Computer Networks and Communications, Artificial Intelligence, Computer Science, Computer Engineering
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Scopus Publications
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Scholar Citations
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Scholar h-index
Scopus Publications
Autoencoder-based Temporal Convolutional Network for Real-Time Anomaly Detection in Large-Scale Network Traffic Rana Veer Samara Sihman Bharattej R, Raed Hamyd, Mamatha Bai B G, Ch Sandeep Reddy, Sasikumar Gurumoorthy 4th IEEE International Conference on Distributed Computing and Electrical Circuits and Electronics Icdcece 2025, 2025 Nowadays, the rapid growth of network traffic has needed the development of efficient anomaly detection systems to ensure network security and reliability. However, the existing One-Class Support Vector Machine (One-class SVM) model often relay on manual feature engineering which was led to time-consuming and ineffective in detecting unknown threats. Hence, this research proposes an Autoencoder-based Temporal Convolutional Network (AE-TCN) for real-time anomaly detection in large-scale network traffic data. This process begins with the collection of input data from Coburg Intrusion Detection Data Set (CIDDS-001) dataset which consists of real time network traffic data from an internal server and external server. Then, the input data is preprocessed with the help of one-hot encoding to convert the categorical variables into numerical variables. After that, Recursive Feature Elimination (RFE) is employed to select the features namely class label, packets and type of attack by eliminating the irrelevant features from the input data. Finally, AE-TCN is introduced to identify the anomalies in large-scale network traffic data from reconstructed nominal patterns. From the results, the proposed AE-TCN achieved better results in terms of accuracy (99.98%), precision (99.95%), recall (99.26%), and F1 score (99.63%) respectively when compared to existing Convolutional Neural Network (CNN) model.
RECENT SCHOLAR PUBLICATIONS
SYSTEM AND METHOD FOR EXPLAINABLE PLANT DISEASE DETECTION USING RESNET CONVOLUTIONAL NEURAL NETWORKS YMCSRKCAKPRCNCRKKG Ravi IN Patent App. 202641018319 A , 2026 2026
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Enhanced Blockchain-Enabled IoT Healthcare Monitoring with Lightweight Gradient Boosting Model and Differential Privacy CS Reddy, A Chandra, AKP Venkata, J KP 2025 2nd International Conference on Software, Systems and Information … , 2025 2025
AI-Driven Insights: Integrating Deep Learning and Machine Learning Techniques for Early Lung Cancer Detection MMCRAO Mr.K VENKATARANGAIAH ACHARI, Mr.CH SANDEEP REDDY, Mrs. PADIGAPATI ... IN Patent App. 202541044437 A , 2025 2025
Autoencoder-based Temporal Convolutional Network for Real-Time Anomaly Detection in Large-Scale Network Traffic R Hamyd, MB BG, S Reddy, S Gurumoorthy 2025 4th International Conference on Distributed Computing and Electrical … , 2025 2025 Citations: 2
NATURAL LANGUAGE PROCESSING CHSR Dr. A. Kowaar Nikhath, Lakkadl Sphoorthi, Perurl Sudheshna ISBN NO: 978-93-6674-844-3 , 2025 2025
The Influence of Artificial Intelligence on EGovernance and Cybersecurity in Smart Cities A Stakeholder’s Perspective VA Ch.Sandeep Reddy ,B. Pavani, P. Parameshwar Journal of Interdisciplinary Cycle Research 16 (12), 396-404 , 2024 2024
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MOST CITED SCHOLAR PUBLICATIONS
Autoencoder-based Temporal Convolutional Network for Real-Time Anomaly Detection in Large-Scale Network Traffic R Hamyd, MB BG, S Reddy, S Gurumoorthy 2025 4th International Conference on Distributed Computing and Electrical … , 2025 2025 Citations: 2
SYSTEM AND METHOD FOR EXPLAINABLE PLANT DISEASE DETECTION USING RESNET CONVOLUTIONAL NEURAL NETWORKS YMCSRKCAKPRCNCRKKG Ravi IN Patent App. 202641018319 A , 2026 2026
SYSTEM AND METHOD FOR DNA-BASED MEDICAL IMAGE ENCRYPTION IN HEALTHCARE CYBERSECURITY YMAJCSRMTDSPVBJAP Kamalakar IN Patent App. 202641015137 A , 2026 2026
Deep Learning-Based Alzheimer's and Brain Tumor Detection Using VGG16 and VGG19 Models Mr. ch. Sandeep Reddy, K. Bhavani, K.Vaishali, Udaya keerthi UGC 15 (07), 1-8 , 2025 2025
Enhanced Blockchain-Enabled IoT Healthcare Monitoring with Lightweight Gradient Boosting Model and Differential Privacy CS Reddy, A Chandra, AKP Venkata, J KP 2025 2nd International Conference on Software, Systems and Information … , 2025 2025
AI-Driven Insights: Integrating Deep Learning and Machine Learning Techniques for Early Lung Cancer Detection MMCRAO Mr.K VENKATARANGAIAH ACHARI, Mr.CH SANDEEP REDDY, Mrs. PADIGAPATI ... IN Patent App. 202541044437 A , 2025 2025
NATURAL LANGUAGE PROCESSING CHSR Dr. A. Kowaar Nikhath, Lakkadl Sphoorthi, Perurl Sudheshna ISBN NO: 978-93-6674-844-3 , 2025 2025
The Influence of Artificial Intelligence on EGovernance and Cybersecurity in Smart Cities A Stakeholder’s Perspective VA Ch.Sandeep Reddy ,B. Pavani, P. Parameshwar Journal of Interdisciplinary Cycle Research 16 (12), 396-404 , 2024 2024
MANAGEMENT OF OVERABUNDANCE IN HETEROGENEOUS WIRELESS SENSOR NETWORKS ML CH.Sandeep Reddy INTERNATONAL JOURNAL OF INNOVATIVE RESEARCH IN TECHNOLOGY 1 (5), 88-92 , 2014 2014
