03191nam a22003614u 450000100220000000300060002200500170002800700150004500800410006002000300010102400310013104100080016210000290017024500960019925000060029526000160030126400160031730000120033333600260034533700260037133800360039734700210043334700080045452015330046265000310199565000370202665000350206365303870209877600360248585600640252185601020258585601420268710.1002/9781394196432Wiley20251030120313.0cr nn 008mam|a231113t2023||||xxu fs| |0|| 0|eng|| a9781394196432qelectronic7 a10.1002/97813941964322doi aeng1 aKhaki‐Sedigh, Ali4aut13aAn Introduction to Data‐Driven Control Systemsh[electronic resource]cAli Khaki‐Sedigh a1 bWileyc2023 1bWileyc2023 a384pp.; atextbtxt2rdacontent acomputerbc2rdamedia aonline resourcebcr2rdacarrier atext file2rdaft bPDF 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. 4aControl Systems Technology 4aSystems Engineering & Management 4aControl Process & Measurements00aControl 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 control08iPrinted edition:z978139419640140uhttps://doi.org/10.1002/9781394196432aWiley Online Library40uhttps://onlinelibrary.wiley.com/action/showBook?doi=10.1002%2F9781394196432aWiley Online Library423Cover Imageuhttps://onlinelibrary.wiley.com/cms/asset/9d2b660f-7953-4e02-b82d-0adae23463e9/9781394196432.cover.gifaWiley Online Library