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Author

P. Malathi

4 papers indexed here

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Conference Aug 2026

ICAG-NET: A Hybrid CNN–Transformer for Real-Time Plant Disease Identification

Plants are among the basic resources available on the earth, as agriculture yields many crops. The diseases of plants can affect global agriculture by influencing the production of agricultural products, and the loss of economic value of crop yield may lead to shortages of food supply. Accurate and quick diagnosis of p...

P. Malathi, SanjitRam P, Thirumalai C et al. · 0 citations
Conference Aug 2026

Federated Learning-Driven Cyberattack Detection Framework for Scalable Smart Healthcare IoT Systems

Smart Healthcare Internet of Things (IoT) technologies have revolutionized the healthcare sector by providing facilities to monitor patients intelligently, diagnose remotely, wearable medical systems, telemedicine platforms, and communication of healthcare data in real time. All these developments notwithstanding, the...

R. Kanmani, P. Malathi · 0 citations
Conference Aug 2026

Lightweight AI-Driven Intrusion Detection and Energy-Efficient Cryptographic Framework for Sustainable and Resilient IoT Network Security

With the number of devices that support the Internet of Things (IoT) exploding, there are new and unprecedented security issues to deal with, while classic intrusion detection and cryptographic techniques are too expensive for computational and energy-constrained environments. This paper introduces a single lightweight...

R. Kanmani, P. Malathi · 0 citations
Conference Aug 2026

Adaptive Deep Learning-Based Intrusion Detection System for Intelligent IoT Communication Environments

With the advent of the Internet of Things (IoT) technologies, smart devices, industrial automation, healthcare, transportation, and smart city environments are now becoming intelligent and connected. The diversity and limited resources of IoT networks, however, make them particularly susceptible to new cyber-attacks su...

R. Kanmani, P. Malathi · 0 citations

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