Marco Macchi

Politecnico di Milano

Papers

4

Total Citations

36

H-Index

3

About

Marco Macchi is a researcher whose work sits at the intersection of intelligent manufacturing, maintenance engineering, and sustainable production systems. His research spans condition-based and predictive maintenance, collaborative robotics, and human-robot interaction for end-of-life product disassembly — areas increasingly central to the vision of Industry 4.0 and smart factories. Macchi's most impactful contribution to date is his 2023 framework for fault detection and diagnostics in articulated collaborative robots, which employs hybrid AI modelling to support predictive maintenance strategies within cyber-physical systems — a paper that has already attracted 22 citations, signalling strong community interest. His earlier 2014 work on smart sensors for condition-based maintenance demonstrated prescient attention to prognostic maintenance solutions, laying conceptual groundwork that his later research continues to build upon. More recently, Macchi has turned toward sustainable manufacturing challenges, developing knowledge graph-driven reasoning systems and digital twin platforms to enable intelligent, human-robot collaborative disassembly of end-of-life products. These contributions directly address circular economy imperatives. Across his career, Macchi consistently bridges theoretical AI methodologies with practical industrial application, making his work valuable reading for researchers in maintenance engineering, robotics, and green manufacturing alike.

Research Focus

Key Achievements

3
H-Index
4
Papers
36
Total Citations
9
Avg Citations/Paper
🏆 Most Cited Paper
A framework for fault detection and diagnostics of articulated collaborative robots based on hybrid series modelling of Artificial Intelligence algorithms
22 citations · 2023
📈 Most Prolific Year: 2025 (2 Papers)
🤝 Key Collaborators: 11
🏛 Institutions: Politecnico di Milano

Top Papers

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Key Collaborators

Contact & Links

Available for collaboration
Content generated · 14 days ago