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Original Articles

PriMa: a prescriptive maintenance model for cyber-physical production systems

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Pages 482-503 | Received 30 May 2018, Accepted 09 Jan 2019, Published online: 20 Feb 2019

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Mohd Javaid, Shahbaz Khan, Abid Haleem & Shanay Rab. (2022) Adoption of modern technologies for implementing industry 4.0: an integrated MCDM approach. Benchmarking: An International Journal.
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Crossref
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Crossref
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Crossref
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Crossref
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Crossref
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Crossref
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Crossref
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Crossref
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Crossref
Emil Blixt Hansen & Simon Bøgh. (2021) Artificial intelligence and internet of things in small and medium-sized enterprises: A survey. Journal of Manufacturing Systems 58, pages 362-372.
Crossref
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Crossref
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Crossref
Theresa Madreiter, Linus Kohl & Fazel Ansari. 2021. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems 161 170 .
Chen-Khong Tham & Naman Sharma. 2021. Mobile Edge Computing. Mobile Edge Computing 167 181 .
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Crossref
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Itxaro Errandonea, Sergio Beltrán & Saioa Arrizabalaga. (2020) Digital Twin for maintenance: A literature review. Computers in Industry 123, pages 103316.
Crossref
Adauto Bueno, Moacir Godinho Filho & Alejandro G. Frank. (2020) Smart production planning and control in the Industry 4.0 context: A systematic literature review. Computers & Industrial Engineering 149, pages 106774.
Crossref
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Fabrizio Bonacina, Eric Stefan Miele & Alessandro Corsini. (2020) Time Series Clustering: A Complex Network-Based Approach for Feature Selection in Multi-Sensor Data. Modelling 1:1, pages 1-21.
Crossref
Nikolay Shilov, Alexander Smirnov & Fazel Ansari. (2020) Ontologies in Smart Manufacturing: Approaches and Research Framework. Ontologies in Smart Manufacturing: Approaches and Research Framework.
Rui Zheng & Viliam Makis. (2020) Optimal condition-based maintenance with general repair and two dependent failure modes. Computers & Industrial Engineering 141, pages 106322.
Crossref
Ricardo Silva Peres, Xiaodong Jia, Jay Lee, Keyi Sun, Armando Walter Colombo & Jose Barata. (2020) Industrial Artificial Intelligence in Industry 4.0 - Systematic Review, Challenges and Outlook. IEEE Access 8, pages 220121-220139.
Crossref
Kai Schenkelberg, Ulrich Seidenberg & Fazel Ansari. (2020) Supervised Machine Learning for Knowledge-Based Analysis of Maintenance Impact on Profitability. IFAC-PapersOnLine 53:2, pages 10651-10657.
Crossref
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Crossref
Fazel Ansari, Philipp Hold & Marjan Khobreh. (2020) A knowledge-based approach for representing jobholder profile toward optimal human–machine collaboration in cyber physical production systems. CIRP Journal of Manufacturing Science and Technology 28, pages 87-106.
Crossref
Fei Zhao, Xuejuan Liu, Rui Peng & Jianshe Kang. (2020) Joint optimization of inspection and spare ordering policy with multi-level defect information. Computers & Industrial Engineering 139, pages 106205.
Crossref
Rana Farah, Simon Hallé, Jiye Li, Freddy Lécué, Baptiste Abeloos, Dominique Perron, Juliette Mattioli, Pierre-Luc Gregoire, Sebastien Laroche, Michel Mercier & Paul Cocaud. 2020. The Semantic Web – ISWC 2020. The Semantic Web – ISWC 2020 515 530 .
Marcel André Hoffmann & Rainer Lasch. 2020. Smart and Sustainable Supply Chain and Logistics – Trends, Challenges, Methods and Best Practices. Smart and Sustainable Supply Chain and Logistics – Trends, Challenges, Methods and Best Practices 423 439 .
Fazel Ansari & Walter Mayrhofer. 2020. Online Teaching and Learning in Higher Education. Online Teaching and Learning in Higher Education 185 201 .
Giuseppe Fenza, Mariacristina Gallo, Vincenzo Loia, Domenico Marino, Francesco Orciuoli & Alberto Volpe. 2020. Advanced Information Networking and Applications. Advanced Information Networking and Applications 1057 1068 .
Suresh Choubey, Ryan Benton & Tom Johnsten. (2019) Prescriptive Equipment Maintenance: A Framework. Prescriptive Equipment Maintenance: A Framework.
Anton Stockert, Robert Glawar, Fazel Ansari & Wilfried Sihn. (2019) Qualitätsprognose anhand Prozess-parametern einer Papiermaschine mittels Industrial Data Science. ZWF Zeitschrift für wirtschaftlichen Fabrikbetrieb 114:5, pages 310-313.
Crossref
Yanqun Liao, Haikang Liu, Jing Yuan, Yang Xu, Wenjun Zhou & Chengke Zhou. (2019) A Holistic Approach to Risk-Based Maintenance Scheduling for HV Cables. IEEE Access 7, pages 118975-118985.
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