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001 10.1002/9781394196432
003 Wiley
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020 _a9781394196432
_qelectronic
024 7 _a10.1002/9781394196432
_2doi
041 _aeng
100 1 _aKhaki‐Sedigh, Ali
_4aut
_991850
245 1 3 _aAn Introduction to Data‐Driven Control Systems
_h[electronic resource]
_cAli Khaki‐Sedigh
250 _a1
260 _bWiley
_c2023
264 1 _bWiley
_c2023
300 _a384pp.;
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_2rdaft
347 _bPDF
520 _aAn Introduction to Data-Driven Control Systems An introduction to the emerging dominant paradigm in control design Model-based approaches to control systems design have long dominated the control systems design methodologies. However, most models require substantial prior or assumed information regarding the plant's structure and internal dynamics. The data-driven paradigm in control systems design, which has proliferated rapidly in recent decades, requires only observed input-output data from plants, making it more flexible and broadly applicable. An Introduction to Data-Driven Control Systems provides a foundational overview of data-driven control systems methodologies. It presents key concepts and theories in an accessible way, without the need for the complex mathematics typically associated with technical publications in the field, and raises the important issues involved in applying these approaches. The result is a highly readable introduction to what promises to become the dominant control systems design paradigm. Readers will also find: An overview of philosophical-historical issues accompanying the emergence of data-driven control systems Design analysis of several conventional data-driven control systems design methodologies Algorithms and simulation results, with numerous examples, to facilitate the implementation of methods An Introduction to Data-Driven Control Systems is ideal for students and researchers in control theory or any other research area related to plant design and production.
650 4 _aControl Systems Technology
_991457
650 4 _aSystems Engineering & Management
650 4 _aControl Process & Measurements
_991645
653 0 0 _aControl systems; controller design; data-driven control; model-based control design techniques; input-output estimates; adaptive control; systems behavior; philosophy of control systems design; unfalsified adaptive control; virtual reference feedback theory; Simultaneous Perturbation Stochastic Approximation; Willem's fundamental lemma; Koopman theory, model free adaptive control
776 0 8 _iPrinted edition:
_z9781394196401
856 4 0 _uhttps://doi.org/10.1002/9781394196432
_aWiley Online Library
856 4 0 _uhttps://onlinelibrary.wiley.com/action/showBook?doi=10.1002%2F9781394196432
_aWiley Online Library
856 4 2 _3Cover Image
_uhttps://onlinelibrary.wiley.com/cms/asset/9d2b660f-7953-4e02-b82d-0adae23463e9/9781394196432.cover.gif
_aWiley Online Library
999 _c67116
_d67116