Nonlinear Mixed Integer Model Predictive Control Of Renewable Energy Systems eBook
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Nonlinear Mixed Integer Model Predictive Control Of Renewable Energy Systems
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Author : Adrian Bürger
language : en
Publisher:
Release Date : 2020
Nonlinear Mixed Integer Model Predictive Control Of Renewable Energy Systems written by Adrian Bürger and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020 with categories.
Mixed Integer Model Predictive Control With Applications To Building Energy Systems
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Author : Michael James Risbeck
language : en
Publisher:
Release Date : 2018
Mixed Integer Model Predictive Control With Applications To Building Energy Systems written by Michael James Risbeck and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018 with categories.
With utility markets moving toward more complicated and time-varying rate structures, it is becoming increasingly difficult to operate energy-intensive processes at low cost. As the capacity of intermittent renewable generation grows, price volatility is likely to increase, and so current heuristic strategies can lead to expensive and inefficient operation. Fortunately, with improvements in computational power and greater availability of raw data, there exists a significant potential to use optimization techniques in real time to reduce costs and improve performance. Model predictive control (MPC) is an advanced process control technique whereby process inputs are chosen by solving, in real time, an optimization problem with an embedded process model. While MPC has traditionally been limited to steady-state tracking problems, recent advances have enabled its application to a wider class of systems. To this end, we present a formulation of mixed-integer MPC (MIMPC) that allows the inclusion of discrete-valued decision variables in addition to standard continuous variables, and we show that MIMPC possesses the same stability properties as standard MPC. In addition, we formulate suboptimal MIMPC, which relaxes the requirement that true optimal solutions be found at each timestep, which significantly improves computational tractability. We then present extensions of tracking MIMPC to demonstrate inherent robustness and consider economic (rather than tracking) objective functions. Using these techniques, we formulate standard production scheduling problems as an instance of economic MIMPC, and we show how the inclusion of terminal constraints in the open-loop problem leads to improved closed-loop performance. As a specific application, we discuss real-time cost optimization for large-scale energy systems systems in commercial buildings. Such systems are significant consumers of electricity and are subject to both time-varying prices and peak demand charges assessed based on a customer's maximum instantaneous use of electricity over a month. Using MIMPC and approximate equipment models, the operation of central energy plants (including discrete on/off decisions) can be optimized online. By using various forms of energy storage, time-varying price and efficiency differences can be exploited by the optimizer, reducing utility costs and electricity usage. Through examples, we demonstrate that these techniques can be applied to large-scale building energy systems to lower costs and reduce energy usage.
Sustainable Energy Planning In Smart Grids
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Author : David Borge-Diez
language : en
Publisher: Elsevier
Release Date : 2023-09-29
Sustainable Energy Planning In Smart Grids written by David Borge-Diez and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-29 with Technology & Engineering categories.
Sustainable Energy Planning in Smart Grids curates a diverse selection of innovative technological applications for problem-solving towards a sustainable smart grid. Through these examples, the reader will discover the flexibility and analytical skills required for the race towards reliable, resilient, renewable energy. This book’s combination of real-world case studies allows students and researchers to understand the complex, interdisciplinary systems that impact potential solutions. Detailed analysis highlights the positives and drawbacks of a variety of options, modeling considerations, and criteria for success. Trials and testing include electric vehicle charging, public lighting, energy mapping, heating solutions, and a proposal for 100% renewable cities. With contributions from a global range of experts, this book builds the complex picture of integrated, systemic modern energy planning. Collects case studies from experts around the world Presents readers with insights into current technological applications and innovations for building a sustainable grid and energy system Provides well-rounded, complex context to these interdisciplinary challenges
Transactive Control Of Coupled Electric Power And District Heating Networks
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Author : Maurer, Jona
language : en
Publisher: KIT Scientific Publishing
Release Date : 2023-06-27
Transactive Control Of Coupled Electric Power And District Heating Networks written by Maurer, Jona and has been published by KIT Scientific Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-27 with categories.
Der Entwurf von Ansätzen zur marktbasierten Betriebsführung zukünftiger Energienetze steht vor der technischen Herausforderung, eine enorme Anzahl von Netzteilnehmern zeitlich und örtlich zu koordinieren, um Erzeugung und Verbrauch auszugleichen und einen sicheren Netzbetrieb zu ermöglichen. Um dieser Herausforderung zu begegnen entstand das Forschungsfeld der Transactive Control Ansätze. In dieser Arbeit wird ein neuer Transactive Control Ansatz für gekoppelte Strom- und Wärmenetze vorgestellt. - The design of approaches for future market-based energy network operation faces the technical challenge of needing to coordinate a vast number of network participants spatially and temporally, in order to balance energy supply and demand, while achieving secure network operation. To meet this challenge, the research field of transactive control emerged. Within this work a new transactive control approach for coupled electric power and district heating networks is presented.
Model Predictive Control Of Microgrids
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Author : Carlos Bordons
language : en
Publisher: Springer Nature
Release Date : 2019-09-12
Model Predictive Control Of Microgrids written by Carlos Bordons and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-09-12 with Technology & Engineering categories.
The book shows how the operation of renewable-energy microgrids can be facilitated by the use of model predictive control (MPC). It gives readers a wide overview of control methods for microgrid operation at all levels, ranging from quality of service, to integration in the electricity market. MPC-based solutions are provided for the main control issues related to energy management and optimal operation of microgrids. The authors present MPC techniques for case studies that include different renewable sources – mainly photovoltaic and wind – as well as hybrid storage using batteries, hydrogen and supercapacitors. Experimental results for a pilot-scale microgrid are also presented, as well as simulations of scheduling in the electricity market and integration of electric and hybrid vehicles into the microgrid. in order to replicate the examples provided in the book and to develop and validate control algorithms on existing or projected microgrids. Model Predictive Control of Microgrids will interest researchers and practitioners, enabling them to keep abreast of a rapidly developing field. The text will also help to guide graduate students through processes from the conception and initial design of a microgrid through its implementation to the optimization of microgrid management. Advances in Industrial Control reports and encourages the transfer of technology in control engineering. The rapid development of control technology has an impact on all areas of the control discipline. The series offers an opportunity for researchers to present an extended exposition of new work in all aspects of industrial control.
Renewable Energy Systems
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Author : Ahmad Taher Azar
language : en
Publisher: Academic Press
Release Date : 2021-09-09
Renewable Energy Systems written by Ahmad Taher Azar and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-09-09 with Computers categories.
Renewable Energy Systems: Modelling, Optimization and Control aims to cross-pollinate recent advances in the study of renewable energy control systems by bringing together diverse scientific breakthroughs on the modeling, control and optimization of renewable energy systems by leading researchers. The book brings together the most comprehensive collection of modeling, control theorems and optimization techniques to help solve many scientific issues for researchers in renewable energy and control engineering. Many multidisciplinary applications are discussed, including new fundamentals, modeling, analysis, design, realization and experimental results. The book also covers new circuits and systems to help researchers solve many nonlinear problems. This book fills the gaps between different interdisciplinary applications, ranging from mathematical concepts, modeling, and analysis, up to the realization and experimental work. Covers modeling, control theorems and optimization techniques which will solve many scientific issues for researchers in renewable energy Discusses many multidisciplinary applications with new fundamentals, modeling, analysis, design, realization and experimental results Includes new circuits and systems, helping researchers solve many nonlinear problems
Fast Numerical Methods For Mixed Integer Nonlinear Model Predictive Control
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Author : Christian Kirches
language : en
Publisher: Springer Science & Business Media
Release Date : 2011-11-23
Fast Numerical Methods For Mixed Integer Nonlinear Model Predictive Control written by Christian Kirches and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-11-23 with Computers categories.
Christian Kirches develops a fast numerical algorithm of wide applicability that efficiently solves mixed-integer nonlinear optimal control problems. He uses convexification and relaxation techniques to obtain computationally tractable reformulations for which feasibility and optimality certificates can be given even after discretization and rounding.