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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

Picture of David Broman

David Broman

Professor, Division of Software and Computer Systems at KTH, Member of the Executive Committee, Associate Director Faculty, PI of research project Data-Limited Learning of Complex Dynamical Systems, Digital Futures Faculty

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

Saikat Chatterjee

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

+46 8 790 84 78
sach@kth.se

Veronique Chotteau

Associate Professor, Division of Industrial Biotechnology at KTH CBH, Working group Digitalized Industry, Co-PI of research project Data-Limited Learning of Complex Dynamical Systems, Digital Futures Faculty

+46 8 790 96 28
chotteau@kth.se

Håkan Hjalmarsson

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

+46 8 790 84 64
hjalmars@kth.se
Picture of Alexandre Proutiere

Alexandre Proutiere

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

+46 8 790 63 51
alepro@kth.se