A method to develop a high-fidelity gearbox thermal model based on limited temperature measurements

References

• Errandonea, I., S. Beltrán, and S. Arrizabalaga. 2020. “Digital Twin for Maintenance: A Literature Review.” Computers in Industry 123: 103316. https://doi.org/10.1016/j.compind.2020.103316
   Web of Science ®Google Scholar
• Glaessgen, E., and D. Stargel. 2012. The digital twin paradigm for future NASA and US Air Force vehicles. In 53rd AIAA/ASME/ASCE/AHS/ASC structures, structural dynamics and materials conference 20th AIAA/ASME/AHS adaptive structures conference 14th AIAA: 1818.
   Google Scholar
• Tharma, R., R. Winter, and M. Eigner. 2018. “An Approach for the Implementation of the Digital Twin in the Automotive Wiring Harness Field.” DS 92: Proceedings of the DESIGN 2018 15th International Design Conference: 3023–3032. https://doi.org/10.21278/idc.2018.0188
   Google Scholar
• Singh, M., E. Fuenmayor, E. Hinchy, Y. Qiao, N. Murray, and D. Devine. 2021. “Digital Twin: Origin to Future.” Applied System Innovation 4 (2): 36. https://doi.org/10.3390/asi4020036
   Google Scholar
• Phanden, R. K., P. Sharma, and A. Dubey. 2021. “A Review on Simulation in Digital Twin for Aerospace, Manufacturing and Robotics.” Materials Today: Proceedings 38: 174–178. https://doi.org/10.1016/j.matpr.2020.06.446
   Google Scholar
• Wink, C. H., L. Marson, and S. Goyel. 2020. “Hybrid Analytical-Experimental Method to Map Power Losses of Automotive.” Tribology International 143, 106070.
   Web of Science ®Google Scholar
• Shen, Y., S. Rinderknecht, and M. Hoppert. 2017. “General Modelling Method of Power Losses in Transmission with Parameter Identification.” Forschung im Ingenieurwesen 81 (2-3): 117–123. https://doi.org/10.1007/s10010-017-0241-1
   Web of Science ®Google Scholar
• Changenet, C., X. Oviedo-Marlot, and P. Velex. 2006. “Power Loss Predictions in Geared Transmissions Using Thermal Networks-Applications to a Six-Speed Manual Gearbox.” Journal of Mechanical Design 128 (3): 618–625. https://doi.org/10.1115/1.2181601
   Web of Science ®Google Scholar
• Wallscheid, O. 2021. “Thermal Monitoring of Electric Motors: State-of-the-Art Review and Future Challenges.” IEEE Open Journal of Industry Applications 2: 204–223. https://doi.org/10.1109/OJIA.2021.3091870
   Google Scholar
• Rodriguez, Borja, Emilio Sanjurjo, Maurizio Tranchero, Claudio Romano, and Francisco Gonzalez. 2021. “Thermal Parameter and State Estimation for Digital Twins of e-Powertrain Components.” IEEE Access.9: 97384–97400. https://doi.org/10.1109/ACCESS.2021.3094312
   Web of Science ®Google Scholar
• Erazo, Daniel Efren Gaona, Oliver Wallscheid, and Joachim Bocker. 2020. “Improved Fusion of Permanent Magnet Temperature Estimation Techniques for Synchronous Motors Using a Kalman Filter.” IEEE Transactions on Industrial Electronics 67 (3): 1708–1717. https://doi.org/10.1109/TIE.2019.2905817
   Web of Science ®Google Scholar
• Phuc, P. N., D. Bozalakov, H. Vansompel, K. Stockman, and G. Crevecoeur. 2021. “Rotor Temperature Virtual Sensing for Induction Machines Using a Lumped-Parameter Thermal Network and Dual Kalman Filtering.” IEEE Transactions on Energy Conversion 36 (3): 1688–1699. https://doi.org/10.1109/TEC.2021.3060478
   Web of Science ®Google Scholar
• Durand de Gevigney, J., C. Changenet, F. Ville, and P. Velex. 2012. “Thermal Modelling of a Back-to-Back Gearbox Test Machine: Application to the FZG Test Rig.” Proceedings of the Institution of Mechanical Engineers, Part J: Journal of Engineering Tribology 226 (6): 501–515. https://doi.org/10.1177/1350650111433243
   Web of Science ®Google Scholar
• Holman, J. P. 1989. Heat Transfer. 7th ed. New York: Mac Graw-Hill.
   Google Scholar
• Blok, H. 1937. “Theoretical study of temperature rise at surfaces of actual contact under oiliness lubricating conditions.” Proceedings of the Institution of Mechanical Engineers 2: 222–235.
   Google Scholar
• Harris, T. A. 1991. Rolling Bearing Analysis. 3rd ed. New York: John Wiley and Sons.
   Google Scholar
• Niel, D., C. Changenet, and F. Ville. 2018. A new test rig to study rolling element bearing thermomechanical behavior. Paper presented at the International Gear Conference, Lyon, October 27.
   Google Scholar
• Simrit. 1976. Radialwellendichtringe, Katalog Nr 100.
   Google Scholar
• International Organization for Standardization (ISO). 2001. Gears Reducers - Thermal Capacity Part 2: Thermal load-carrying capacity: 42.
   Google Scholar
• Ohlendorf, H. 1958. “Verlustleistung Und Erwärmung Von Stirnrädern.” PhD diss., Technische Universität München.
   Google Scholar
• Martins, R., J. Seabra, A. Brito, C. Seyfert, R. Luther, and A. Igartua. 2006. “Friction Coefficient in FZG Gears Lubricated with Industrial Gear Oils: Biodegradable Ester vs. mineral Oil.” Tribology International 39 (6): 512–521. https://doi.org/10.1016/j.triboint.2005.03.021
   Web of Science ®Google Scholar
• Changenet, C., G. Leprince, F. Ville, and P. Velex. 2011. “A Note on Flow Regimes and Churning Loss Modeling.” Journal of Mechanical Design 133 (12): 1–5. https://doi.org/10.1115/1.4005330
   Web of Science ®Google Scholar