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Author

Anik Sen

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Open access Jul 2026

Automated fault detection in solar panels using customized EfficientNetB0 with explainable AI solution for real-time monitoring

A deep learning-based fault detection framework utilizing a customized EfficientNetB0 architecture for the classification of common panel defects that demonstrates consistent performance under different lighting and weather conditions, providing a robust solution for real-time solar panel condition monitoring and maint...

S. Sneha, Anik Sen, Sumaiya Malik et al. · 0 citations
Conference Jul 2026

A Federated Learning Framework for Brain Tumour Detection Using Xception Convolutional Neural Network with CKKS-Based Secure Aggregation

Federated learning (FL) enables collaborative medical image analysis without centralising sensitive data, making it highly suitable for privacy-critical applications such as brain tumour detection from magnetic resonance imaging (MRI). However, conventional FL frameworks remain vulnerable to parameter-level information...

Anik Sen, Swee-Huay Heng, Shing-Chiang Tan · 0 citations
Conference Jul 2026

PryML: Privacy-Preserving Federated Learning under Data Heterogeneity using CKKS Encryption

Federated Learning enables collaborative model training across distributed clients without centralizing raw data, offering privacy advantages for sensitive domains such as healthcare and finance. However, recent work has shown that standard federated protocols remain vulnerable to gradient inversion attacks, where a ma...

Alareqi Mohammed Muneer Mohammed Thabit, Heng Swee Huay, Anik Sen · 0 citations

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