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Data-Limited Learning of Complex Dynamical Systems

About the project
Novel techniques, methods and tools for teaching and controlling complex dynamic systems by using a restricted selection of data will be the focus of this research project. Our results will be of use in primarily three applications areas: industrial biotechnology, communication systems and robotics.


Background

The applications of machine learning technology for advanced business intelligence systems and control of complex dynamic systems have been increasingly successful the past few years. The control of systems e.g autonomous vehicles or complex industrial processes require very advanced models for managing large amounts of data, even for small tasks. The collection of data can be costly, energy- and time consuming and be very difficult to test multiple times or at all, without affecting the data at hand.

Cross-disciplinary collaboration
The collaboration between the research team at Digital Futures and the Competence Centre for Advanced BioProduction (AdBIOPRO) will aim at establishing a strong, visible and sustainable research environment that overarch digitalization and life science research at KTH.

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Contacts

David Broman

Associate Prof and Docent, Division of Software and Computer Systems, KTH, Associate Director, Faculty, Digital Futures, PI of research project Data-Limited Learning of Complex Dynamical Systems, Digital Futures

+46 8 790 42 74
dbro@kth.se
Picture of Saikat Chatterjee

Saikat Chatterjee

Asssociate professor, Division of Information Science and Engineering, KTH, Co-PI of research project Data-Limited Learning of Complex Dynamical Systems, Digital Futures

+46 8 790 84 78
sach@kth.se

Veronique Chotteau

Researcher, Division of Industrial Biotechnology, KTH, Working group Digitalized industry, Digital Futures, Co-PI of research project Data-Limited Learning of Complex Dynamical Systems, Digital Futures

+46 8 790 96 28
veronique.chotteau@biotech.kth.se

Håkan Hjalmarsson

Professor, Division of Decision and Control Systems, KTH, Working group Digitalized industry, Digital Futures, Co-PI of research project Data-Limited Learning of Complex Dynamical Systems, Digital Futures

+46 8 790 84 64
hakan.hjalmarsson@ee.kth.se
Picture of Alexandre Proutiere

Alexandre Proutiere

Professor, Division of Decision and Control Systems, KTH, Working group Learn, Digital Futures, Co-PI of research project Data-Limited Learning of Complex Dynamical Systems, Digital Futures

+46 8 790 63 51
alepro@kth.se