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Author

Małgorzata Grzelak

2 papers indexed here

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Open access Aug 2026

Detection of Surface Urban Heat Islands in Warsaw Using Satellite Remote Sensing and Machine Learning

Urban heat islands (UHI) intensify as cities expand, exposing residents to elevated thermal stress and complicating urban climate adaptation planning. Existing satellite-based approaches to detecting surface urban heat islands (SUHI) typically rely on a single class of data and narrow temporal windows, limiting their a...

Małgorzata Grzelak, Olimpia Sobczyk · 0 citations
Open access Aug 2026

Predictive Maintenance in Logistics Fleets: A Comparative Evaluation of Random Forest, XGBoost, and Logistic Regression Using Operational and Technical Indicators

Background: Predictive maintenance (PdM) is increasingly recognized as essential for reducing fleet downtime and maintenance costs, yet the existing literature on transport and logistics fleets relies predominantly on traditional or single-model approaches, with ensemble methods such as random forest and gradient boost...

Małgorzata Grzelak, D. Voicu, R. Stoica et al. · 0 citations

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