Share

Distributed Economic Operation in Smart Grid: Model-Based and Model-Free Perspectives

2023-01-25 Technology & Engineering
Download Distributed Economic Operation in Smart Grid: Model-Based and Model-Free Perspectives PDF Online Free

Author :
Release : 2023-01-25
Genre : Technology & Engineering
Kind : eBook
Book Rating : 944/5 ( reviews)

GET EBOOK


Book Synopsis Distributed Economic Operation in Smart Grid: Model-Based and Model-Free Perspectives by : Jiahu Qin

Download or read book Distributed Economic Operation in Smart Grid: Model-Based and Model-Free Perspectives written by Jiahu Qin. This book was released on 2023-01-25. Available in PDF, EPUB and Kindle. Book excerpt: This book aims to work out the distributed economic operation in smart grids in a systematic way, which ranges from model-based to model-free perspectives. The main contributions of this book can be summarized into three folds. First, we investigate the fundamental economic operation problems in smart grids from model-based perspective. Specifically, these problems can be modeled as deterministic optimization models, and we propose some distributed optimization algorithms by integrating the multi-agent consensus theory and optimization techniques to achieve the distributed coordination of various generation units and loads. Second, due to the randomness of the large-scale renewable energies and the flexibility of the loads, we further address these economic operation problems from a model-free perspective, and we propose learning-based approaches to address the uncertainty and randomness. At last, we extend the idea of model-based and model-free algorithms to plug-in electric vehicles (PEVs) charging/discharging scheduling problem, the key challenge of which involves multiple objectives simultaneously while the behavior of PEVs and the electricity price are intrinsically random. This book presents several recent theoretical findings on distributed economic operation in smart grids from model-based and model-free perspectives. By systematically integrating novel ideas, fresh insights, and rigorous results, this book provides a base for further theoretical research on distributed economic operation in smart grids. It can be a reference for graduates and researchers to study the operation and management in smart grids. Some prerequisites for reading this book include optimization theory, matrix theory, game theory, reinforcement learning, etc.

Smart Grids from a Global Perspective

2016-02-15 Technology & Engineering
Download Smart Grids from a Global Perspective PDF Online Free

Author :
Release : 2016-02-15
Genre : Technology & Engineering
Kind : eBook
Book Rating : 775/5 ( reviews)

GET EBOOK


Book Synopsis Smart Grids from a Global Perspective by : Anne Beaulieu

Download or read book Smart Grids from a Global Perspective written by Anne Beaulieu. This book was released on 2016-02-15. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a cross-disciplinary approach to smart grids, offering an invaluable basis for understanding their complexity and potential, and for discussing their technical, legal, economic, societal, psychological and security aspects. Smart grids are a complex phenomenon involving new, active roles for consumers and prosumers, novel social, political and cultural practices, advanced ICT, new markets, security of supply issues, the informational turn in energy, valuation of assets and investments, technological innovation and (de)regulation. Furthermore, smart grids offer new interfaces, in turn creating hybrid fields: with the increasing use of electric vehicles and electric transportation, smart grids represent the crossroads of energy and mobility. While the aim is to achieve more sustainable production, transportation and use of energy, the importance of smart grids actually has less to do with electricity, heat or gas, and far more with transforming the infrastructure needed to deliver energy, as well as the roles of its owners, operators and users. The immediate goal is to contribute positively to a sustainable world society. The chapters are revised and expanded texts based upon lectures delivered at the Groningen Energy Summer School 2014. Questions for further discussion at the end of each chapter highlight the key themes that emerge. The book offers an indispensable resource for researchers, professionals and companies in the power supply industry, and for students seeking to broaden and deepen their understanding of smart grids.

Distributed Stochastic Economic Dispatch for Smart Grids

2018
Download Distributed Stochastic Economic Dispatch for Smart Grids PDF Online Free

Author :
Release : 2018
Genre :
Kind : eBook
Book Rating : /5 ( reviews)

GET EBOOK


Book Synopsis Distributed Stochastic Economic Dispatch for Smart Grids by : Miguel Andrés Velásquez Motta

Download or read book Distributed Stochastic Economic Dispatch for Smart Grids written by Miguel Andrés Velásquez Motta. This book was released on 2018. Available in PDF, EPUB and Kindle. Book excerpt: Power systems have experienced several changes since smart grids and renewable resources increased their penetration. Traditionally, power systems operation has been addressed with unit commitment and economic dispatch problems that rely on a centralized operator. These operation methods are usually performed on a day-ahead basis, i.e., every 24 hours. As a result of volatility in renewable resources and demand, it is better to shorten the operation period, e.g., every hour. Centralized methods might not be feasible for solving short-term economic dispatch, especially in systems with several agents. Thereby, the research questions this thesis are what method can be used for solving short-term economic dispatch in the presence of smart grid elements? Second, what models can be designed in order to optimally dispatch power plants and operate different agents in a smart grid environment? Third, how uncertainty can be considered in such models without increasing dimensionality and keeping tractability? Fourth, what is the best way to operate power systems with smart grid elements? In order to solve all these questions, we deeply analyzed economic dispatch methods and smart grid elements. Next, we proposed two distributed economic dispatch methods that are feasible for hourly and ultra-short term periods. In addition, we integrated stochastic programming through a data-driven scenario generation in order to include randomness of power system variables. Finally, a hierarchical operation of hourly and ultra-short term was proposed to enhance operation performance. The results obtained in this thesis show that proposed methods answer our research questions and serve as a basis for operating power systems more efficiently. Under uncertainty framework, it is better to use stochastic approaches rather than deterministic ones. For using stochastic approaches, it is necessary to pass from centralized controllers to distributed architectures as it has been proposed in this work.

Distributed Optimization and Learning

2024-08-06 Technology & Engineering
Download Distributed Optimization and Learning PDF Online Free

Author :
Release : 2024-08-06
Genre : Technology & Engineering
Kind : eBook
Book Rating : 371/5 ( reviews)

GET EBOOK


Book Synopsis Distributed Optimization and Learning by : Zhongguo Li

Download or read book Distributed Optimization and Learning written by Zhongguo Li. This book was released on 2024-08-06. Available in PDF, EPUB and Kindle. Book excerpt: Distributed Optimization and Learning: A Control-Theoretic Perspective illustrates the underlying principles of distributed optimization and learning. The book presents a systematic and self-contained description of distributed optimization and learning algorithms from a control-theoretic perspective. It focuses on exploring control-theoretic approaches and how those approaches can be utilized to solve distributed optimization and learning problems over network-connected, multi-agent systems. As there are strong links between optimization and learning, this book provides a unified platform for understanding distributed optimization and learning algorithms for different purposes. Provides a series of the latest results, including but not limited to, distributed cooperative and competitive optimization, machine learning, and optimal resource allocation Presents the most recent advances in theory and applications of distributed optimization and machine learning, including insightful connections to traditional control techniques Offers numerical and simulation results in each chapter in order to reflect engineering practice and demonstrate the main focus of developed analysis and synthesis approaches

Distributed Optimization, Game and Learning Algorithms

2021-01-04 Technology & Engineering
Download Distributed Optimization, Game and Learning Algorithms PDF Online Free

Author :
Release : 2021-01-04
Genre : Technology & Engineering
Kind : eBook
Book Rating : 284/5 ( reviews)

GET EBOOK


Book Synopsis Distributed Optimization, Game and Learning Algorithms by : Huiwei Wang

Download or read book Distributed Optimization, Game and Learning Algorithms written by Huiwei Wang. This book was released on 2021-01-04. Available in PDF, EPUB and Kindle. Book excerpt: This book provides the fundamental theory of distributed optimization, game and learning. It includes those working directly in optimization,-and also many other issues like time-varying topology, communication delay, equality or inequality constraints,-and random projections. This book is meant for the researcher and engineer who uses distributed optimization, game and learning theory in fields like dynamic economic dispatch, demand response management and PHEV routing of smart grids.

You may also like...