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Data Driven Approaches For Efficient Smart Grid Systems


Data Driven Approaches For Efficient Smart Grid Systems
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Data Driven Approaches For Efficient Smart Grid Systems


Data Driven Approaches For Efficient Smart Grid Systems
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Author : Jinran Wu
language : en
Publisher: Frontiers Media SA
Release Date : 2025-03-26

Data Driven Approaches For Efficient Smart Grid Systems written by Jinran Wu and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-26 with Technology & Engineering categories.


This Research Topic aims to highlight the exciting potential of innovative forecasting methods and their practical applications using machine learning in smart grid systems (SGSs). Machine learning techniques, which encompass traditional neural networks and advanced deep learning methods, have gained significant attention for their ability to address the complex challenges within SGSs and simultaneously improve cost-effectiveness. It's important to note that when machine learning models are employed in SGSs, they primarily focus on forecasting. This emphasis is grounded in the models' impressive capability to accurately replicate the intricate dynamics that characterize smart grid systems. By harnessing these forecasting models, researchers and practitioners are equipped with a valuable tool to better understand and predict the behavior of SGSs. This not only contributes to academic advancements but also enhances the practical implementation of smart grid technologies.



Big Data Analytics Strategies For The Smart Grid


Big Data Analytics Strategies For The Smart Grid
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Author : Carol L. Stimmel
language : en
Publisher: CRC Press
Release Date : 2016-04-19

Big Data Analytics Strategies For The Smart Grid written by Carol L. Stimmel and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-04-19 with Computers categories.


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.



Data Driven Approaches For Effective Managerial Decision Making


Data Driven Approaches For Effective Managerial Decision Making
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Author : Anubha
language : en
Publisher: IGI Global
Release Date : 2023-05-08

Data Driven Approaches For Effective Managerial Decision Making written by Anubha and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-08 with Business & Economics categories.


In today’s competitive market, a manager must be able to look at data, understand it, analyze it, and then interpret it to design a smart business strategy. Big data is also a valuable source of information on how customers interact with firms through various mediums such as social media platforms, online reviews, and many more. The applications and uses of business analytics are numerous and must be further studied to ensure they are utilized appropriately. Data-Driven Approaches for Effective Managerial Decision Making investigates management concepts and applications using data analytics and outlines future research directions. The book also addresses contemporary advancements and innovations in the field of management. Covering key topics such as big data, business intelligence, and artificial intelligence, this reference work is ideal for managers, business owners, industry professionals, researchers, scholars, academicians, practitioners, instructors, and students.



Data Analytics In Power Markets


Data Analytics In Power Markets
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Author : Qixin Chen
language : en
Publisher: Springer Nature
Release Date : 2021-10-01

Data Analytics In Power Markets written by Qixin Chen and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-10-01 with Business & Economics categories.


This book aims to solve some key problems in the decision and optimization procedure for power market organizers and participants in data-driven approaches. It begins with an overview of the power market data and analyzes on their characteristics and importance for market clearing. Then, the first part of the book discusses the essential problem of bus load forecasting from the perspective of market organizers. The related works include load uncertainty modeling, bus load bad data correction, and monthly load forecasting. The following part of the book answers how much information can be obtained from public data in locational marginal price (LMP)-based markets. It introduces topics such as congestion identification, componential price forecasting, quantifying the impact of forecasting error, and financial transmission right investment. The final part of the book answers how to model the complex market bidding behaviors. Specific works include pattern extraction, aggregated supply curve forecasting, market simulation, and reward function identification in bidding. These methods are especially useful for market organizers to understand the bidding behaviors of market participants and make essential policies. It will benefit and inspire researchers, graduate students, and engineers in the related fields.



Energy Efficiency Analysis And Intelligent Optimization Of Process Industry


Energy Efficiency Analysis And Intelligent Optimization Of Process Industry
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Author : Zhiqiang Geng
language : en
Publisher: Frontiers Media SA
Release Date : 2023-10-09

Energy Efficiency Analysis And Intelligent Optimization Of Process Industry written by Zhiqiang Geng and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-09 with Technology & Engineering categories.




Water Use Efficiency Sustainability And The Circular Economy


Water Use Efficiency Sustainability And The Circular Economy
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Author : Suhaib A. Bandh
language : en
Publisher: Elsevier
Release Date : 2025-07-01

Water Use Efficiency Sustainability And The Circular Economy written by Suhaib A. Bandh and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-01 with Science categories.


Water Use Efficiency, Sustainability, and The Circular Economy is a comprehensive guide on water resource management in the context of a circular economy. The book covers a wide spectrum of topics, from water reuse and recycling strategies that foster sustainability to comprehensive lifecycle assessments of grey and black water management. It explores how circular economy principles can revolutionize basic water supply networking, catalyzing a shift towards more resilient and eco-conscious urban water systems.Lastly, the book contains innovative approaches like blockchain technology for water management and the circular economy perspective on wastewater resource management for energy recovery to help students, scholars, and policymakers navigate the complexities around water resource management. - Covers a wide range of topics, from water reuse and recycling to water footprint tools - Includes case studies and real-world examples to help researchers understand how circular economy principles can be applied to drive sustainability and efficiency in water-related practices - Offers insights into innovative approaches like blockchain technology for water management and the circular economy perspective on wastewater resource management for energy recovery



Data Driven Situational Awareness And Decision Making For Smart Grid Operation


Data Driven Situational Awareness And Decision Making For Smart Grid Operation
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Author : Lipeng Zhu
language : en
Publisher: Frontiers Media SA
Release Date : 2023-10-05

Data Driven Situational Awareness And Decision Making For Smart Grid Operation written by Lipeng Zhu and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-05 with Technology & Engineering categories.




Handbook Of Research On Data Driven Mathematical Modeling In Smart Cities


Handbook Of Research On Data Driven Mathematical Modeling In Smart Cities
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Author : Pramanik, Sabyasachi
language : en
Publisher: IGI Global
Release Date : 2023-02-17

Handbook Of Research On Data Driven Mathematical Modeling In Smart Cities written by Pramanik, Sabyasachi and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-17 with Mathematics categories.


A smart city utilizes ICT technologies to improve the working effectiveness, share various data with the citizens, and enhance political assistance and societal wellbeing. The fundamental needs of a smart and sustainable city are utilizing smart technology for enhancing municipal activities, expanding monetary development, and improving citizens’ standards of living. The Handbook of Research on Data-Driven Mathematical Modeling in Smart Cities discusses new mathematical models in smart and sustainable cities using big data, visualization tools in mathematical modeling, machine learning-based mathematical modeling, and more. It further delves into privacy and ethics in data analysis. Covering topics such as deep learning, optimization-based data science, and smart city automation, this premier reference source is an excellent resource for mathematicians, statisticians, computer scientists, civil engineers, government officials, students and educators of higher education, librarians, researchers, and academicians.



Ai Enabled Sustainable Innovations In Education And Business


Ai Enabled Sustainable Innovations In Education And Business
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Author : Sorayyaei Azar, Ali
language : en
Publisher: IGI Global
Release Date : 2025-04-24

Ai Enabled Sustainable Innovations In Education And Business written by Sorayyaei Azar, Ali and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-24 with Computers categories.


Sustainability for the future is an ever-present concern. Modern innovations in education and business are enhancing resources and technology for improved sustainability-driven solutions. Artificial intelligence (AI), specifically, is transforming education and business by providing real-time data processing systems for decision support and streamlining processes. As a result, educators and business leaders are better able to allocate resources and maximize their impact on students, industries, and customers in addition to sustainability. By fostering efficiency and sustainability in education and business, AI may also increase individual environmental awareness and social responsibility. AI-Enabled Sustainable Innovations in Education and Business discusses technological advancements in digital education and learning, and in various industries, including healthcare, finance, and supply chains. It highlights advanced innovations for environmental, economic, and operational sustainability. Covering topics such as information and communication technology (ICT), state government programs, and automated device management, this book is an excellent resource for business leaders, executives, managers, educators, school administrators, technologists, computer engineers, sustainability advocates, professionals, researchers, scholars, academicians, and more.



International Encyclopedia Of Statistical Science


International Encyclopedia Of Statistical Science
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Author : Miodrag Lovric
language : en
Publisher: Springer Nature
Release Date : 2025-06-19

International Encyclopedia Of Statistical Science written by Miodrag Lovric and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-19 with Mathematics categories.


The International Encyclopedia of Statistical Science stands as a monumental effort to enrich statistics education globally, particularly in regions facing educational challenges. By amalgamating the expertise of over 700 authors from 110 countries, including Nobel Laureates and presidents of statistical societies, it offers an unparalleled resource for readers worldwide. This encyclopedia is not just a collection of entries; it is a concerted effort to revive statistics as a vibrant, critical field of study and application. Providing a comprehensive and accessible account of statistical terms, methods, and applications, it enables readers to gain a quick insight into the subject, regardless of their background. This work serves to refresh and expand the knowledge of researchers, managers, and practitioners, highlighting the relevance and applicability of statistics across various fields, from economics and business to healthcare and public policy. Furthermore, it aims to inspire students by demonstrating the significance of statistics in solving real-world problems, thus encouraging a new generation to explore and contribute to the field.