Data Driven Approaches For Efficient Smart Grid Systems

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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.
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
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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.
Optimization And Data Driven Approaches For Energy Storage Based Demand Response To Achieve Power System Flexibility
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Author : Yue Xiang
language : en
Publisher: Frontiers Media SA
Release Date : 2025-07-31
Optimization And Data Driven Approaches For Energy Storage Based Demand Response To Achieve Power System Flexibility written by Yue Xiang 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 2025-07-31 with Technology & Engineering categories.
With the widespread adoption of distributed renewable energy and electric vehicles, the power grid faces new challenges in ensuring stable and sustainable development. Concurrently, insufficient local consumption resulting from distributed generation also impacts the power grid's safe operation. Energy storage and demand response play an important role in this context by promoting flexible grid operation and low-carbon transition. Electric vehicles, beyond serving as mobile energy storage resources, contribute to the grid by offering Vehicle-to-Grid (V2G) services through optimized charging and discharging scheduling. Additionally, on-board batteries in electric vehicles provide energy storage functions for both home and business users. In comparison to traditional loads, flexible loads can be efficiently managed through demand response to optimize consumption patterns to meet grid needs. Therefore, the collaborative dispatching of multi-modal energy storage integration technologies, such as batteries, pumped hydro storage, hydrogen storage, and distributed generators, alongside diverse demand-side flexible resources like flexible loads and electric vehicles, holds significant importance. The coordinated optimization of these distributed resources can effectively address the intermittency of variable renewable energies (VERs), encourage the adoption of flexible loads, and enhance the overall adaptability and carbon emission reduction efforts of the power system. The main objectives of this Research Topic are: 1. Applying advanced optimization and/or data-driven methods for single/joint scheduling of flexibility portfolio; 2. Coordinating flexible storage, generation, load and EV resources to strengthen system operation; 3. Leveraging coordinated demand flexibility to improve power quality and carbon performance; 4. Mitigating impacts of VERs fluctuations through aggregated single/multi-modal storage and demand response; 5. Developing and demonstrating innovative coordination/market mechanisms and applications. Topics to be covered include, but are not limited to: 1. Modeling and optimization of single/multi-modal storage-demand systems, such as distributed storage, electric vehicles and flexible load; 2. Technical and economic benefits assessments of coordinated flexibility solutions; 3. Planning and real-time operation of single/joint flexibility resource dispatch; 4. Coordination mechanisms and market design for single/joint flexibility resource; 5. Forecasting approaches for distributed storage, electric vehicles and flexible load; 6. Cybersecurity and resilience enhancement of single/multi-flexibility systems; 7. Applied research on field testing, pilot projects and business models; 8. Policy and regulatory frameworks for promoting flexibility resources development; 9. Future trends and emerging technologies on storage and demand-side integration.
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.
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.
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
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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.
Renewable Energy Towards Smart Grid
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Author : Ashwani Kumar
language : en
Publisher: Springer Nature
Release Date : 2022-02-28
Renewable Energy Towards Smart Grid written by Ashwani Kumar and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-02-28 with Technology & Engineering categories.
The book contains select proceedings of the International Conference on Smart Grid Energy Systems and Control (SGESC 2021). The proceedings is divided into 03 volumes, and this volume focuses on renewable energy towards the smart grid. It includes papers related to smart grid, renewable energy, its integration, and DERs in the network for better energy management and ancillary services. The book presents cutting-edge research in the emerging fields of micro, nano, and smart devices and systems from experts. Most of the contributors have built devices or systems or developed processes or algorithms in these areas. This book is a unique collection of chapters from different areas with a common theme and will be immensely useful to academic researchers and practitioners in the industry.
Efficient Energy Utilization And Emission Reduction Strategies In Plant Operations
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Author : S. Venkatesh
language : en
Publisher: CRC Press
Release Date : 2025-02-13
Efficient Energy Utilization And Emission Reduction Strategies In Plant Operations written by S. Venkatesh and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-13 with Technology & Engineering categories.
Efficient Energy Utilization and Emission Reduction Strategies in Plant Operations summarizes technological advancements in effective energy utilization in plant operations. It provides optimal geometrical parameters to design emission control equipment for minimum energy consumption. Focusing on current and emerging technological innovations for improving the energy efficiencies of processes in several industries, such as manufacturing, mining, dairy, and other processing industries, this book explores pollution control and design methods for low-carbon environments. It also covers reductions in greenhouse gas emissions through innovative co-production of bio-oil in combined heat and power plants. This book will be a useful reference for graduate students and academic researchers in the fields of energy management, plant operations, sustainable engineering, environmental engineering, and mechanical/industrial engineering.