By Sorin Olaru,Alexandra Grancharova,Fernando Lobo Pereira
This ebook offers with optimization tools as instruments for selection making and keep an eye on within the presence of version uncertainty. it truly is orientated to using those instruments in engineering, in particular in automated keep watch over layout with all its parts: research of dynamical structures, identity difficulties, and suggestions keep an eye on design.
Developments in Model-Based Optimization and Control takes benefit of optimization-based formulations for such classical suggestions layout targets as balance, functionality and feasibility, afforded via the verified physique of effects and methodologies constituting optimum regulate concept. It makes specific use of the preferred formula referred to as predictive keep an eye on or receding-horizon optimization.
The person contributions during this quantity are wide-ranging in subject material yet coordinated inside a five-part constitution overlaying fabric on:
· complexity and constitution in version predictive regulate (MPC);
· collaborative MPC;
· distributed MPC;
· optimization-based research and layout; and
· applications to bioprocesses, multivehicle structures or power management.
The numerous contributions conceal an issue spectrum together with inverse optimality and extra smooth decentralized and cooperative formulations of receding-horizon optimum keep an eye on. Readers will locate fourteen chapters devoted to optimization-based instruments for robustness research, and decision-making on the subject of suggestions mechanisms—fault detection, for example—and 3 chapters asserting functions the place the model-based optimization brings a unique perspective.
Developments in Model-Based Optimization and Control is a variety of contributions improved and up to date from the Optimisation-based keep an eye on and Estimation workshops held in November 2013 and November 2014. It kinds an invaluable source for tutorial researchers and graduate scholars attracted to the state-of-the-art in predictive regulate. keep an eye on engineers operating in model-based optimization and keep an eye on, really in its bioprocess functions also will locate this assortment instructive.
Read Online or Download Developments in Model-Based Optimization and Control: Distributed Control and Industrial Applications (Lecture Notes in Control and Information Sciences) PDF
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Developments in Model-Based Optimization and Control: Distributed Control and Industrial Applications (Lecture Notes in Control and Information Sciences) by Sorin Olaru,Alexandra Grancharova,Fernando Lobo Pereira