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Author

Pankaj Kumar

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Aug 2026

AI-Driven Lightning Risk Mapping in Bihar, India: An Ensemble Machine Learning Approach

Lightning strikes are a recurrent, spatially concentrated hazard in Bihar, India, with peak incidence between May and September driving substantial casualties and economic losses. This study presents a district-level lightning vulnerability assessment for all 38 districts of Bihar (2019–2025), integrating geospatial...

Anand Shankar, Ashish Kumar, Pankaj Kumar et al. · 0 citations

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