Author

Pradeep Kumar

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Open access Oct 2026

Assessing urban development trajectories using landscape expansion metrics and multivariate statistical approaches: evidences from rohtak city, NCR, India

Rohtak, which is a major city in the National Capital Region (NCR) of India, has experienced a fast-tracked transformation over the last 40 years as shown by the increased population growth through migration, urban development, and spatial restructuring. The research applies the landscape ecological metrics and the mul...

Bharat Bhushan, Surender Singh, Somnath Mandal et al. · Frontiers in Remote Sensing · 0 citations

Open access Jul 2026

A BiLSTM-driven framework for operational PM2.5 forecasting: integrating meteorological kinematics for urban air quality management

The accelerating impact of climate change on meteorological dynamics and air quality across India poses a pressing challenge for urban sustainability and public health resilience. In this study, we present a data-driven AI framework based on Bidirectional Long Short-Term Memory (BiLSTM) networks to forecast PM₂.₅ con...

Vinayak Gupta, Yajnaseni Dash, Ankush Goyal et al. · Frontiers in Climate · 0 citations