Author

Aparna Mohanty

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Open access Aug 2026

FedPome: federated deep learning for real-time pomegranate disease classification

Pomegranate cultivation faces significant productivity losses due to fungal and bacterial diseases, yet existing automated detection systems rely on centralized deep learning pipelines that require raw image data aggregation, raising data privacy concerns in distributed agricultural settings. This paper proposes a fede...

Lokesh S, A. K, A. M. et al. · Frontiers in Plant Science · 0 citations

Open access Aug 2026

Enhancing Agricultural Management With Internet of Things and Deep Learning

This work proposes an IoT‐enabled smart farming system integrating machine learning, deep learning, and automation for agricultural management that improves productivity, efficiency, and sustainability in resource‐constrained agricultural environments.

C. P. Mohanty, Aparna Mohanty, G. Sumathi · Engineering Reports · 0 citations