- author = "Dhruv Khandelwal",
- title = "Automating Data-driven Modelling of Dynamical Systems: An Evolutionary Computation Approach",
- school = "Electrical Engineering, Technische Universiteit Eindhoven",
- year = "2020",
- address = "The Netherlands",
- month = "4 " # mar,
- keywords = "genetic algorithms, genetic programming, TAG, CADUSY, DISC",
- isbn13 = "978-90-386-4991-7",
- language = "English",
-
URL = "
https://research.tue.nl/files/147585343/20200304_Khandelwal.pdf",
- size = "279 pages",
- abstract = "Modeling of dynamical systems is a necessary preparatory step for many engineering applications, such as controlling the roll, pitch and yaw of an aircraft, assessing the structural integrity of a bridge and load scheduling for management of electricity grids. In each of these applications, a dynamical model is derived or estimated for a particular model-based method: designing model-based control schemes, performing system analysis or making predictions. A model of a dynamical system can be derived from first principles, by applying physical laws that govern the dynamics of the system. However, as engineering systems become increasingly complex, a first principles approach to modelling dynamical systems becomes cumbersome and time-consuming. An alternate approach to modelling of dynamical systems is to estimate (a part of) the model from data inferred from the dynamical system. More than five decades of research has resulted in a variety of data-driven modelling techniques. Most of these techniques require an expert user to make some well-informed decisions and assumptions. The quality of the identified model, and consequently the performance of the modelbased method in the corresponding application, may be significantly influenced by these decisions. Hence, for inexperienced users, obtaining the desired model quality with respect to the use-case of the model can be a demanding task with many pitfalls...",
-
notes = "Proefschrift. Also known as
\cite{00af7dc4abcc4a2db6662bb915178b40}
Supervisors: Roland Toth and Maarten Schoukens
See also \cite{Khandelwal:book}",
