Author

Rajiv Kumar Gill

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Conference Aug 2026

A Systematic Literature Review of Distributed Machine Learning for Sustainable IoT Applications: Architectures, Privacy Preserving Techniques, and Green AI Metrics

With the increasing deployment of IoT, the data is spread across the network, which is difficult to centralize because of privacy concerns, communication cost, and energy consumption. This paper is a systematic literature review of distributed machine learning (DML) for sustainable IoT, which includes architectures, pr...

Harshita Pandey, Rajiv Kumar Gill, Sarita Negi et al. · International Conference Inn... · 0 citations

Conference Aug 2026

Machine Learning Based Air Quality Prediction for Smart Cities: A Comprehensive Review of Deep Learning Architectures, Hybrid Models, and Real-World Applications

Pollution of air is one of the most critical environmental and public-health problems in urban regions and it is important to have predictive models to predict and give early warning. The literature survey of the paper covers all the machine learning and deep learning models used in air quality index (AQI) and concentr...

Harshita Badwal, Rajiv Kumar Gill, Babita Kumari et al. · International Conference Inn... · 0 citations

Open access Aug 2026

SHAP-guided Machine Learning for Interpretable Band Gap Prediction and Inverse Design in ABX₃ Perovskites

The (ABX₃) perovskites form the basis of the future of optoelectronics, but the limiting DFT calculations remain the bottleneck to high-throughput density screening. Our presented explainable machine learning (ML) framework, based on SHapley Additive exPlanations (SHAP), attains a mean absolute error (MAE) of 0.2644 ...

Aldrin Manon, Rajiv Kumar Gill, vijay kumar et al. · International Journal of Com... · 0 citations