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Author

Renu Bagoria

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Open access Sep 2026

Weather Forecasting Using a PCA-Based Optimized Random Forest Classification Technique

Accurate weather prediction is essential for agriculture, aviation, transportation and disaster management, yet conventional statistical and physics-based forecasting models struggle to capture the non-linear and highly correlated relationships that exist among meteorological variables such as temperature, humidity, wi...

Chandan Mahto, Renu Bagoria · 0 citations
Jul 2026

INTELLIGENT MACHINE LEARNING FRAMEWORK FOR ENERGY CONSUMPTION PREDICTION IN SMART BUILDINGS: A COMPARATIVE STATISTICAL AND PREDICTIVE DIAGNOSTIC ANALYSIS

A detailed machine learning model to forecast energy usage in an IoT-monitored educational facility in Jaipur, India, during one operation regimes, namely mechanical cooling (AC-ON), serves to legitimize ensemble machine learning as a sound premise toward the smart building environment in terms of defining intelligent...

Siddharth Gupta, Renu Bagoria · 0 citations

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