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Fault Tolerant Control Using Gaussian Processes and Model Predictive Control

International Journal of Applied Mathematics and Computer Science's Cover Image
International Journal of Applied Mathematics and Computer Science
Safety, Fault Diagnosis and Fault Tolerant Control in Aerospace Systems, Silvio Simani, Paolo Castaldi (Eds.)

Cite

Anon (1980). Military specification, flying qualities of piloted airplanes, MIL-F-8785C.Search in Google Scholar

Anon (2015). Federal motor vehicle safety standards, Standard no. 135: Light vehicle brake systems, Technical report, National Highway Traffic Safety Administration, Washington, DC, http://www.access.gpo.gov/nara/cfr/waisidx_08/49cfr571_08.html.Search in Google Scholar

Åström, K.J. (1970). Introduction to Stochastic Control Theory, Academic Press, New York, NY.Search in Google Scholar

Deisenroth, M. (2010). Efficient Reinforcement Learning Using Gaussian Processes, KIT Scientific Publishing, Karlsruhe.Search in Google Scholar

Deisenroth, M. and Rasmussen, C. (2011). PILCO: A model based and data-efficient approach to policy search, Proceedings of the 28th International Conference on Machine Learning, Bellevue, WA, pp. 465-472.Search in Google Scholar

Edwards, C., Lombaerts, T. and Smaili, H. (2010). Fault Tolerant Flight Control, Lecture Notes in Control and Information Sciences, Vol. 399, Springer-Verlag, Berlin/Heidelberg.Search in Google Scholar

Hall, J. (2013). Machine Learning for Control: Incorporating Prior Knowledge, Ph.D. thesis, University of Cambridge, Cambridge.Search in Google Scholar

Hall, J., Rasmussen, C. and Maciejowski, J. (2012). Modelling and control of nonlinear systems using Gaussian processes with partial model information, Proceedings of the IEEE 51st Annual Conference on Decision and Control, Maui, HI, USA, pp. 5266-5271.Search in Google Scholar

Hartley, E., Jerez, J., Suardi, A., Maciejowski, J., Kerrigan, E. and Constantinides, G. (2012). Predictive control of a Boeing 747 aircraft using an FPGA, Proceedings of the IFAC NMPC’12 Conference, Noordwijkerhout, The Netherlands, pp. 80-85.Search in Google Scholar

Hartley, E.N., Jerez, J.L., Suardi, A., Maciejowski, J.M., Kerrigan, E.C. and Constantinides, G.A. (2014). Predictive control using an FPGA with application to aircraft control, IEEE Transactions on Control Systems Technology 22(3): 1006-1017.10.1109/TCST.2013.2271791Search in Google Scholar

Huzmezan, M. and Maciejowski, J. (1999). Reconfigurable flight control during actuator failures using predictive control, 14th IFAC World Congress, Beijing, China, pp. 301-306.Search in Google Scholar

Joosten, D. and Maciejowski, J. (2009). Model predictive controller design for fault-tolerant flight control purposes based upon an existing output feedback controller, Proceedings of the 7th IFAC Safeprocess Symposium, Barcelona, Spain, pp. 253-258.Search in Google Scholar

Kocijan, J., Murray-Smith, R., Rasmussen, C. and Likar, B. (2003). Predictive control with Gaussian process models, Proceedings of IEEE Region 8 EUROCON 2003: Computer as a Tool, Ljubljana, Slovenia, Vol. 1, pp. 352-356.Search in Google Scholar

Maciejowski, J.M. (1998). The implicit daisy-chaining property of constrained predictive control, Applied Mathematics and Computer Science 8(4): 695-711.Search in Google Scholar

Maciejowski, J.M. (1999). Modelling and predictive control: Enabling technologies for reconfiguration, Annual Reviews in Control 23(1): 13-23.10.1016/S1367-5788(99)00003-6Search in Google Scholar

Maciejowski, J. (2002). Predictive Control with Constraints, Prentice-Hall, Harlow.Search in Google Scholar

Maciejowski, J. and Jones, C. (2003). Fault-tolerant flight control case study: Flight 1862, Proceedings of the 5th IFAC Safeprocess Symposium, Washington, DC, USA, pp. 265-276.Search in Google Scholar

Maciejowski, J. and Yang, X. (2013). Fault tolerant control using Gaussian processes and model predictive control, Proceedings of the 2nd International Conference on Control and Fault-Tolerant Systems, Nice, France, pp. 1-12.Search in Google Scholar

Rasmussen, C. and Williams, C. (2006). Gaussian Processes for Machine Learning, MIT Press, Cambridge, MA.10.7551/mitpress/3206.001.0001Search in Google Scholar

Rawlings, J. and Mayne, D. (2009). Model Predictive Control: Theory and Design, Nob Hill Publishing, Madison, WI.Search in Google Scholar

Snelson, E. and Ghahramani, Z. (2005). Sparse Gaussian processes using pseudo-inputs, NIPS 2005, Vancouver, Canada.Search in Google Scholar

Wächter, A. and Biegler, L.T. (2006). On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming, Mathematical Programming 106(1): 25-57. 10.1007/s10107-004-0559-ySearch in Google Scholar

eISSN:
2083-8492
Language:
English
Publication timeframe:
4 times per year
Journal Subjects:
Mathematics, Applied Mathematics