System for Smart Room", in Proceedings of International Conference on Advanced Computing and Software Engineering (ICACSE), pp. 1-4, 2018. 
Open Datasets
  1. Ashish Gupta, Hari Prabhat Gupta, Tanima Dutta, Rahul Mishra, and Ramakant Kumar, “Accelerometer, Gyroscope, and Magnetometer Sensors based Data for Recognizing Handwritten Digits”, IEEE Dataport, 2020. [Online]. Available: http://dx.doi.org/10.21227/52d9-8y30.  
  2. Rahul Mishra, Hari Prabhat Gupta,  and Tanima Dutta. "Sensor Data of Mobile Sink for Precision Agriculture", IEEE Dataport, 2021. [Online]. Available: https://dx.doi.org/10.21227/ympr-t542. 
  3. Ramakant Kumar, Hari Prabhat Gupta, Rahul Mishra, "Signal Quality Measurement (SQM) dataset", IEEE Dataport, 2023, [Online]. Available: https://dx.doi.org/10.21227/aysz-nq69. 
  4. Hari Prabhat Gupta, Tanima Dutta, Rahul Mishra, Garvit Banga, Shubham Pandey, Krishna Sharma, Himanshu Sahu, "A Dataset of Inertial Measurement Units for Handwritten English Alphabets: Leveraging Diversity in Indian Context", IEEE Dataport, 2023 [Online]. Available: https://dx.doi.org/10.21227/av6q-jj17.   
Patent:
Rahul Mishra, T. K. Maiti, A. Jain, P. Lalwani, and R. Shah, Racket Sports Activities Monitoring and Corrections using Grip Embedded Sensors and Smartphone,  Patent filed (Patent no. 202411014828)
Presentations : https://sites.google.com/view/rahulmishracse/research

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