Auto-encoder and bidirectional long short-term memory based automated arrhythmia classification for ECG signal. - M. Ramkumar 001; R. Sarath Kumar; A. Manjunathan; M. Mathankumar; Jenopaul Pauliah (Biomed. Signal Process. Control., 2022)

Multiscale Laplacian graph kernel features combined with tree deep convolutional neural network for the detection of ECG arrhythmia. - M. Ramkumar 001; A. Lakshmi; M. Pallikonda Rajasekaran; A. Manjunathan (Biomed. Signal Process. Control., 2022)

Enhanced Elman Spike Neural Network fostered intrusion detection framework for securing wireless sensor network. - R. Sarath Kumar; P. Sampath; M. Ramkumar 001 (Peer Peer Netw. Appl., 2023)

Deep convolutional neural network optimized with hybrid marine predator's and nomadic people optimization for cardiac arrhythmia classification using ECG signals. - M. Ramkumar 001; Manjunathan Alagarsamy; D. Pradeep; R. Ramesh (Biomed. Signal Process. Control., 2023)

Ensemble classifier fostered detection of arrhythmia using ECG data. - M. Ramkumar 001; Manjunathan Alagarsamy; A. Balakumar; S. Pradeep (Medical Biol. Eng. Comput., 2023)

Cardiac arrhythmias detection framework based on higher-order spectral distribution with deep learning. - S. Karthikeyani; S. Sasipriya; M. Ramkumar 001 (Biomed. Signal Process. Control., 2024)

Attention induced multi-head convolutional neural network organization with MobileNetv1 transfer learning and COVID-19 diagnosis using jellyfish search optimization process on chest X-ray images. - M. Ramkumar 001; M. S. Gowtham; S. Syed Jamaesha; M. Vigenesh (Biomed. Signal Process. Control., 2024)

Artificial self-attention rabbits battle royale multiscale network based robust and secure data transmission in mobile Ad Hoc networks. - M. S. Gowtham; M. Ramkumar 001; S. Syed Jamaesha; M. Vigenesh (Comput. Secur., 2024)

A source location privacy protocol-based energy-efficient and link-reliable multi-scale bifurcated deep Capsnet routing in social Internet of Things. - Gowtham Mariappan Sakthivel; Arunkumar Subramanian; Jamaesha Syed Mohammadu; Ramkumar Muthukrishnan (Int. J. Commun. Syst., 2024)

Residual based temporal attention convolutional neural network for detection of distributed denial of service attacks in software defined network integrated vehicular adhoc network. - V. Karthik; R. Lakshmi; Salini Abraham; M. Ramkumar 001 (Int. J. Netw. Manag., 2024)

Hybrid Radix-16 booth encoding and rounding-based approximate Karatsuba multiplier for fast Fourier transform computation in biomedical signal processing application. - Dinesh Kumar Jayaraman Rajanediran; C. Ganesh Babu; Priyadharsini K; M. Ramkumar 001 (Integr., 2024)

Bidirectional gated recurrent unit with auto encoders for detecting arrhythmia using ECG data. - R. Sarankumar; M. Ramkumar 001; K. Vijaipriya; R. Velselvi (Knowl. Based Syst., 2024)

Brain tumor segmentation and survival time prediction using graph momentum fully convolutional network with modified Elman spike neural network. - M. Ramkumar 001; R. Sarath Kumar; R. Padmapriya; S. Karthick (Int. J. Imaging Syst. Technol., 2024)

An artificial immune system-based algorithm for selfish node detection in Mobile Ad Hoc Networks (MANETs). - M. S. Gowtham; M. Vigenesh; M. Ramkumar 001 (Trans. Emerg. Telecommun. Technol., 2024)

IoT and cloud computing-based automated epileptic seizure detection using optimized Siamese convolutional sparse autoencoder network. - M. Ramkumar 001; S. Syed Jamaesha; M. S. Gowtham; C. Santhosh Kumar (Signal Image Video Process., 2024)

Deep Artificial Immune System With Malicious Node Detection and Secure Routing Protocol in MANET. - S. Syed Jamaesha; M. S. Gowtham; M. Ramkumar 001 (Trans. Emerg. Telecommun. Technol., 2024)

Residual multiscale attention based modulated convolutional neural network for radio link failure prediction in 5G. - Ranjitham Govindasamy; Sathish Kumar Nagarajan; Jamuna Rani Muthu; M. Ramkumar 001 (Ad Hoc Networks, 2025)

Optimized Auto Separate Federated Graph Neural With Enhanced Well-Known Signature Trust-Based Routing Attacks Detection in Internet of Things. - S. Syed Jamaesha; M. S. Gowtham; M. Ramkumar 001; M. Vigenesh (Trans. Emerg. Telecommun. Technol., 2025)

Design of Ultra-Wideband Millimeter-Wave Circularly Polarized 3D-Printed Lens Antenna Using Optimized Convolutional Spiking Network for Biomedical Application. - M. Ramkumar 001; P. Karthigaikumar; M. S. Gowtham; Sathish Kumar Nagarajan (Int. J. Pattern Recognit. Artif. Intell., 2025)

An Evaluation of Dimensionality Reduction and Classification Techniques for Cardiac Disease Diagnosis from ECG Signals with Various Deep Learning Classifiers. - S. Karthikeyani; S. Sasipriya; M. Ramkumar 001 (Circuits Syst. Signal Process., 2025)

Design of Low Power Area Efficient 2D FIR Filter Using Optimized Multiplier and Adder for Speech Signal Analysis. - B. Maruthi Shankar; M. Ramkumar 001; V. Saravanan (Circuits Syst. Signal Process., 2025)

Point-ConNet: Integrated Power Allocation and Target Assignment for Efficient Multi-Target Tracking in Distributed Radar Networks. - V. Karthik; M. Priya; M. Ramkumar 001; Sathish Kumar Nagarajan (Int. J. Commun. Syst., 2025)

Resnet 152 convolutional adaptive spiral flying sparrow search neural network for image enhancement of video surveillance scene. - J. Angel Ida Chellam; Padmanaban Malliga; Mathankumar Manoharan; M. Ramkumar 001 (Signal Image Video Process., 2025)

An Efficient Fusion of Infrared and Visible Images Using an Optimized Deep Learning Model with Decomposed Non-subsampled Shearlet Structural Patch Transform. - P. Murugeswari; Sonia Jenifer Rayen; M. Ramkumar 001; U. Sakthi (New Gener. Comput., 2025)