Senthil Kumaran R

Scopus Publications

Deep Learning Based OFDM Modulation Classification Using Hybrid CNN-LSTM Models with Noise-Aware Evaluation
S. Nikhil, Sudiksha Samanta, Senthil Kumaran R
11th International Conference on Wireless Communications Signal Processing and Networking Wispnet 2026, 2026
Error Normalized LMS-Based Low-Complexity Noise Removal Technique for Acoustic Signal
Tanmay Umesh Pawar, Sanskruti Gopinath More, Krishna Jhanwar, S. Hannah Pauline, R. Senthil Kumaran
Lecture Notes in Networks and Systems, 2026
Securing healthcare data: A federated learning framework with hybrid encryption in cluster environments
C Srivenkateswaran, A Jaya Mabel Rani, R Senthil Kumaran, R Vinston Raja
Technology and Health Care, 2025
The study's novel contribution is the development and evaluation of a hybrid encryption scheme combining Elliptic Curve Cryptography (ECC) with the Serpent symmetric encryption algorithm, demonstrating enhanced security and performance for safeguarding healthcare data in cluster environments while ensuring scalability, interoperability, and compliance with HIPAA regulations. The primary objectives include assessing the suitability of the ECC-Serpent hybrid encryption for safeguarding healthcare data, ensuring the scalability and interoperability of this encryption solution with existing healthcare systems, and implementing secure communication channels within cluster environments. The combination of Elliptic Curve Cryptography (ECC) and the Serpent algorithm leverages ECC's efficient key management and Serpent's robust symmetric encryption to provide enhanced security and performance, ensuring scalable and resilient data protection in cluster environments. This hybrid approach addresses both key distribution efficiency and high encryption strength, which are critical for securing sensitive healthcare data. This hybrid approach addresses key distribution efficiency and high encryption strength, which are critical for securing sensitive healthcare data. The study employs a hierarchical key management strategy, utilizing ECC for secure key exchange and distribution, paired with regular key rotation and storage practices to maintain compliance with HIPAA regulations and ensure the ongoing protection of sensitive healthcare data. Overall, the research underscores the critical need for healthcare organizations to adhere to HIPAA regulations and implement robust encryption measures to protect patient privacy and secure sensitive medical information. The study concludes that the ECC-Serpent hybrid encryption scheme is a viable and effective solution for enhancing healthcare data security in cluster environments, ensuring both data integrity and regulatory compliance. The implemented Python framework yielded promising results, the key finding is that the ECC-Serpent hybrid encryption scheme is a viable and effective solution for enhancing healthcare data security in cluster environments, achieving an accuracy rate of 97.5% in safeguarding patient data.
IoT-enabled wireless sensor networks optimization based on federated reinforcement learning for enhanced performance
Gummarekula Sattibabu, Nagarajan Ganesan, R. Senthil Kumaran
Peer to Peer Networking and Applications, 2025
Hybrid Optimization Framework for Feature Selection in WSN Using Red Kite and Firefly Algorithms with Ensemble Learning for Intrusion Detection
Senthil Kumaran.R, Dhanush Kumar.J, Aswanth Kumar.R, Selvam.M.R
2025 International Conference on Recent Advances in Electrical Electronics Ubiquitous Communication and Computational Intelligence Raeeucci 2025, 2025
Providing cybersecurity in Internet of Things (IoT) environments, especially within Wireless Sensor Networks (WSNs), is highly important for intrusion detection. A Hybrid Optimization Framework for Feature Selection, which brings together the Red Kite Optimization Algorithm (RKOA) and the Firefly Algorithm (FFLY), is proposed in this research to extract the most effective features with the least redundancy to detect the intrusion. For classification, an ensemble machine learning model involving Long Short-Term Memory (LSTM), Bidirectional LSTM (BiLSTM), and Bidirectional Gated Recurrent Unit (BiGRU) networks is employed to identify rich temporal patterns and boost detection capabilities. The advanced framework is benchmarked using the NSL-KDD dataset on various metrics that include accuracy, specificity, sensitivity, F1-score, and Area Under the Curve (AUC). Experimental findings show that the hybrid optimization method successfully identifies the optimal features, and the ensemble model successfully identifies different attacks. This solution not only provides improved detection accuracy but also guarantees scalability, providing a strong defense mechanism to protect IoT-based WSNs from changing cyber threats.
GSM-based Trash Level Indicator Dustbin
16th International Conference on Advances in Computing Control and Telecommunication Technologies Act 2025, 2025
Edge computing and machine learning approaches for Internet of Bio-Nano Things: applications and future trends
J. Abanah Shirley, R. Senthil Kumaran, B. Vasudevan, A.R. Abdul
Future of Internet of Bio Nano Things in Personalized Healthcare Applications and Challenges, 2025
CrossMemeNet: A Cross-Modal Attention Framework for Meme Sentiment Analysis Using CLIP and BERT
Akshaya V, Sivanantham S, Krishnamoorthy V, Senthil Kumaran R, Renuka Devi S
Proceedings 3rd International Conference on Artificial Intelligence and Machine Learning Applications Healthcare and Internet of Things Aimla 2025, 2025
Internet memes have become a new means of communication that include a blend of images and texts so as to express sentiment and emotions. Standard approaches to perform sentiment analysis are no longer efficient when the mems are multiform, which necessitates more complex possibilities for identifying them. To this end, CrossMemeNet is introduced in this paper as a new cross-modal framework grounded on the merits of CLIP and BERT for meme sentiment analysis. The integration is based on a two-streasmuner approach, in which CLIP processes the visual content with Vision Transformer and BERT the textual content with contextual embedding. All these features are connected by crossmodal attention that adaptively adjusts the contribution of all the modalities. The adopted framework is tested on the Memotion 7K corpus following a strict training regimen accompanied by extensive regularization. Experimental results pointed out that the proposed CrossMemeNet has achieved an accuracy measure of 85.27% and loss of 1.1234 in sentiment classification. The model is shown to have very high predictive confidence in all the sentiment categories with confidence percentages within the range of 87.30% – 91.65% on test samples. Training dynamics also demonstrate constant enhancement of both parameters; training accuracy ranges between 65% and 95% and validation accuracy is at 85 %. Based on these results, we can conclude that this subtle interplay between visual and textual inputs can be controlled by a careful architectural design of the advanced vision-language models. A study on the result shows that it has the potential to be used in its wider sense in the analysis of the content of the social media and the automatic identification of the sentiment analysis.
Hybrid approach of Ant Colony system and Recurrent Neural network for Energy Efficient Routing in Cognitive Wireless Sensor Networks
Kalpana S, Senthil Kumaran R, Sivasakthi T, Devi A, Kiruthiga M, Mohankumar Mohankumar
Proceedings of 2025 1st International Conference on Radio Frequency Communication and Networks Rfcon 2025, 2025
Energy-aware communication in Cognitive Wireless Sensor Networks (CWSNs) was challenging with dynamic spectrum availability, high topology change rates, and low energy. Conventional routing techniques result in excessive energy usage and reduced network lifetimes. This work introduces an adaptive AI hybrid technique integrating Enhanced Ant Colony Optimization (EACO) for desirable choices in CH and sequence prediction neural network for energy pattern prediction and proactive optimization. The Decentralized Power-Aware Clustering (DPAC) protocol also optimizes energy distribution. Regarding energy efficiency, mean throughput, and network lifetime, our model outperformed existing systems. Simulations show that EACO + RNN greatly reduces energy use, improves the reliability of packet transmission, and extends the network's life by stopping early node failures. This hybridization of predictive AI and bio-inspired optimization guarantees scalable, energy-efficient CWSNs.
A Novel Clustering and Optimization Strategy for Network Lifetime Enhancement in Wireless Sensor Network
15th International Conference on Advances in Computing Control and Telecommunication Technologies Act 2024, 2024
Fabrication and Testing of U-Slot and U-I Slot Microstrip Patch Antenna Using Rogers RO4350 Substrate for Wireless Applications
R. Kalaiyarasan, G. Nagarajan, R. Senthil Kumaran
Lecture Notes in Electrical Engineering, 2024
Smart Portable Ventilator for Covid19 Patients
15th International Conference on Advances in Computing Control and Telecommunication Technologies Act 2024, 2024
Non Invasive Early Pancreatic Cancer Prediction with Gradient Boosting Algorithms Machine Learning Models with Clinical dataset collected from Urinary Biomarkers
B Vasudevan, R SenthilKumaran, K Immanuel, M V Karthikeyan
Proceedings 3rd International Conference on Advances in Computing Communication and Applied Informatics Accai 2024, 2024
Design of Microstrip Rectangular Dual Band Antenna for MIMO 5G Applications
M. Jayasudha, P. Ranjitha, R. Senthil Kumaran, V. Jayasudhan, S. Yuvaraj
Lecture Notes in Networks and Systems, 2024
Design and Implementation of an Efficient Sierpinski Carpet Fractal Antenna for 2.45 GHZ Applications
R. Kalaiyarasan, G. Nagarajan, R. Senthil Kumaran
SN Computer Science, 2023
Power Management Strategies in Wireless Sensor Networks
Senthil Kumaran Rajendran, Ganesan Nagarajan
Advanced Wireless Communication and Sensor Networks Applications and Simulations, 2023
Secure and Location Based Energy Efficient Protocol for Wireless Sensor Networks
R Senthil Kumaran, R Parkavi, M Jayasudha, V Akshaya
2023 2nd International Conference on Smart Technologies and Systems for Next Generation Computing Icstsn 2023, 2023
Privacy and security of smart systems
K. Suresh Kumar, D. Prabakaran, R. Senthil Kumaran, I. Yamuna
Intelligent Green Technologies for Sustainable Smart Cities, 2022
Mobile sink and fuzzy based relay node routing protocol for network lifetime enhancement in wireless sensor networks
R. Senthil Kumaran, G. Nagarajan
Wireless Networks, 2022
Network Lifetime Enhancement of Wireless Sensor Networks Using EFRP Protocol
Senthil Kumaran Rajendran, G. Nagarajan
Wireless Personal Communications, 2022
Diversity DNA Encryption in Layered PTS with FBMC OQAM Systems
13th International Conference on Advances in Computing Control and Telecommunication Technologies Act 2022, 2022
No Parking Detection and Security System using Vehicle Number Plate Recognition
R Saranya, B Srimathi, R Senthil Kumaran
3rd International Conference on Electronics and Sustainable Communication Systems Icesc 2022 Proceedings, 2022
A Novel System for Blind, Deaf and Dumb People Assistant Using Raspberry Pi
Kumaran R Senthil, Jayaram B, Srimathi B, Narmatha T
2022 IEEE North Karnataka Subsection Flagship International Conference Nkcon 2022, 2022
Efficient Data Gathering and Routing Scheme Using Multiple Mobile Sink in Wireless Sensor Networks
R Senthil Kumaran, K Gayathri, K Sheela, M Jayasudha
Proceedings of 2022 International Conference on Intelligent Innovations in Engineering and Technology Iciiet 2022, 2022
Hierarchical Routing with Optimal Clustering Using Fuzzy Approach for Network Lifetime Enhancement in Wireless Sensor Networks
R. Senthil Kumaran, Ashish Bagwari, G. Nagarajan, Sanjay Singh Kushwah
Mobile Information Systems, 2022
A Web Application Based Administration Panel For Handyman Services
Gayathri Baskaran, K Saundariya, D Prabakaran, R Senthilkumaran
2022 IEEE Delhi Section Conference Delcon 2022, 2022
Security Techniques in Wireless Sensor Networks - A Comprehensive Survey
Senthil Kumaran R, Loga K, Arul Pugazhendhi M, Saundariya K
Proceedings 1st International Conference on Smart Technologies Communication and Robotics Stcr 2021, 2021
Monitoring and Feedback System in Smart Chair to Prevent Thoracic Kyphosis Disease
Dinesh V, Yamuna I, R Senthil Kumaran
2021 International Conference on System Computation Automation and Networking Icscan 2021, 2021
Spotting Current Location of the Public Bus with its Destination and Live Details through Mobile Application
K. Hariharan, B. Srimathi, R. Senthil Kumaran, I. Yamuna
2021 International Conference on System Computation Automation and Networking Icscan 2021, 2021
Vehicle Emission Controlling on Carbon Monoxide by using GSM Modem
Veeramreddy Srinivasulu, Yamuna I, Srimathi B, R Senthil Kumaran
2021 International Conference on System Computation Automation and Networking Icscan 2021, 2021
Development of Health Monitoring Vest using Velostat
M Kanimozhi, I Yamuna, B Srimathi, R Senthil Kumaran
2021 International Conference on System Computation Automation and Networking Icscan 2021, 2021
Webapp service for booking handyman using MongoDB, express JS, React JS, node JS
K Saundariya, M Abirami, Kumaran R Senthil, D Prabakaran, B Srimathi, G Nagarajan
2021 3rd International Conference on Signal Processing and Communication Icpsc 2021, 2021
Contactless Temperature Detection of Multiple People and Detection of Possible Corona Virus Affected Persons Using AI Enabled IR Sensor Camera
Abirami M., Saundariya K., Senthil Kumaran R., Yamuna I.
2021 International Conference on Wireless Communications Signal Processing and Networking Wispnet 2021, 2021
Network lifetime enhancement in wireless sensor networks using energy aware clustering with fuzzy system
R. Senthil Kumaran, P. Suganya
Journal of Physics Conference Series, 2021
A Monopole Octagonal Sierpinski Carpet Antenna with Defective Ground Structure for SWB Applications
E. Aravindraj, G. Nagarajan, R. Senthil Kumaran
Lecture Notes in Electrical Engineering, 2021
Deep Learning on Healthcare Ecosystem using Blockchain Based Security System
R. Nishanthini, B. Srimathi, R.Senthil Kumaran, I. Yamuna
2021 IEEE Mysore Sub Section International Conference Mysurucon 2021, 2021
Design and Analysis of Recursive Square Fractal Antenna for WLAN Applications
E. Aravindraj, G. Nagarajan, R. Senthil Kumaran
International Conference on Emerging Trends in Information Technology and Engineering Ic Etite 2020, 2020
Talking fingers for speech impaired people
International Journal of Scientific and Technology Research, 2019
Enhancing network lifetime using tree based routing protocol in wireless sensor networks
A. Saranya, R. Senthilkumaran, G. Nagarajan
2nd International Conference on Electronics and Communication Systems Icecs 2015, 2015

RECENT SCHOLAR PUBLICATIONS

Secure Protocols and Blockchain‐Based Iot for Smart Home Applications
R Senthil Kumaran, D Prabakaran, R Shyamala, SH Pauline
Secure Blockchain and Quantum Technologies for 6G‐Enabled Internet of Things … , 2026
2026
Hybrid Optimization Framework for Feature Selection in WSN Using Red Kite and Firefly Algorithms with Ensemble Learning for Intrusion Detection
S Kumaran.R, D Kumar.J, A Kumar.R, S M.R
2025 International Conference on Recent Advances in Electrical, Electronics … , 2025
2025
Citations: 1
Hybrid approach of Ant Colony system and Recurrent Neural network for Energy Efficient Routing in Cognitive Wireless Sensor Networks
S Kalpana, T Sivasakthi, A Devi, M Kiruthiga
2025 1st International Conference on Radio Frequency Communication and … , 2025
2025
CrossMemeNet: A Cross-Modal Attention Framework for Meme Sentiment Analysis Using CLIP and BERT
V Akshaya, S Sivanantham, V Krishnamoorthy, R Senthil Kumaran, ...
2025 3rd International Conference on Artificial Intelligence and Machine … , 2025
2025
A Novel African Wild Dog Optimization (AWDO) Algorithm for Applications of Artificial Intelligence
D Prabakaran, R Senthil Kumaran, R Shyamala
Math Optimization for Artificial Intelligence: Heuristic and Metaheuristic … , 2025
2025
Citations: 1
Error Normalized LMS-Based Low-Complexity Noise Removal Technique for Acoustic Signal
TU Pawar, SG More, K Jhanwar, S Hannah Pauline, R Senthil Kumaran
International Conference on Information and Communication Technology for … , 2025
2025
IoT-enabled wireless sensor networks optimization based on federated reinforcement learning for enhanced performance
G Sattibabu, N Ganesan, RS Kumaran
Peer-to-Peer Networking and Applications 18 (2), 75 , 2025
2025
Citations: 20
Securing healthcare data: A federated learning framework with hybrid encryption in cluster environments
C Srivenkateswaran, A Jaya Mabel Rani, R Senthil Kumaran, ...
Technology and Health Care 33 (3), 1232-1257 , 2024
2024
Citations: 40
Non invasive early pancreatic cancer prediction with gradient boosting algorithms machine learning models with clinical dataset collected from urinary biomarkers
B Vasudevan, R SenthilKumaran, K Immanuel, MV Karthikeyan
2024 International Conference on Advances in Computing, Communication and … , 2024
2024
Citations: 10
Correction to: Design of Microstrip Rectangular Dual Band Antenna for MIMO 5G Applications
M Jayasudha, P Ranjitha, SK R, V Jayasudhan, S Yuvaraj
International Conference on Mathematics and Computing, C1-C1 , 2024
2024
Design of Microstrip Rectangular Dual Band Antenna for MIMO 5G Applications
M Jayasudha, P Ranjitha, SK R, V Jayasudhan, S Yuvaraj
International Conference on Mathematics and Computing, 65-76 , 2024
2024
Smart Portable Ventilator for Covid19 Patients.
M Jayasudha, RS Kumaran, R Balakumaran
Grenze International Journal of Engineering & Technology (GIJET) 10 , 2024
2024
Design and implementation of an efficient Sierpinski carpet fractal antenna for 2.45 GHz applications
R Kalaiyarasan, G Nagarajan, RS Kumaran
SN Computer Science 4 (6), 728 , 2023
2023
Citations: 13
Power Management Strategies in Wireless Sensor Networks
SK Rajendran, G Nagarajan
Advanced Wireless Communication and Sensor Networks, 137-150 , 2023
2023
Citations: 1
Secure and Location Based Energy Efficient Protocol for Wireless Sensor Networks
RS Kumaran, R Parkavi, M Jayasudha, V Akshaya
2023 2nd International Conference on Smart Technologies and Systems for Next … , 2023
2023
Citations: 3
Fabrication and testing of U-slot and UI slot microstrip patch antenna using rogers RO4350 substrate for wireless applications
R Kalaiyarasan, G Nagarajan, R Senthil Kumaran
International Conference on Emerging Research in Computing, Information … , 2023
2023
Citations: 2
A Novel System For Blind, Deaf And Dumb People Assistant Using Raspberry Pi
KR Senthil, B Jayaram, B Srimathi, T Narmatha
2022 IEEE North Karnataka Subsection Flagship International Conference … , 2022
2022
Citations: 4
Privacy and security of smart systems
K Suresh Kumar, D Prabakaran, R Senthil Kumaran, I Yamuna
Intelligent Green Technologies for sustainable smart cities, 291-315 , 2022
2022
Citations: 7
Efficient Data Gathering and Routing Scheme Using Multiple Mobile Sink in Wireless Sensor Networks
RS Kumaran, K Gayathri, K Sheela, M Jayasudha
2022 International Conference on Intelligent Innovations in Engineering and … , 2022
2022
Citations: 2
No parking detection and security system using vehicle number plate recognition
R Saranya, B Srimathi, RS Kumaran
2022 3rd International Conference on Electronics and Sustainable … , 2022
2022
Citations: 3

MOST CITED SCHOLAR PUBLICATIONS

Securing healthcare data: A federated learning framework with hybrid encryption in cluster environments
C Srivenkateswaran, A Jaya Mabel Rani, R Senthil Kumaran, ...
Technology and Health Care 33 (3), 1232-1257 , 2024
2024
Citations: 40
Webapp service for booking handyman using mongodb, express JS, react JS, node JS
K Saundariya, M Abirami, KR Senthil, D Prabakaran, B Srimathi, ...
2021 3rd International Conference on Signal Processing and Communication … , 2021
2021
Citations: 37
Design and Analysis of Recursive Square Fractal Antenna for WLAN Applications
E Aravindraj, G Nagarajan, RS Kumaran
2020 International Conference on Emerging Trends in Information Technology … , 2020
2020
Citations: 29
Network lifetime enhancement in wireless sensor networks using energy aware clustering with fuzzy system
R Senthil Kumaran, P Suganya
Journal of Physics: Conference Series 1717 (1), 012069 , 2021
2021
Citations: 28
Mobile sink and fuzzy based relay node routing protocol for network lifetime enhancement in wireless sensor networks
R Senthil Kumaran, G Nagarajan
Wireless networks 28 (5), 1963-1975 , 2022
2022
Citations: 26
IoT-enabled wireless sensor networks optimization based on federated reinforcement learning for enhanced performance
G Sattibabu, N Ganesan, RS Kumaran
Peer-to-Peer Networking and Applications 18 (2), 75 , 2025
2025
Citations: 20
Network lifetime enhancement of wireless sensor networks using EFRP protocol
SK Rajendran, G Nagarajan
Wireless Personal Communications 123 (2), 1769-1787 , 2022
2022
Citations: 19
Software-defined network (SDN) architecture and security considerations for 5G communications
RS Kumaran, D Prabakaran, SM Nizar, KS Kumar
Design methodologies and tools for 5G network development and application, 28-43 , 2021
2021
Citations: 16
Contactless Temperature Detection of Multiple People and Detection of Possible Corona Virus Affected Persons Using AI Enabled IR Sensor Camera
M Abirami, K Saundariya, RS Kumaran, I Yamuna
2021 Sixth International Conference on Wireless Communications, Signal … , 2021
2021
Citations: 15
Design and implementation of an efficient Sierpinski carpet fractal antenna for 2.45 GHz applications
R Kalaiyarasan, G Nagarajan, RS Kumaran
SN Computer Science 4 (6), 728 , 2023
2023
Citations: 13
Non invasive early pancreatic cancer prediction with gradient boosting algorithms machine learning models with clinical dataset collected from urinary biomarkers
B Vasudevan, R SenthilKumaran, K Immanuel, MV Karthikeyan
2024 International Conference on Advances in Computing, Communication and … , 2024
2024
Citations: 10
Energy Efficient Clustering Approach for Distributing Heavy Data Traffic in Wireless Sensor Networks
RS Kumaran, G Nagarajan
AMSE Journal 22 (1), 98-112 , 2017
2017
Citations: 10
A web application based administration panel for handyman services
G Baskaran, K Saundariya, D Prabakaran, R Senthilkumaran
2022 IEEE Delhi Section Conference (DELCON), 1-5 , 2022
2022
Citations: 9
HierarchicaL routing with optimal clustering using fuzzy approach for network lifetime enhancement in wireless sensor networks
RS Kumaran, A Bagwari, G Nagarajan, SS Kushwah
Mobile Information Systems 2022 (1), 6884418 , 2022
2022
Citations: 9
A monopole octagonal Sierpinski carpet antenna with defective ground structure for SWB applications
E Aravindraj, G Nagarajan, RS Kumaran
Machine Learning, Deep Learning and Computational Intelligence for Wireless … , 2021
2021
Citations: 9
Enhancing network lifetime using tree based routing protocol in wireless sensor networks
A Saranya, R Senthilkumaran, G Nagarajan
2015 2nd International Conference on Electronics and Communication Systems … , 2015
2015
Citations: 8
Privacy and security of smart systems
K Suresh Kumar, D Prabakaran, R Senthil Kumaran, I Yamuna
Intelligent Green Technologies for sustainable smart cities, 291-315 , 2022
2022
Citations: 7
Enhancement of Network Lifetime using Mobile Sink Based Routing Protocol
V HariPriya, R Senthilkumaran
Journal of Scientific and Engineering Research, 4 (4), 67-73 , 2017
2017
Citations: 6
Enhancement of Network Lifetime of Wireless Sensor Networks using Energy Efficient Mobile Sink based Routing Protocol
RS Kumaran, G Nagarajan
CiiT journal of Wireless Communication 9 (3), 45-49 , 2017
2017
Citations: 6
Development of Vulnerability Scanner
A Jenifer, R SenthilKumaran
International Research Journal of Engineering and Technology (IRJET) 5 (7 … , 2018
2018
Citations: 5

Senthil Kumaran R

RESEARCH INTERESTS

Scopus Publications

RECENT SCHOLAR PUBLICATIONS

MOST CITED SCHOLAR PUBLICATIONS