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Department: Any ÅAU / Department of Information Technologies UTU / Department of Information Technology UTU / Department of Mathematics and Statistics UTU / Turku School of Economics, Institute of Information Systems Sciences

Research Unit: Any Algorithmics and Computational Intelligence Group (ACI) Biomathematics Research Unit (BIOMATH) Communication Systems (ComSys) Computational Biomodeling Laboratory (Combio Lab) Data Mining and Knowledge Management Laboratory Distributed Systems Laboratory (DS Lab) Embedded Computer and Electronic Systems (ECES) Embedded Systems Laboratory (ESLAB) FUNDIM, Fundamentals of Computing and Discrete Mathematics Institute for Advanced Management Systems Research (IAMSR) Learning and Reasoning Lab Software Construction Laboratorium Software Development Laboratory (SwDev) Software Engineering Laboratory (SE Lab) Turku BioNLP Group Turku Optimization Group (TOpGroup) UTU Information Systems Science (ISS)

Publication type: Any Monographs Edited books Edited special issues of journals Edited proceedings Articles in journals Articles in proceedings Chapters in edited books Ph.D. thesis Lic. thesis Technical reports

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Articles in journals (12):

• John-Eric Saxén, Henrik Saxén, Hannu T. Toivonen, Identification of Switching Linear Systems Using Self-Organizing Models with Application to Silicon Prediction in Hot Metal. Applied Soft Computing 47, 271–280, 2016.
• Amir H. Shirdel, Jari M. Böling, Hannu T. Toivonen, System Identification in the Presence of Trends and Outliers Using Sparse Optimization. Journal of Process Control 44(1), 120–133, 2016.
• Hannu T. Toivonen, Lassi Hietarinta, Fourier State-Space Analysis of Linear Discrete-Time Periodic Systems. Automatica 53, 136–140, 2015.
• Fredrik Östman, Hannu T. Toivonen, Adaptive Cylinder Balancing of Internal Combustion Engines. IEEE Transactions on Control Systems Technology 19(4), 782–791, 2011.
• fredrik Östman, Hannu T. Toivonen, Torsional System Parameter Identification of Internal Combustion Engines Under Normal Operation. Mechanical Systems and Signal Processing 25(4), 1146–1158, 2011.
• Hannu T. Toivonen, Annika Meinander, Tomoko Asaoka, Mia Westerlund, Frank Pettersson, Andrey Mikhailov, John E. Eriksson, Henrik Saxén, Modeling Reveals that Dynamic Regulation of c-FLIP Levels Determines Cell-to-Cell Distribution of CD95-Mediated Apoptosis. The Journal of Biological Chemistry 286(21), 18375-18382, 2011.
• Alexander Medvedev, Hannu T. Toivonen, Directional Sensitivity of Continuous Least-Squares State Estimators. Systems and Control Letters 59(9), 571–577, 2010.
• Fredrik Ostman, Hannu T. Toivonen, Model-based torsional vibration control of internal combustion engines. IET Control Theory & Applications 2(11), 1024-1032, 2008.
• Hannu T. Toivonen, Stefan Tötterman, Bernt Åkesson, Identification of State-Dependent Parameter Models with Support Vector Regression. International Journal of Control 80(9), 1454 – 1470, 2007.
• Bernt M. Åkesson, Hannu T. Toivonen, A Neural Network Model Predictive Controller. Journal of Process Control 16(9), 937–946, 2006.
• Bernt M. Åkesson, Hannu T. Toivonen, State-Dependent Parameter Modelling and Identification of Stochastic Non-Linear Sampled-Data Systems. Journal of Process Control 16(8), 877–886, 2006.
• Hannu T. Toivonen, Stefan Tötterman, Design of Fixed-Structure Controllers with Frequency-Domain Criteria: A Multiobjective Optimisation Approach. IEE Proceedings - Control Theory and Applications 153(1), 46-52, 2006.

Articles in proceedings (10):

• Mikael Manngård, Amir H. Shirdel, Jari M. Böling, Hannu T. Toivonen, Kernel-based Methods for Forecasting of Waste Heat Recovery in Ships. In: Proceedings of Automaatio XXI, The Industrial Revolution of Internet – From Intelligent Devices to Networked Intelligence, SAS Julkaisusarja, 1–6, 2015.
• John-Eric Saxén, Tapani Hyvämäki, Jerker Björkqvist, Fredrik Östman, Hannu T. Toivonen, Power Balancing of Internal Combustion Engines – A Time and Frequency Domain Analysis. In: Edward Boje, Xiaohua Xia (Eds.), Proceedings of the 19th IFAC World Congress, 19, 10802–10807, Elsevier, 2014.
• Luiza Sayfullina, Magnus Westerlund, Kaj-Mikael Björk, Hannu T. Toivonen, HP Trend Filtering Using Gaussian Mixture Model Weighted Heuristic. In: George A. Papadopoulos (Ed.), Proceedings of the IEEE 26th International Conference on Tools with Artificial Intelligence (ICTAI), 989–996, IEEE, 2014.
• AMir Shirdel, Kaj-Mikael Björk, Hannu Toivonen, Identification of Linear Switching System with Unknown Dimensions. In: 47th Hawaii International Conference on System Sciences (HICSS), 1344–1352, 2014.
• Amir H. Shirdel, Kaj-Mikael Björk, Markus Holopainen, Christer Carlsson, Hannu T. Toivonen, Linear Switching System Identification Applied to Blast Furnace Data. In: Joaquim Filipe, Kurosh Madani (Eds.), Proceedings of the 11th International Conference on Informatics in Control, 643–648, Scitepress, 2014.
• Amir H. Shirdel, Kaj-Mikael Björk, hannu T. Toivonen, Identification of Linear Switching Systems with Unknown Dimensions. In: Ralph H. Sprague (Ed.), Proceedings of the 47th Hawaii International Conference on System Science (HICSS), 1344–1352, IEEE, 2014.
• Hannu T. Toivonen, Lassi Hietarinta, Floquet-type representations of linear periodic systems - general case. In: S. Bittanti, A. Cenedese, S. Zampieri (Eds.), Proceedings of the 18th IFAC World Congress, Paper no. 2385, International Federation of Automatic Control (IFAC), 2011.
• Lassi Hietarinta, Hannu T. Toivonen, Least-Squares Support Vector Regression for Identification of Periodic Systems. In: Proceedings IFAC Workshop on Periodic Control Systems (PSYCO 2010), 2010.
• Alexander Medvedev, Hannu Toivonen, Directional Sensitivity of Least-Squares State Estimators. In: T. Parisini (Ed.), Proc. 47th IEEE Conference on Decision and Control, 1889 – 1894, IEEE, 2008.
• Bernt M. Åkesson, Mats J. Nikus, Hannu T. Toivonen, Explicit Model Predictive Control of a Hybrid System Using Support Vector Machines. In: 1st IFAC Workshop on Applications of Large Scale Industrial Systems (ALSIS'06), 2006.