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Original Articles

An EM-based identification algorithm for a class of hybrid systems with application to power electronics

, , , &
Pages 1339-1351 | Received 14 Mar 2013, Accepted 15 Dec 2013, Published online: 06 Mar 2014

References

  • Agüero, J.C., Tang, W., Yuz, J.I., Delgado, R., & Goodwin, G.C. (2012). Dual-time frequency domain system identification. Automatica, 48(12), 3031–3041.
  • Aguilera, R.P., Lezana, P., & Quevedo, D.E. (2013). Finite-control-set model predictive control with improved steady-state performance. IEEE Transactions on Industrial Informatics, 9(2), 658–667.
  • Aguilera, R.P., Quevedo, D.E., Summers, T., & Lezana, P. (2008, November). Predictive control algorithm robustness for achieving fault tolerance in multicell converters. Industrial Electronics, 2008. IECON 2008. 34th Annual Conference of IEEE (pp. 3302–3308), Orlando, FL.
  • Almer, S., Mariethoz, S., & Morari, M. (2010). Piecewise affine modeling and control of a step-up DC-DC converter. American Control Conference (ACC), 2010 (pp. 3299–3304). Baltimore, MD.
  • Åström, K. (1970). Introduction to stochastic control theory. New York, NY: Academic Press.
  • Bako, L., Boukharouba, K., & Lecoeuche, S. (2012, July). Recovering piecewise affine maps by sparse optimization. Proceedings of the 16th IFAC Symposium on System Identification (pp. 356–361). Brussels, Belgium.
  • Bejarano, F.J., Ghanes, M., & Barbot, J.P. (2010). Observability and observer design for hybrid multicell choppers. International Journal of Control, 83(3), 617–632.
  • Bemporad, A., Garulli, A., Paoletti, S., & Vicino, A. (2005). A bounded-error approach to piecewise affine system identification. IEEE Transactions on Automatic Control, 50(10), 1567–1580.
  • Boileau, T., Leboeuf, N., Nahid-Mobarakeh, B., & Meibody-Tabar, F. (2011). Online identification of PMSM parameters: Parameter identifiability and estimator comparative study. IEEE Transactions on Industry Applications, 47(4), 1944–1957.
  • Bose, B. (2009). The past, present, and future of power electronics. IEEE Industrial Electronics Magazine, 3(2), 7–11.
  • Buiatti, G.M., Martin-Ramos, J., Garcia, C.H.R., Amaral, A.M.R., & Marques Cardoso, A.J. (2010). An online and noninvasive technique for the condition monitoring of capacitors in boost converters. IEEE Transactions on Instrumentation and Measurement, 59(8), 2134–2143.
  • Cappé, O., Moulines, E., & Rydén, T. (2005). Inference in hidden Markov models. New York, NY: Springer.
  • Cinquemani, E., Porreca, R., Ferrari-Trecate, G., & Lygeros, J. (2007, December). Parameter identification for stochastic hybrid models of biological interaction networks. 46th IEEE Conference on Decision and Control (pp. 5180–5185). New Orleans, LA.
  • Dempster, A.P., Laird, N.M., & Rubin, D.B. (1977). Maximum likelihood from incomplete data via the EM algorithm. Journal of the Royal Statistical Society. Series B, 39(1), 1–38.
  • Feuer, A., & Goodwin, G. (1996). Sampling in digital signal processing and control. Boston, MA: Birkhäuser.
  • Geyer, T., Papafotiou, G., & M. Morari (2008). Hybrid model predictive control of the step-down DC–DC Converter. IEEE Transactions on Control Systems Technology, 16(6), 1112–1124.
  • Ghanes, M., Barbot, J.B., De Leon, J., & Glumineau, A. (2010). A robust sensorless output feedback controller of the induction motor drives: New design and experimental validation. International Journal of Control, 83(3), 484–497.
  • Gibson, S., & Ninness, B. (2005). Robust maximum-likelihood estimation of multivariable dynamic systems. Automatica, 41(10), 1667–1682.
  • Godoy, B.I., Goodwin, G.C., Agüero, J.C., Marelli, D., & Wigren, T. (2011). On identification of FIR systems having quantized output data. Automatica, 47(9), 1905–1915.
  • Goodwin, G.C., & Agüero, J.C. (2005). Approximate EM algorithms for parameter and state estimation in nonlinear stochastic models. 44th IEEE Conference on Decision and Control and the European Control Conference 2005. Sevilla, Spain.
  • Hamilton, J.D. (1990). Analysis of time series subject to changes in regime. Journal of Econometrics, 45(1), 39–70.
  • Holtz, J. (2011). Power electronics - a continuing challenge. IEEE Industrial Electronics Magazine, 5(2), 6–15.
  • Jazwinsky, A. (1970). Stochastic processes and filtering theory. San Diego, CA: Academic Press.
  • Kloeden, P.E., & Platen, E. (1999). Numerical solution of stochastic differential equations. Berlin: Springer, (corrected third printing).
  • Kouro, S., Malinowski, M., Gopakumar, K., Pou, J., Franquelo, L., Wu, B., ...Leon, J. (2010). Recent advances and industrial applications of multilevel converters. IEEE Transactions on Industrial Electronics, 57(8), 2553–2580.
  • Lezana, P., Aguilera, R.P., & Quevedo, D.E. (2009a). Model predictive control of an asymmetric flying capacitor converter. IEEE Transactions on Industrial Electronics, 56(6), 1839–1846.
  • Lezana, P., Aguilera, R., & Rodríguez, J. (2009b). Fault detection on multicell converter based on output voltage frequency analysis. IEEE Transactions on Industrial Electronics, 56(6), 2275–2283.
  • Lezana, P., Pou, J., Meynard, T.A., Rodríguez, J., Ceballos, S., & Richardeau, F. (2010). Survey on fault operation on multilevel inverters. IEEE Transactions on Industrial Electronics, 57(7), 2207–2218.
  • Meynard, T.A., Foch, H., Thomas, P., Courault, J., Jakob, R., & Nahrstaedt, M. (2002). Multicell converters: Basic concepts and industry applications. IEEE Transactions on Industrial Electronics, 49(5), 955–964.
  • Middleton, R.H., & Goodwin, G.C. (1990). Digital control and estimation: A unified approach, Prentice-Hall Information and System Sciences Series. Englewood Cliffs, NJ: Prentice Hall.
  • Montanari, G.C., & Fabiani, D. (1999). Searching for the factors which affect self-healing capacitor degradation under non-sinusoidal voltage. IEEE Transactions on Dielectrics and Electrical Insulation, 6(3), 319–325.
  • Neal, R.M., & Hinton, G.E. (1998). A view of the EM algorithm that justifies incremental, sparse, and other variants. In M.I. Jordan (Ed.), Learning in graphical models (pp. 355–368). Dordrecht: Kluwer Academic.
  • Ohlsson, H., Ljung, L., & Boyd, S. (2010). Segmentation of ARX-models using sum-of-norms regularization. Automatica, 46(6), 1107–1111.
  • Oksendal, B. (2003). Stochastic differential equations: An introduction with applications (6th ed.). Berlin: Springer.
  • Patino, D., Bâja, M., Riedinger, P., Cormerais, H., Buisson, J., & Iung, C. (2010). Alternative control methods for DC-DC converters: An application to a four-level three-cell DC-DC converter. International Journal of Robust and Nonlinear Control, 21(10), 1112–1133.
  • Pérez, I.R., Silva, J.C., Yuz, E.J., & Carrasco, R.G. (2012). Experimental sensorless vector control performance of a DFIG based on an extended Kalman filter. 38th IEEE Annual Conference on Industrial Electronics Society (IECON) (pp. 1786–1792), Montreal, Canada.
  • Quevedo, D.E., Aguilera, R.P., Pérez, M.A., Cortés, P., & Lizana, R. (2012). Model predictive control of an AFE rectifier with dynamic references. IEEE Transactions on Power Electronics, 27(7), 3128–3136.
  • Ragot, J., Mourot, G., & Maquin, D. (2003, December). Parameter estimation of switching piecewise linear system. Proceedings of the 42nd IEEE Conference on Decision and Control 2003 (pp. 5783–5788). Maui, HI.
  • Senesky, M., & Eirea, G. (2003). Hybrid modelling and control of power electronics. In O. Maler & A. Pnueli (Eds.), Hybrid systems: Computation and control (pp. 450–465). Berlin: Springer.
  • Shumway, R., & Stoffer, D. (2006). Time series analysis and its applications (2nd ed.). New York, NY: Springer.
  • Silva, E., McGrath, B., Quevedo, D.E., & Goodwin, G.C. (2007). Predictive control of a flying capacitor converter. American Control Conference, 2007. ACC ’07 (pp. 3763–3768), New York, NY.
  • Song, Y., & Wang, B. (2013). Survey on reliability of power electronic systems. IEEE Transactions on Power Electronics, 28(1), 591–604.
  • Turpin, C., Baudesson, P., Richardeau, F., Forest, F., & Meynard, T.A. (2002). Fault management of multicell converters. IEEE Transactions on Industrial Electronics, 49(5), 988–997.
  • van der Schaft, A.J., & Schumacher, J.M. (2000). An introduction to hybrid dynamical systems. London: Springer.
  • Vaseghi, B., Takorabet, N., & Meibody-Tabar, F. (2009). Fault analysis and parameter identification of permanent-magnet motors by the finite-element method. IEEE Transactions on Magnetics, 45(9), 3290–3295.
  • White, H. (1996). Estimation, inference and specification analysis. San Diego, CA: Cambridge University Press.
  • Yang, S., Xiang, D., Bryant, A., Mawby, P., Ran, L., & Tavner, P. (2010). Condition monitoring for device reliability in power electronic converters: A review. IEEE Transactions on Power Electronics, 25(11), 2734–2752.
  • Yuz, J., Agüero, J., Goodwin, G., & Alfaro, J. (2012). Connections between incremental and continuous-time EM algorithm for state space estimation. 16th IFAC Symposium on System Identification (pp. 834–839), Brussels, Belgium.
  • Yuz, J.I., Alfaro, J., Agüero, J., & Goodwin, G.C. (2011). Identification of continuous-time state-space models from non-uniform fast-sampled data. IET Control Theory and Applications, 5(7), 842–855.

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