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

Distributed Economic Operation in Smart Grid: Model-Based and Model-Free Perspectives
Author: Jiahu Qin
Publisher: Springer Nature
Total Pages: 246
Release: 2023-01-25
Genre: Technology & Engineering
ISBN: 9811985944

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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

Smart Grids from a Global Perspective
Author: Anne Beaulieu
Publisher: Springer
Total Pages: 283
Release: 2016-02-15
Genre: Technology & Engineering
ISBN: 3319280775

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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.

Modeling of Active Consumers and Their Impact on the Smart Grid

Modeling of Active Consumers and Their Impact on the Smart Grid
Author: Kumarsinh Jhala
Publisher:
Total Pages:
Release: 2018
Genre:
ISBN:

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Active consumers who engage in energy consumption, production, storage and provide ancillary services in a dynamic and interactive manner will be an integral part of the future grid. Firstly, this dissertation models and analyzes the interaction between active consumers and aggregators with a specific focus on consumer actions in response to real-time electricity pricing and the resulting impact on grid voltage. A unique prospect theory based consumer behavior model is introduced. This model captures wide range of consumers each with their individual preferences by modeling the interaction between the active consumers and the aggregator as a Stackelberg game. However, unlike existing game theoretic efforts that assume rational behavior of consumers, the prospect theory based models systematically incorporate realistic consumer behavior including irrationality. Secondly, this dissertation develops probabilistic voltage sensitivity analysis. In contrast to prior approaches that limit themselves to economic aspects, the proposed techno-economic perspective provides an understanding of the impact of large scale penetration of active consumers on the physical grid. Most current studies are scenario-based, and derived results are scenario specific. Determining the impact of spatially distributed active consumers with temporally variable behavior requires investigation of a large number of scenarios, which is computationally intractable using current iterative power flow algorithms. This work provides a new analytical method of voltage sensitivity analysis that allows for stochastic analysis of change in grid voltage due to change in consumer behavior (load and generation choices). This work first derives an upper bound for change in voltage at a particular bus due to change in power consumption at other buses in a radial distribution network. Next, this bound is used to derive the probability distribution of change voltage at a bus due to randomly changing power consumption/injection of random spatial distribution of the active consumers. This upper bound is also used to develop an algorithmic approach to identify the dominant influencer of voltage fluctuations in the power distribution system. Thirdly, security and stability aspects of transactive energy market based power distribution system is investigated. Specifically, the impact of attacks on pricing/load signals on the physical grid is quantified. This work models the interaction between real-time electricity price and total energy demand in the form of a discrete time non-linear autonomous dynamical system. Equilibrium electricity price and energy demand associated with this coupled dynamical system is derived and conditions for bounded input bounded output (BIBO) stability are identified. Then, a BIBO stable algorithm to design real-time electricity pricing scheme from a techno-economic perspective is developed. Finally, the impact of various level of false data injection (FDI) attack on price of electricity, demand and distribution system voltage is investigated. This dissertation shows that impact of FDI attack on electricity prices is more severe than an attack on electricity demand.

Distributed Optimization and Learning

Distributed Optimization and Learning
Author: Zhongguo Li
Publisher: Elsevier
Total Pages: 288
Release: 2024-08-06
Genre: Technology & Engineering
ISBN: 0443216371

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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

Distributed Optimization, Game and Learning Algorithms
Author: Huiwei Wang
Publisher: Springer Nature
Total Pages: 227
Release: 2021-01-04
Genre: Technology & Engineering
ISBN: 9813345284

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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.

The Smart Grid as an Application Development Platform

The Smart Grid as an Application Development Platform
Author: George Koutitas
Publisher: Artech House
Total Pages: 239
Release: 2017-08-31
Genre: Technology & Engineering
ISBN: 1630814911

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This authoritative new resource explores the power grid from its classical role as a utility or service provider towards its new role as an application development platform. This book gives insight into the vision, problems and solutions, and risks of the smart grid model. The evolution of the power grid as it develops into an application-centric environment is explained in this book. This resource guides readers to better understand the primary motivation of the smart grid, and to explore how new technologies are creating a cleaner and more sustainable ecosystem for new business models to blossom. Key topics include the basics of electricity and the conventional grid structure, as well as the relationships between conventional economic models and emerging models based on transactive energy and the sharing economy. This book presents the orchestration of smart grid technologies as they are transforming the utility sector toward a human-centric grid. Readers gain insight into how they are playing an active role in the operation of the utility business as well as in the transfer of electrons. This book demonstrates how the new smart grid is becoming a distributed system that supports decentralized services through modern trends and distributed system architectures. Readers learn how grid intelligence and energy production migrates to the edge of the network. This book explores how consumers are transformed to “prosumers” of energy and providers of critical data that are dramatically changing the relationship with the electric utility business in order to enable new applications and services.

Distributed Stochastic Economic Dispatch for Smart Grids

Distributed Stochastic Economic Dispatch for Smart Grids
Author: Miguel Andrés Velásquez Motta
Publisher:
Total Pages:
Release: 2018
Genre:
ISBN:

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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.

Practical Guidance for Defining a Smart Grid Modernization Strategy

Practical Guidance for Defining a Smart Grid Modernization Strategy
Author: Marcelino Madrigal
Publisher: World Bank Publications
Total Pages: 183
Release: 2017-03-22
Genre: Science
ISBN: 1464810559

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Practical Guidance for Defi ning a Smart Grid Modernization Strategy: The Case of Distribution guides stakeholders on how utilities can defi ne their own smart grid vision, identify priorities, and structure investment plans. While most of these strategic aspects apply to any area of the electricity grid, the book focuses on distribution. The guidance includes key building blocks for modernizing the distribution grid and provides examples of grid modernization projects. This revised edition also includes key communication system requirements to support a well-functioning grid. The concept of the smart grid is relevant to all grids. What varies are the magnitude and type of the incremental steps toward modernization for achieving a specifi c smart grid vision. A utility that is at a relatively low level of grid modernization may leapfrog one or more levels of modernization to achieve some of the benefi ts of the highest levels of grid modernization. Smart grids impact electric distribution systems signifi cantly. In developing countries, modernizing the distribution grid promises to benefi t the operation of electric distribution utilities in many and various ways. These benefi ts include improved operational effi ciency (such as reduced losses and lower energy consumption), reduced peak demand, improved service reliability, and ability to accommodate distributed generating resources without adversely impacting overall power quality. Practical Guidance for Defi ning a Smart Grid Modernization Strategy concludes by describing funding and regulatory issues that may need to be taken into account when developing smart grid plans. The World Bank Studies series is available for free download online through the Open Knowledge Repository (https://openknowledge.worldbank.org).

Distributed Control and Optimization Technologies in Smart Grid Systems

Distributed Control and Optimization Technologies in Smart Grid Systems
Author: Fanghong Guo
Publisher: CRC Press
Total Pages: 192
Release: 2017-11-09
Genre: Science
ISBN: 1351613979

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The book aims to equalize the theoretical involvement with industrial practicality and build a bridge between academia and industry by reducing the mathematical difficulties. It provides an overview of distributed control and distributed optimization theory, followed by specific details on industrial applications to smart grid systems, with a special focus on micro grid systems. Each of the chapters is written and organized with an introductory section tailored to provide the essential background of the theories required. The text includes industrial applications to realistic renewable energy systems problems and illustrates the application of proposed toolsets to control and optimization of smart grid systems.

Multi-criteria Decision Making for Smart Grid Design and Operation

Multi-criteria Decision Making for Smart Grid Design and Operation
Author: Lazar Z. Velimirović
Publisher: Springer Nature
Total Pages: 228
Release: 2023-01-09
Genre: Technology & Engineering
ISBN: 9811976775

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The book is dedicated to the implementation of different multi-criteria decision-making techniques for various problems concerning planning and operation of the smart grid from the Society 5.0 perspective. It consists of a practical explanation of several multi-criteria approaches and examples of their application to real problems. In this book, the choice of the optimal smart grid strategy in planning and operation is made. Various areas of smart grid problems are analyzed, from the smart grid project efficiency assessment to the electric vehicle charging schedule optimization. The comparison of alternatives is made using different techniques taking into account the presence of multiple criteria of both qualitative and quantitative nature, different performance indicators, and the uncertain environment of the smart grid. The book outlines in clear terms how the electricity grid can be modernized in such a way that it monitors, protects, and automatically optimizes the operation of its interconnected elements, taking into account different stakeholders and criteria and society in general. The book covers various smart grid aspects—from the distributed generator through the medium-voltage network and distribution system, to energy storage installations and to end-use consumers and their thermostats, electric vehicles, appliances, and other household devices. The book serves as a practical guide for researchers, energy and utility professionals, power system planners, regulators, policymakers, and others in the field.