Remaining useful life estimation in aeronautics: Combining data-driven and Kalman filtering

作者: Marcia Baptista , Elsa M.P. Henriques , Ivo P. de Medeiros , Joao P. Malere , Cairo L. Nascimento

DOI: 10.1016/J.RESS.2018.01.017

关键词:

摘要: … Kalman-based models are better in precision and convergence. It was also found that the Kalman filtering … suggests that Kalman filters may work the best for instance-based methods. …

参考文章(25)
Kai Goebel, Jose R Celaya, Abhinav Saxena, Uncertainty Representation and Interpretation in Model-based Prognostics Algorithms based on Kalman Filter Estimation Annual Conference of the PHM Society. ,vol. 4, ,(2012) , 10.36001/PHMCONF.2012.V4I1.2110
Kai Goebel, Matthew J. Daigle, A Model-Based Prognostics Approach Applied to Pneumatic Valves International Journal of Prognostics and Health Management. ,vol. 2, pp. 1- 16 ,(2011) , 10.36001/IJPHM.2011.V2I2.1359
Arthur Gelb, Applied Optimal Estimation ,(1974)
Jia-qi Guo, Dong Song, Dong-ying Chen, The Research of the Fault Diagnosis Method Based on Logic Equations on Central Maintenance System Proceedings of the First Symposium on Aviation Maintenance and Management-Volume I. pp. 431- 438 ,(2014) , 10.1007/978-3-642-54236-7_48
Robert Tibshirani, Trevor Hastie, Jerome H. Friedman, The Elements of Statistical Learning ,(2001)
Bernt M. Åkesson, John Bagterp Jørgensen, Niels Kjølstad Poulsen, Sten Bay Jørgensen, A tool for kalman filter tuning Computer-aided chemical engineering. ,vol. 24, pp. 859- 864 ,(2007) , 10.1016/S1570-7946(07)80166-0
Kevin Beyer, Jonathan Goldstein, Raghu Ramakrishnan, Uri Shaft, When Is ''Nearest Neighbor'' Meaningful? international conference on database theory. pp. 217- 235 ,(1999) , 10.1007/3-540-49257-7_15
O.V. Korniyenko, M.S. Sharawi, D.N. Aloi, Neural Network Based Approach for Tuning Kalman Filter electro information technology. pp. 1- 5 ,(2005) , 10.1109/EIT.2005.1626991
Thomas D. Powell, Automated Tuning of an Extended Kalman Filter Using the Downhill Simplex Algorithm Journal of Guidance, Control, and Dynamics. ,vol. 25, pp. 901- 908 ,(2002) , 10.2514/2.4983
M. Daigle, B. Saha, K. Goebel, A comparison of filter-based approaches for model-based prognostics ieee aerospace conference. pp. 1- 10 ,(2012) , 10.1109/AERO.2012.6187363