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Author

Izabela Rojek

2 papers indexed here

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Open access Sep 2026

Generative AI vs. Traditional Machine Learning for Energy-Efficient and Circular Manufacturing in Industry 5.0: A Life-Cycle-Based Framework for Sustainable Manufacturing

This study proposes an integrated Industry 5.0 framework that compares and combines generative artificial intelligence (GenAI) with traditional machine learning (ML) to enhance the sustainability of manufacturing systems. This framework supports energy-efficient process optimisation, waste minimisation, material recycl...

Izabela Rojek, D. Mikołajewski · 1 citation
Review Open access Jul 2026

AI-Based Autonomous Security for Cyber–Physical Systems 2.0 in IoT Ecosystems—A Narrative Review

How artificial intelligence (AI), machine learning (ML), and generative AI (GenAI) enhance real-time threat detection, prediction, and response in distributed environments in distributed environments is explored, and the role of edge computing in decentralizing intelligence is highlighted, thereby reducing latency and...

Izabela Rojek, P. Kotlarz, D. Mikołajewski · 0 citations

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