Premkumar M

@ssmiet.ac.in

Associate Professor / ECE
SSM Institute of Engineering and Technology

Premkumar M


                  Download Compact PDF  
https://researchid.co/prem53kumar

RESEARCH INTERESTS

Wireless Sensor Networks, Network Security, Antennas and Signal Processing
3

Scopus Publications

539

Scholar Citations

12

Scholar h-index

13

Scholar i10-index

Scopus Publications

  • Examine of Algorithmic Approaches to Software Security
    Rajesh Sharma R, Akey Sungheetha, Prem Kumar M, Ellappan. V, Rajiv Gandhi K, Priyatharsini C
    2nd International Conference on Signal Processing Communication Power and Embedded Systems Scopes 2024, 2024
    The complexity of threats in the virtual world is growing, so new solutions are required for software protection. Artificial Intelligence has become a leading factor in strengthening software security against constantly changing threats. This extensive review synthesizes the current progress and trends for algorithmic AI methodologies in context of software protection. Specifically, we discuss requesting machine learning techniques and neural networks used for threat detection, vulnerability assessment, and adaptive defense mechanisms as well as using evolutionary algorithms. From this, we can deduce that security systems that AI enhances are much more flexible and efficient than traditional security. Zero-day vulnerabilities can be detected by deep learning models with high accuracy and reinforcement learning algorithms are effective in real-time threat handling. AI opens up opportunities in the software security domain as a predictor of vulnerability, yet there are shortcomings related to model interpretability and adversarial robustness. More detailed studies are needed to work on the more transparent models of artificial intelligence and to incorporate those into existing security systems.
  • ENHANCING FOREST ECOSYSTEM RESILIENCE TO CLIMATE CHANGE WITH VANET AND INTEGRATED NATURAL RESOURCES MODELLING
    Journal of Environmental Protection and Ecology, 2024
  • Modified Imperialist Competitive Algorithm (MICA) For Smart Heart Disease Prediction in IoT System
    Thangarasan, Dhana Sony J, Premkumar M, Pramoda Patro, Samson Isaac J, Maniraj P
    2nd IEEE International Conference on Distributed Computing and Electrical Circuits and Electronics Icdcece 2023, 2023
    For the detection and prognosis of heart disease, Internet of Medical Things (IoMT) technology has recently been implemented in healthcare systems. The intended study's main objective is to foresee heart illness using medical data and imaging to classify data. Preprocessing is done on the input dataset to deal with missing values and incorrect data. IoT devices analyse the data they receive from patients, physicians, or nurses using the Modified Imperialist Competitive Algorithm (MICA). The IoT device's analysis of the data allows for effective and informed judgements to be made by humans, robots, and even other IoT devices. A modified imperialist competitive algorithm is suggested in this research in order to pinpoint the essential characteristics of heart disease. The Modified Imperialist Competitive Algorithm is used to select features for the diagnosis of heart disease (MICA). The improved self-adaptive Bayesian algorithm (ISABA) technique is then used to classify the chosen features into normal and abnormal states. For detecting normal sensor data and abnormal sensor data, respectively, the ISABA approach achieved accuracy of 96.85% and 98.31%. With a 96.32% specificity and a 99.15% maximum accuracy in categorizing images, the proposed model outperformed the competition

RECENT SCHOLAR PUBLICATIONS

  • Retraction Note: Scalable and Energy Efficient Cluster Based Anomaly Detection Against Denial of Service Attacks in Wireless Sensor Networks
    M Premkumar, SR Ashokkumar, V Jeevanantham, G Mohanbabu, ...
    Wireless Personal Communications, 1-2 , 2026
    2026
  • An Interpretable Intrusion Detection Approach for IoT Using Graph Attention Networks and Transformer Models with Balanced Learning
    J Wilson, AP Deshpande, M Premkumar, T Yuvaraja
    Tehnički vjesnik 33 (3), 1056-1063 , 2026
    2026
  • Strengthening Network Security with Advanced Defense Strategies for Robust Protection against DoS Attacks in Complex Environments
    M Premkumar, SR Ashokkumar, S Anupallavi, A Rajendran
    Array, 100789 , 2026
    2026
  • Deep Learning-Enhanced Hyperspectral Imaging for Real-Time Surgical Guidance and Intraoperative Tissue Characterization in India
    M Premkumar, SR Ashokkumar, S Anupallavi, R Sangeetha
    Biomedical Applications in Deep Learning-Enhanced Hyperspectral Imaging, 263-300 , 2026
    2026
  • Revolutionizing Patient Care with Biomedical Robotics in Modern Healthcare
    K Moniga, M Premkumar
    BioMed Bots Assurance, 137-162 , 2026
    2026
  • The Digital Technologies in Healthcare: Navigating the Digital Transformation with Security and Operational Efficiencies
    R Sangeetha, M Premkumar, SR Ashokkumar, G Mohanbabu, ...
    BioMed Bots Assurance, 254-279 , 2026
    2026
  • SECURING WIRELESS SENSOR NETWORKS: A SURVEY OF CHALLENGES AND INNOVATIONS
    R Sudha, M Premkumar
    Franklin Open, 100470 , 2025
    2025
  • Enhanced EEG signal classification through integrated DTCWT, human learning optimization, and optimized DBN-HMM models for improved performance
    S Anupallavi, SR Ashokkumar, M Premkumar, R Sangeetha
    Biomedical Signal Processing and Control 110, 108229 , 2025
    2025
    Citations: 5
  • Li-Fi Based Vehicle to Vehicle Communication System for Enhanced Road Safety
    R Sangeetha, M Premkumar, J Josephine Pon Gloria
    2025 IEEE 7th International Conference on Computing, Communication and … , 2025
    2025
  • An in-depth exploration of CNN-based deep learning models in cervical carcinoma analysis
    P Karthika, M Premkumar
    Advances in Biomarker Sciences and Technology , 2025
    2025
    Citations: 1
  • AI Based Strategic Decision Framework for Precise E-Commerce Applications and Ensuring Consumer Trust through Tactical Precision and Decision-Driven Strategies
    M Premkumar, SR Ashokkumar, S Anupallavi, D Srinivasan, K Prema, ...
    Results in Engineering, 108191 , 2025
    2025
    Citations: 3
  • Light Weight Hybrid (DRBF-GRU) Deep Learning for DoS Attack Detection in Real IoT World WSN
    A Puviarasu, VK Sudha, M Premkumar, C Ganesh
    2025 10th International Conference on Communication and Electronics Systems … , 2025
    2025
  • Hybrid Logic Locking Using Horned Lizard Optimization and Q-Learning for Secure Hardware Design
    S Karthik, C Sujatha, M Premkumar
    TEHNICKI VJESNIK-TECHNICAL GAZETTE 32 (5), 1876-1882 , 2025
    2025
  • Real-Time Monitoring of Brackish Water Quality using an IoT System with LoRaWAN Technology
    S Anupallavi, R Sangeetha, M Premkumar, R Megala, ...
    2025 International Conference on Computational Innovations and Engineering … , 2025
    2025
  • Symmetrically Stepped Reflective Surfaces for Enhanced Multiband Stealth and Phase Cancellation
    JPG Jeyaraj, S Jayakumar, M Premkumar, R Sangeetha, ...
    2025
    Citations: 1
  • Unveiling the Potential of Wearable Antennas and Microwave Technology in Kidney Cancer Detection
    R Sangeetha, G Mohanbabu, M Premkumar, S Jayakumar
    Journal of The Institution of Engineers (India): Series B 105 (6), 1835-1851 , 2024
    2024
    Citations: 3
  • Detecting and mitigating low-rate DoS and DDoS attacks: multimodal fusion of time-frequency analysis and deep learning model
    T Yuvaraja, WG Rajan Salem Jeyaseelan, SR Ashokkumar, ...
    Tehnički vjesnik 31 (2), 495-501 , 2024
    2024
    Citations: 7
  • A review on wideband high-gain low-THz antennas for wireless applications
    D Srinivasan, M Premkumar, SD Nivethika, P Dhilipkumar, ...
    2024 11th International Conference on Computing for Sustainable Global … , 2024
    2024
    Citations: 6
  • Deep learning based DDoS attack detection in internet of things: an optimized CNN-BiLSTM architecture with transfer learning and regularization techniques
    I Jebril, M Premkumar, G Muttashar Abdulsahib, SR Ashokkumar, ...
    Infocommunications Journal 16 (1), 2-11 , 2024
    2024
    Citations: 21
  • A combined scheme based on artificial immune system for selective forwarding attack detection in event driven wireless sensor networks
    T Yuvaraja, S Sumithra, M Jeyalakshmi, M Premkumar
    Tehnički vjesnik 31 (1), 156-161 , 2024
    2024
    Citations: 2

MOST CITED SCHOLAR PUBLICATIONS

  • DLDM: Deep learning-based defense mechanism for denial of service attacks in wireless sensor networks
    M Premkumar, TVP Sundararajan
    Microprocessors and Microsystems 79, 103278 , 2020
    2020
    Citations: 146
  • Human action recognition based on spatial–temporal relational model and LSTM-CNN framework
    N Senthilkumar, M Manimegalai, S Karpakam, SR Ashokkumar, ...
    Materials today: proceedings 57, 2087-2091 , 2022
    2022
    Citations: 42
  • Implementation of deep neural networks for classifying electroencephalogram signal using fractional S‐transform for epileptic seizure detection
    SR Ashokkumar, S Anupallavi, M Premkumar, V Jeevanantham
    International Journal of Imaging Systems and Technology , 2021
    2021
    Citations: 42
  • Scalable and energy efficient cluster based anomaly detection against denial of service attacks in wireless sensor networks
    M Premkumar, SR Ashokkumar, V Jeevanantham, G Mohanbabu, ...
    Wireless Personal Communications 129 (4), 2669-2691 , 2023
    2023
    Citations: 34
  • Defense countermeasures for DoS attacks in WSNs using deep radial basis networks
    M Premkumar, TVP Sundararajan
    Wireless Personal Communications 120 (4), 2545-2560 , 2021
    2021
    Citations: 30
  • Security behavior analysis in web of things smart environments using deep belief networks
    M Premkumar, SR Ashokkumar, G Mohanbabu, V Jeevanantham, ...
    International Journal of Intelligent Networks 3, 181-187 , 2022
    2022
    Citations: 29
  • Emotion identification by dynamic entropy and ensemble learning from electroencephalogram signals
    SR Ashokkumar, S Anupallavi, G MohanBabu, M Premkumar, ...
    International Journal of Imaging Systems and Technology 32 (1), 402-413 , 2022
    2022
    Citations: 28
  • A decision science approach using hybrid eeg feature extraction and gan-based emotion classification
    OI Khalaf, A SR, S Dhanasekaran, GM Abdulsahib
    Advances in Decision Sciences 27 (1), 172-191 , 2023
    2023
    Citations: 22
  • Deep learning based DDoS attack detection in internet of things: an optimized CNN-BiLSTM architecture with transfer learning and regularization techniques
    I Jebril, M Premkumar, G Muttashar Abdulsahib, SR Ashokkumar, ...
    Infocommunications Journal 16 (1), 2-11 , 2024
    2024
    Citations: 21
  • Dynamic defense mechanism for DoS attacks in wireless environments using hybrid intrusion detection system and statistical approaches
    M Premkumar, TVP Sundararajan, G Mohanbabu
    Tehnički vjesnik 29 (3), 965-970 , 2022
    2022
    Citations: 17
  • Design of cost-effective real time tremor alerting system for patients of neurodegenerative diseases
    M Premkumar, SR Ashokkumar, V Jeevanantham, SA Pallavi, ...
    Materials Today: Proceedings 57, 1989-1994 , 2022
    2022
    Citations: 17
  • Quantifying functional connectivity network through synchronization and graph theory approaches for seizure prediction
    SR Ashokkumar, M Premkumar, S Anupallavi, V Jeevanantham, ...
    Wireless Personal Communications 129 (1), 747-780 , 2023
    2023
    Citations: 13
  • Various Defense Countermeasures against DoS Attacks in Wireless Sensor Networks
    M Premkumar, TVP Sundararajan, K Vinoth Kumar
    INTERNATIONAL JOURNAL OF SCIENTIFIC & TECHNOLOGY RESEARCH 8 (10), 2926-2935 , 2019
    2019
    Citations: 11
  • Design of circular ring shaped UWB antenna for BANs and MI applications
    M Premkumar, A Muthukrishnan, S Nagakumararaj, R Sathesh Raaj
    2023 9th International Conference on Advanced Computing and Communication … , 2023
    2023
    Citations: 8
  • Application of multi-domain feature for automated seizure detection from EEG signal
    SR Ashokkumar, M Premkumar, P Dhilipkumar, P Naveen
    2022 3rd International Conference on Smart Electronics and Communication … , 2022
    2022
    Citations: 8
  • Dynamic uneven clustering protocol for efficient energy management in EH-WSNs
    A Puviarasu, M Balaji, R Thirukkumaran, AS Kumar, M Premkumar
    Materials Today: Proceedings 57, 2092-2095 , 2022
    2022
    Citations: 8
  • Design of an EEG-based transceiver with data decomposition for IoHT applications
    M Premkumar, V Jeevanantham, S Anupallavi
    2021 fifth International Conference on I-SMAC (IoT in social, mobile … , 2021
    2021
    Citations: 8
  • Efficient broadcast authentication using TSG algorithm for WSN
    M Premkumar, M Kathiravan, R Thirukkumaran
    International Journal of Computer Applications 58 (4), 34-39 , 2012
    2012
    Citations: 8
  • Detecting and mitigating low-rate DoS and DDoS attacks: multimodal fusion of time-frequency analysis and deep learning model
    T Yuvaraja, WG Rajan Salem Jeyaseelan, SR Ashokkumar, ...
    Tehnički vjesnik 31 (2), 495-501 , 2024
    2024
    Citations: 7
  • A review on wideband high-gain low-THz antennas for wireless applications
    D Srinivasan, M Premkumar, SD Nivethika, P Dhilipkumar, ...
    2024 11th International Conference on Computing for Sustainable Global … , 2024
    2024
    Citations: 6