Big Data Analytics Strategies For The Smart Grid

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Big Data Analytics Strategies for the Smart Grid

Author : Carol L. Stimmel
Publisher : CRC Press
ISBN 13 : 1040074405
Total Pages : 258 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Big Data Analytics Strategies for the Smart Grid by : Carol L. Stimmel

Download or read book Big Data Analytics Strategies for the Smart Grid written by Carol L. Stimmel and published by CRC Press. This book was released on 2016-04-19 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive data analytics program is the only way utilities will be able to meet the challenges of modern grids with operational efficiency, while reconciling the demands of greenhouse gas legislation, and establishing a meaningful return on investment from smart grid deployments. This book addresses the requirements for applying big data technologies and approaches, including Big Data cybersecurity, to the critical infrastructure that makes up the electrical utility grid.

Big Data Analytics Strategies for the Smart Grid

Author : Carol L. Stimmel
Publisher : CRC Press
ISBN 13 : 1482218291
Total Pages : 252 pages
Book Rating : 4.4/5 (822 download)

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Book Synopsis Big Data Analytics Strategies for the Smart Grid by : Carol L. Stimmel

Download or read book Big Data Analytics Strategies for the Smart Grid written by Carol L. Stimmel and published by CRC Press. This book was released on 2016-04-19 with total page 252 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive data analytics program is the only way utilities will be able to meet the challenges of modern grids with operational efficiency, while reconciling the demands of greenhouse gas legislation, and establishing a meaningful return on investment from smart grid deployments. This book addresses the requirements for applying big data technologies and approaches, including Big Data cybersecurity, to the critical infrastructure that makes up the electrical utility grid.

Smart Grids and Big Data Analytics for Smart Cities

Author : Chun Sing Lai
Publisher : Springer Nature
ISBN 13 : 3030521559
Total Pages : 403 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Smart Grids and Big Data Analytics for Smart Cities by : Chun Sing Lai

Download or read book Smart Grids and Big Data Analytics for Smart Cities written by Chun Sing Lai and published by Springer Nature. This book was released on 2020-10-31 with total page 403 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a comprehensive introduction to different elements of smart city infrastructure - smart energy, smart water, smart health, and smart transportation - and how they work independently and together. Theoretical development and practical applications are presented, along with related standards, recommended practices, and professional guidelines. Throughout the book, diagrams and case studies are provided that demonstrate the systems presented, and extensive use of scenarios helps readers better grasp how smart grids, the Internet of Things, big data analytics, and trading models can improve road safety, healthcare, smart water management, and a low-carbon economy. A must-read for practicing engineers, consultants, regulators, utility operators, and environmentalists involved in smart city development, the book will also appeal to city planners and designers, as well as upper-level undergraduate and graduate students studying energy, environmental science, technology, economics, signal processing, information science, and power engineering.

Data Analytics for Smart Grids Applications—A Key to Smart City Development

Author : Devendra Kumar Sharma
Publisher : Springer Nature
ISBN 13 : 3031460928
Total Pages : 466 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Data Analytics for Smart Grids Applications—A Key to Smart City Development by : Devendra Kumar Sharma

Download or read book Data Analytics for Smart Grids Applications—A Key to Smart City Development written by Devendra Kumar Sharma and published by Springer Nature. This book was released on 2024-01-03 with total page 466 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces big data analytics and corresponding applications in smart grids. The characterizations of big data, smart grids as well as a huge amount of data collection are first discussed as a prelude to illustrating the motivation and potential advantages of implementing advanced data analytics in smart grids. Basic concepts and the procedures of typical data analytics for general problems are also discussed. The advanced applications of different data analytics in smart grids are addressed as the main part of this book. By dealing with a huge amount of data from electricity networks, meteorological information system, geographical information system, etc., many benefits can be brought to the existing power system and improve customer service as well as social welfare in the era of big data. However, to advance the applications of big data analytics in real smart grids, many issues such as techniques, awareness, and synergies have to be overcome. This book provides deployment of semantic technologies in data analysis along with the latest applications across the field such as smart grids.

Smart Meter Data Analytics

Author : Yi Wang
Publisher : Springer Nature
ISBN 13 : 9811526249
Total Pages : 306 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Smart Meter Data Analytics by : Yi Wang

Download or read book Smart Meter Data Analytics written by Yi Wang and published by Springer Nature. This book was released on 2020-02-24 with total page 306 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book aims to make the best use of fine-grained smart meter data to process and translate them into actual information and incorporated into consumer behavior modeling and distribution system operations. It begins with an overview of recent developments in smart meter data analytics. Since data management is the basis of further smart meter data analytics and its applications, three issues on data management, i.e., data compression, anomaly detection, and data generation, are subsequently studied. The following works try to model complex consumer behavior. Specific works include load profiling, pattern recognition, personalized price design, socio-demographic information identification, and household behavior coding. On this basis, the book extends consumer behavior in spatial and temporal scale. Works such as consumer aggregation, individual load forecasting, and aggregated load forecasting are introduced. We hope this book can inspire readers to define new problems, apply novel methods, and obtain interesting results with massive smart meter data or even other monitoring data in the power systems.

Sustainable Networks in Smart Grid

Author : B.D. Deebak
Publisher : Academic Press
ISBN 13 : 0323856276
Total Pages : 295 pages
Book Rating : 4.3/5 (238 download)

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Book Synopsis Sustainable Networks in Smart Grid by : B.D. Deebak

Download or read book Sustainable Networks in Smart Grid written by B.D. Deebak and published by Academic Press. This book was released on 2022-03-26 with total page 295 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sustainable Networks in Smart Grid presents global challenges in smart metering with renewable energy resources, micro-grid design, communication technologies, big data, privacy and security in the smart grid. Providing an overview of different available PLC technologies and configurations and their applications in different sectors, this book provides case studies and practical implementation details of smart grid technology, paying special attention to Advanced Metering Infrastructure (AMI) scenarios with the presence of Distribution Grid (DG) and Electric Vehicles (EV). Covering regulatory policies for energy storage, management strategies for microgrid operation, and key performance indicators for smart grid development, this reference compiles up-to-date information on different aspects of the Internet of Smart Metering. In addition, innovative contributions on Data Analytics, Energy Theft Detection, Data-Driven Framework, Blockchain–IoT-enabled Sensor Networks, and Smart Contacts in the Blockchain are also included. Includes case studies and practical implementation examples of different smart grid applications, their benefits, characteristics and requirements Provides a SWOT analysis of the impact of recent regulatory changes on the business case for energy storage (ES) Presents a comprehensive survey of privacy-preserving schemes for smart grid communications

Emerging Research in Data Engineering Systems and Computer Communications

Author : P. Venkata Krishna
Publisher : Springer Nature
ISBN 13 : 9811501351
Total Pages : 694 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Emerging Research in Data Engineering Systems and Computer Communications by : P. Venkata Krishna

Download or read book Emerging Research in Data Engineering Systems and Computer Communications written by P. Venkata Krishna and published by Springer Nature. This book was released on 2020-02-10 with total page 694 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers selected papers presented at the 2nd International Conference on Computing, Communications and Data Engineering, held at Sri Padmavati Mahila Visvavidyalayam, Tirupati, India from 1 to 2 Feb 2019. Chiefly discussing major issues and challenges in data engineering systems and computer communications, the topics covered include wireless systems and IoT, machine learning, optimization, control, statistics, and social computing.

Advances on Broadband and Wireless Computing, Communication and Applications

Author : Leonard Barolli
Publisher : Springer
ISBN 13 : 3030026132
Total Pages : 777 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Advances on Broadband and Wireless Computing, Communication and Applications by : Leonard Barolli

Download or read book Advances on Broadband and Wireless Computing, Communication and Applications written by Leonard Barolli and published by Springer. This book was released on 2018-10-18 with total page 777 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents on the latest research findings, and innovative research methods and development techniques related to the emerging areas of broadband and wireless computing from both theoretical and practical perspectives. Information networking is evolving rapidly with various kinds of networks with different characteristics emerging and being integrated into heterogeneous networks. As a result, a number of interconnection problems can occur at different levels of the communicating entities and communication networks’ hardware and software design. These networks need to manage an increasing usage demand, provide support for a significant number of services, guarantee their QoS, and optimize the network resources. The success of all-IP networking and wireless technology has changed the way of life for people around the world, and the advances in electronic integration and wireless communications will pave the way for access to the wireless networks on the fly. This in turn means that all electronic devices will be able to exchange the information with each other in a ubiquitous way whenever necessary.

Big Data Analytics in Future Power Systems

Author : Ahmed F. Zobaa
Publisher : CRC Press
ISBN 13 : 1351601296
Total Pages : 174 pages
Book Rating : 4.3/5 (516 download)

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Book Synopsis Big Data Analytics in Future Power Systems by : Ahmed F. Zobaa

Download or read book Big Data Analytics in Future Power Systems written by Ahmed F. Zobaa and published by CRC Press. This book was released on 2018-08-14 with total page 174 pages. Available in PDF, EPUB and Kindle. Book excerpt: Power systems are increasingly collecting large amounts of data due to the expansion of the Internet of Things into power grids. In a smart grids scenario, a huge number of intelligent devices will be connected with almost no human intervention characterizing a machine-to-machine scenario, which is one of the pillars of the Internet of Things. The book characterizes and evaluates how the emerging growth of data in communications networks applied to smart grids will impact the grid efficiency and reliability. Additionally, this book discusses the various security concerns that become manifest with Big Data and expanded communications in power grids. Provide a general description and definition of big data, which has been gaining significant attention in the research community. Introduces a comprehensive overview of big data optimization methods in power system. Reviews the communication devices used in critical infrastructure, especially power systems; security methods available to vet the identity of devices; and general security threats in CI networks. Presents applications in power systems, such as power flow and protection. Reviews electricity theft concerns and the wide variety of data-driven techniques and applications developed for electricity theft detection.

New Horizons for a Data-Driven Economy

Author : José María Cavanillas
Publisher : Springer
ISBN 13 : 3319215698
Total Pages : 303 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis New Horizons for a Data-Driven Economy by : José María Cavanillas

Download or read book New Horizons for a Data-Driven Economy written by José María Cavanillas and published by Springer. This book was released on 2016-04-04 with total page 303 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this book readers will find technological discussions on the existing and emerging technologies across the different stages of the big data value chain. They will learn about legal aspects of big data, the social impact, and about education needs and requirements. And they will discover the business perspective and how big data technology can be exploited to deliver value within different sectors of the economy. The book is structured in four parts: Part I “The Big Data Opportunity” explores the value potential of big data with a particular focus on the European context. It also describes the legal, business and social dimensions that need to be addressed, and briefly introduces the European Commission’s BIG project. Part II “The Big Data Value Chain” details the complete big data lifecycle from a technical point of view, ranging from data acquisition, analysis, curation and storage, to data usage and exploitation. Next, Part III “Usage and Exploitation of Big Data” illustrates the value creation possibilities of big data applications in various sectors, including industry, healthcare, finance, energy, media and public services. Finally, Part IV “A Roadmap for Big Data Research” identifies and prioritizes the cross-sectorial requirements for big data research, and outlines the most urgent and challenging technological, economic, political and societal issues for big data in Europe. This compendium summarizes more than two years of work performed by a leading group of major European research centers and industries in the context of the BIG project. It brings together research findings, forecasts and estimates related to this challenging technological context that is becoming the major axis of the new digitally transformed business environment.

Big Data Analytics Framework for Smart Grids

Author : Rajkumar Viral
Publisher : CRC Press
ISBN 13 : 1003828027
Total Pages : 220 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Big Data Analytics Framework for Smart Grids by : Rajkumar Viral

Download or read book Big Data Analytics Framework for Smart Grids written by Rajkumar Viral and published by CRC Press. This book was released on 2023-12-22 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: The text comprehensively discusses smart grid operations and the use of big data analytics in overcoming the existing challenges. It covers smart power generation, transmission, and distribution, explains energy management systems, artificial intelligence, and machine learning–based computing. •Presents a detailed state-of-the-art analysis of big data analytics and its uses in power grids. • Describes how the big data analytics framework has been used to display energy in two scenarios including a single house and a smart grid with thousands of smart meters. •Explores the role of the internet of things, artificial intelligence, and machine learning in smart grids. • Discusses edge analytics for integration of generation technologies, and decision-making approaches in detail. • Examines research limitations and presents recommendations for further research to incorporate big data analytics into power system design and operational frameworks. The text presents a comprehensive study and assessment of the state-of-the-art research and development related to the unique needs of electrical utility grids, including operational technology, storage, processing, and communication systems. It further discusses important topics such as complex adaptive power system, self-healing power system, smart transmission, and distribution networks, and smart metering infrastructure. It will serve as an ideal reference text for senior undergraduate, graduate students, and academic researchers in the areas such as electrical engineering, electronics and communications engineering, computer engineering, and information technology.

Big Data Application in Power Systems

Author : Reza Arghandeh
Publisher : Elsevier
ISBN 13 : 0128119691
Total Pages : 480 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Big Data Application in Power Systems by : Reza Arghandeh

Download or read book Big Data Application in Power Systems written by Reza Arghandeh and published by Elsevier. This book was released on 2017-11-27 with total page 480 pages. Available in PDF, EPUB and Kindle. Book excerpt: Big Data Application in Power Systems brings together experts from academia, industry and regulatory agencies who share their understanding and discuss the big data analytics applications for power systems diagnostics, operation and control. Recent developments in monitoring systems and sensor networks dramatically increase the variety, volume and velocity of measurement data in electricity transmission and distribution level. The book focuses on rapidly modernizing monitoring systems, measurement data availability, big data handling and machine learning approaches to process high dimensional, heterogeneous and spatiotemporal data. The book chapters discuss challenges, opportunities, success stories and pathways for utilizing big data value in smart grids. Provides expert analysis of the latest developments by global authorities Contains detailed references for further reading and extended research Provides additional cross-disciplinary lessons learned from broad disciplines such as statistics, computer science and bioinformatics Focuses on rapidly modernizing monitoring systems, measurement data availability, big data handling and machine learning approaches to process high dimensional, heterogeneous and spatiotemporal data

Big Data Analytics Framework for Smart Grids

Author : Rajkumar Viral
Publisher : CRC Press
ISBN 13 : 1003828000
Total Pages : 251 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Big Data Analytics Framework for Smart Grids by : Rajkumar Viral

Download or read book Big Data Analytics Framework for Smart Grids written by Rajkumar Viral and published by CRC Press. This book was released on 2023-12-22 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: The text comprehensively discusses smart grid operations and the use of big data analytics in overcoming the existing challenges. It covers smart power generation, transmission, and distribution, explains energy management systems, artificial intelligence, and machine learning–based computing. Presents a detailed state-of-the-art analysis of big data analytics and its uses in power grids Describes how the big data analytics framework has been used to display energy in two scenarios including a single house and a smart grid with thousands of smart meters Explores the role of the internet of things, artificial intelligence, and machine learning in smart grids Discusses edge analytics for integration of generation technologies, and decision-making approaches in detail Examines research limitations and presents recommendations for further research to incorporate big data analytics into power system design and operational frameworks The text presents a comprehensive study and assessment of the state-of-the-art research and development related to the unique needs of electrical utility grids, including operational technology, storage, processing, and communication systems. It further discusses important topics such as complex adaptive power system, self-healing power system, smart transmission, and distribution networks, and smart metering infrastructure. It will serve as an ideal reference text for senior undergraduate, graduate students, and academic researchers in the areas such as electrical engineering, electronics and communications engineering, computer engineering, and information technology.

Practical Guidance for Defining a Smart Grid Modernization Strategy

Author : Marcelino Madrigal
Publisher : World Bank Publications
ISBN 13 : 1464810559
Total Pages : 176 pages
Book Rating : 4.4/5 (648 download)

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Book Synopsis Practical Guidance for Defining a Smart Grid Modernization Strategy by : Marcelino Madrigal

Download or read book Practical Guidance for Defining a Smart Grid Modernization Strategy written by Marcelino Madrigal and published by World Bank Publications. This book was released on 2017-03-22 with total page 176 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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).

Advanced Data Analytics for Power Systems

Author : Ali Tajer
Publisher : Cambridge University Press
ISBN 13 : 1108494757
Total Pages : 601 pages
Book Rating : 4.1/5 (84 download)

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Book Synopsis Advanced Data Analytics for Power Systems by : Ali Tajer

Download or read book Advanced Data Analytics for Power Systems written by Ali Tajer and published by Cambridge University Press. This book was released on 2021-04-08 with total page 601 pages. Available in PDF, EPUB and Kindle. Book excerpt: Experts in data analytics and power engineering present techniques addressing the needs of modern power systems, covering theory and applications related to power system reliability, efficiency, and security. With topics spanning large-scale and distributed optimization, statistical learning, big data analytics, graph theory, and game theory, this is an essential resource for graduate students and researchers in academia and industry with backgrounds in power systems engineering, applied mathematics, and computer science.

Research Anthology on Smart Grid and Microgrid Development

Author : Information Resources Management Association
Publisher : Engineering Science Reference
ISBN 13 : 9781668436660
Total Pages : pages
Book Rating : 4.4/5 (366 download)

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Book Synopsis Research Anthology on Smart Grid and Microgrid Development by : Information Resources Management Association

Download or read book Research Anthology on Smart Grid and Microgrid Development written by Information Resources Management Association and published by Engineering Science Reference. This book was released on 2021-09-24 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: "This reference book covers the latest innovations and trends within smart grid and microgrid development, detailing benefits, challenges, and opportunities, that will help readers to fully understand the current opportunities that smart grids and microgrids present around the world"--

Smart Grids and Big Data Analytics for Smart Cities

Author : Chun Sing Lai
Publisher : Springer
ISBN 13 : 9783030521547
Total Pages : 407 pages
Book Rating : 4.5/5 (215 download)

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Book Synopsis Smart Grids and Big Data Analytics for Smart Cities by : Chun Sing Lai

Download or read book Smart Grids and Big Data Analytics for Smart Cities written by Chun Sing Lai and published by Springer. This book was released on 2020-12-17 with total page 407 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a comprehensive introduction to different elements of smart city infrastructure - smart energy, smart water, smart health, and smart transportation - and how they work independently and together. Theoretical development and practical applications are presented, along with related standards, recommended practices, and professional guidelines. Throughout the book, diagrams and case studies are provided that demonstrate the systems presented, and extensive use of scenarios helps readers better grasp how smart grids, the Internet of Things, big data analytics, and trading models can improve road safety, healthcare, smart water management, and a low-carbon economy. A must-read for practicing engineers, consultants, regulators, utility operators, and environmentalists involved in smart city development, the book will also appeal to city planners and designers, as well as upper-level undergraduate and graduate students studying energy, environmental science, technology, economics, signal processing, information science, and power engineering.