Data-driven Modeling and Optimization of Multi-energy Systems

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ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (139 download)

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Book Synopsis Data-driven Modeling and Optimization of Multi-energy Systems by : Andreas Kämper

Download or read book Data-driven Modeling and Optimization of Multi-energy Systems written by Andreas Kämper and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Improving Energy Efficiency Through Data-Driven Modeling, Simulation and Optimization

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Publisher : Mdpi AG
ISBN 13 : 9783036512075
Total Pages : 218 pages
Book Rating : 4.5/5 (12 download)

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Book Synopsis Improving Energy Efficiency Through Data-Driven Modeling, Simulation and Optimization by : Dirk Deschrijver

Download or read book Improving Energy Efficiency Through Data-Driven Modeling, Simulation and Optimization written by Dirk Deschrijver and published by Mdpi AG. This book was released on 2021-05-31 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: In October 2014, the EU leaders agreed upon three key targets for the year 2030: a reduction by at least 40% in greenhouse gas emissions, savings of at least 27% for renewable energy, and improvements by at least 27% in energy efficiency. The increase in computational power combined with advanced modeling and simulation tools makes it possible to derive new technological solutions that can enhance the energy efficiency of systems and that can reduce the ecological footprint. This book compiles 10 novel research works from a Special Issue that was focused on data-driven approaches, machine learning, or artificial intelligence for the modeling, simulation, and optimization of energy systems.

Data-driven Modeling and Optimization of Multi-energy Systems

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ISBN 13 : 9783958864887
Total Pages : 0 pages
Book Rating : 4.8/5 (648 download)

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Book Synopsis Data-driven Modeling and Optimization of Multi-energy Systems by : Andreas Kämper

Download or read book Data-driven Modeling and Optimization of Multi-energy Systems written by Andreas Kämper and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Modeling, Assessment, and Optimization of Energy Systems

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Publisher : Academic Press
ISBN 13 : 0128166576
Total Pages : 558 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Modeling, Assessment, and Optimization of Energy Systems by : Hoseyn Sayyaadi

Download or read book Modeling, Assessment, and Optimization of Energy Systems written by Hoseyn Sayyaadi and published by Academic Press. This book was released on 2020-09-19 with total page 558 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modelling, Assessment, and Optimization of Energy Systems provides comprehensive methodologies for the thermal modelling of energy systems based on thermodynamic, exergoeconomic and exergoenviromental approaches. It provides advanced analytical approaches, assessment criteria and the methodologies to obtain analytical expressions from the experimental data. The concept of single-objective and multi-objective optimization with application to energy systems is provided, along with decision-making tools for multi-objective problems, multi-criteria problems, for simplifying the optimization of large energy systems, and for exergoeconomic improvement integrated with a simulator EIS method. This book provides a comprehensive methodology for modeling, assessment, improvement of any energy system with guidance, and practical examples that provide detailed insights for energy engineering, mechanical engineering, chemical engineering and researchers in the field of analysis and optimization of energy systems. Offers comprehensive analytical tools for the modeling and simulation of energy systems with applications for decision-making tools Provides methodologies to obtain analytical models of energy systems for experimental data Covers decision-making tools in multi-objective problems

Intelligent Data-Driven Modelling and Optimization in Power and Energy Applications

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Publisher : CRC Press
ISBN 13 : 1040016111
Total Pages : 253 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Intelligent Data-Driven Modelling and Optimization in Power and Energy Applications by : B Rajanarayan Prusty

Download or read book Intelligent Data-Driven Modelling and Optimization in Power and Energy Applications written by B Rajanarayan Prusty and published by CRC Press. This book was released on 2024-05-09 with total page 253 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a comprehensive understanding of how intelligent data-driven techniques can be used for modelling, controlling, and optimizing various power and energy applications. It aims to develop multiple data-driven models for forecasting renewable energy sources and to interpret the benefits of these techniques in line with first-principles modelling approaches. By doing so, the book aims to stimulate deep insights into computational intelligence approaches in data-driven models and to promote their potential applications in the power and energy sectors. Its key features include: an exclusive section on essential preprocessing approaches for the data-driven model a detailed overview of data-driven model applications to power system planning and operational activities specific focus on developing forecasting models for renewable generations such as solar PV and wind power, and showcasing the judicious amalgamation of allied mathematical treatments such as optimization and fractional calculus in data-driven model-based frameworks This book presents novel concepts for applying data-driven models, mainly in the power and energy sectors, and is intended for graduate students, industry professionals, research, and academic personnel.

IoT Enabled Multi-Energy Systems

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Publisher : Elsevier
ISBN 13 : 0323957803
Total Pages : 191 pages
Book Rating : 4.3/5 (239 download)

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Book Synopsis IoT Enabled Multi-Energy Systems by : Mohammadreza Daneshvar

Download or read book IoT Enabled Multi-Energy Systems written by Mohammadreza Daneshvar and published by Elsevier. This book was released on 2023-02-20 with total page 191 pages. Available in PDF, EPUB and Kindle. Book excerpt: IoT-Enabled Multi-Energy Systems: From Isolated Energy Grids to Modern Interconnected Networks proposes practical solutions for the management and control of energy interactions throughout the interconnected energy infrastructures of the future multi-energy grid. The book discusses a panorama of modeling, planning and optimization considerations for IoT technologies, their applications across grid modernization, and the coordinated operation of multi-vector energy grids. The work is suitable for energy, power, mechanical, chemical, process and environmental engineers, and highly relevant for researchers and postgraduate students who work on energy systems. Sections address core theoretical underpinnings, significant challenges and opportunities, how to support IoT-based developed expert systems, and how AI can empower IoT technologies to sustainably develop fully renewable modern multi-carrier energy networks. Contributors address artificial intelligence technology and its applications in developing IoT-based technologies, cloud-based intelligent energy management schemes, data science and multi-energy big data analysis, machine learning and deep learning techniques in multi-energy systems, and much more. Reviews core applications of IoT technologies in grid modernization of multi-energy networks Develops practical solutions for optimal integration of renewable energy resources in modern multi-vector energy networks Analyzes the reliable integration, sustainable operation and accurate planning of multi-carrier energy grids in highly penetrated stochastic energy resources

Optimal Design of Multi-energy Systems - From Technology Modeling to System Optimization

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ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (118 download)

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Book Synopsis Optimal Design of Multi-energy Systems - From Technology Modeling to System Optimization by : Paolo Gabrielli

Download or read book Optimal Design of Multi-energy Systems - From Technology Modeling to System Optimization written by Paolo Gabrielli and published by . This book was released on 2019 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Optimal Operation of Integrated Multi-Energy Systems Under Uncertainty

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Publisher : Elsevier
ISBN 13 : 0128241144
Total Pages : 370 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Optimal Operation of Integrated Multi-Energy Systems Under Uncertainty by : Qiuwei Wu

Download or read book Optimal Operation of Integrated Multi-Energy Systems Under Uncertainty written by Qiuwei Wu and published by Elsevier. This book was released on 2021-09-13 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: Optimal Operation of Integrated Multi-Energy Systems Under Uncertainty discusses core concepts, advanced modeling and key operation strategies for integrated multi-energy systems geared for use in optimal operation. The book particularly focuses on reviewing novel operating strategies supported by relevant code in MATLAB and GAMS. It covers foundational concepts, key challenges and opportunities in operational implementation, followed by discussions of conventional approaches to modeling electricity, heat and gas networks. This modeling is the base for more detailed operation strategies for optimal operation of integrated multi-energy systems under uncertainty covered in the latter part of the work. Reviews advanced modeling approaches relevant to the integration of electricity, heat and gas systems in operation studies Covers stochastic and robust optimal operation of integrated multi-energy systems Evaluates MPC based, real-time dispatch of integrated multi-energy systems Considers uncertainty modeling for stochastic and robust optimization Assesses optimal operation and real-time dispatch for multi-energy building complexes

Power System Optimization Modeling in GAMS

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Publisher : Springer
ISBN 13 : 3319623508
Total Pages : 309 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Power System Optimization Modeling in GAMS by : Alireza Soroudi

Download or read book Power System Optimization Modeling in GAMS written by Alireza Soroudi and published by Springer. This book was released on 2017-08-29 with total page 309 pages. Available in PDF, EPUB and Kindle. Book excerpt: This unique book describes how the General Algebraic Modeling System (GAMS) can be used to solve various power system operation and planning optimization problems. This book is the first of its kind to provide readers with a comprehensive reference that includes the solution codes for basic/advanced power system optimization problems in GAMS, a computationally efficient tool for analyzing optimization problems in power and energy systems. The book covers theoretical background as well as the application examples and test case studies. It is a suitable reference for dedicated and general audiences including power system professionals as well as researchers and developers from the energy sector and electrical power engineering community and will be helpful to undergraduate and graduate students.

Renewable Energy Systems

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Publisher : Academic Press
ISBN 13 : 0128203986
Total Pages : 734 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Renewable Energy Systems by : Ahmad Taher Azar

Download or read book Renewable Energy Systems written by Ahmad Taher Azar and published by Academic Press. This book was released on 2021-09-09 with total page 734 pages. Available in PDF, EPUB and Kindle. Book excerpt: Renewable Energy Systems: Modelling, Optimization and Control aims to cross-pollinate recent advances in the study of renewable energy control systems by bringing together diverse scientific breakthroughs on the modeling, control and optimization of renewable energy systems by leading researchers. The book brings together the most comprehensive collection of modeling, control theorems and optimization techniques to help solve many scientific issues for researchers in renewable energy and control engineering. Many multidisciplinary applications are discussed, including new fundamentals, modeling, analysis, design, realization and experimental results. The book also covers new circuits and systems to help researchers solve many nonlinear problems. This book fills the gaps between different interdisciplinary applications, ranging from mathematical concepts, modeling, and analysis, up to the realization and experimental work. Covers modeling, control theorems and optimization techniques which will solve many scientific issues for researchers in renewable energy Discusses many multidisciplinary applications with new fundamentals, modeling, analysis, design, realization and experimental results Includes new circuits and systems, helping researchers solve many nonlinear problems

Smart Meter Data Analytics

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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.

Modeling and Optimization of Solar Thermal Systems: Emerging Research and Opportunities

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Publisher : IGI Global
ISBN 13 : 1799835251
Total Pages : 215 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Modeling and Optimization of Solar Thermal Systems: Emerging Research and Opportunities by : Jagadish,

Download or read book Modeling and Optimization of Solar Thermal Systems: Emerging Research and Opportunities written by Jagadish, and published by IGI Global. This book was released on 2020-11-27 with total page 215 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years, scientists and researchers have been continually searching for efficient and effective ways to harness solar energy for heat and power production. The development of solar technologies and thermal systems are a prevalent area of study, as they represent a vital step in fully optimizing the potential of solar energy. Unfortunately, research is still lacking on the development and application of these solar thermal systems. Modeling and Optimization of Solar Thermal Systems: Emerging Research and Opportunities provides emerging research exploring the theoretical and practical aspects of optimizing the performance of solar thermal technologies using multicriteria decision-making techniques. Featuring coverage on a broad range of topics such as parabolic trough collectors, hybrid solar energy, and thermal technology, this book is ideally designed for practitioners, engineers, academicians, researchers, students, industry professionals, and educators seeking current research on modern modeling methods of solar thermal systems.

Data-Driven Modelling of Non-Domestic Buildings Energy Performance

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Publisher : Springer Nature
ISBN 13 : 303064751X
Total Pages : 161 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Data-Driven Modelling of Non-Domestic Buildings Energy Performance by : Saleh Seyedzadeh

Download or read book Data-Driven Modelling of Non-Domestic Buildings Energy Performance written by Saleh Seyedzadeh and published by Springer Nature. This book was released on 2021-01-15 with total page 161 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book outlines the data-driven modelling of building energy performance to support retrofit decision-making. It explains how to determine the appropriate machine learning (ML) model, explores the selection and expansion of a reasonable dataset and discusses the extraction of relevant features and maximisation of model accuracy. This book develops a framework for the quick selection of a ML model based on the data and application. It also proposes a method for optimising ML models for forecasting buildings energy loads by employing multi-objective optimisation with evolutionary algorithms. The book then develops an energy performance prediction model for non-domestic buildings using ML techniques, as well as utilising a case study to lay out the process of model development. Finally, the book outlines a framework to choose suitable artificial intelligence methods for modelling building energy performances. This book is of use to both academics and practising energy engineers, as it provides theoretical and practical advice relating to data-driven modelling for energy retrofitting of non-domestic buildings.

Optimization-Based Energy Management for Multi-energy Maritime Grids

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Publisher : Springer Nature
ISBN 13 : 9813367342
Total Pages : 211 pages
Book Rating : 4.8/5 (133 download)

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Book Synopsis Optimization-Based Energy Management for Multi-energy Maritime Grids by : Sidun Fang

Download or read book Optimization-Based Energy Management for Multi-energy Maritime Grids written by Sidun Fang and published by Springer Nature. This book was released on 2021-04-21 with total page 211 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book discusses the energy management for the multi-energy maritime grid, which is the local energy network installed in harbors, ports, ships, ferries, or vessels. The grid consists of generation, storage, and critical loads. It operates either in grid-connected or in islanding modes, under the constraints of both power system and transportation system. With full electrification, the future maritime grids, such as all-electric ships and seaport microgrids, will become “maritime multi-energy system” with the involvement of multiple energy, i.e., electrical power, fossil fuel, and heating/cooling power. With various practical cases, this book provides a cross-disciplinary view of the green and sustainable shipping via the energy management of maritime grids. In this book, the concepts and definitions of the multi-energy maritime grids are given after a comprehensive literature survey, and then the global and regional energy efficiency policies for the maritime transportation are illustrated. After that, it presents energy management methods under different scenarios for all-electric ships and electrified ports. At last, the future research roadmap are overviewed. The book is intended for graduate students, researchers, and professionals who are interested in the energy management of maritime transportation.

Multi-Energy System Modeling and Optimization (MESMO)

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Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (138 download)

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Book Synopsis Multi-Energy System Modeling and Optimization (MESMO) by : Sebastian Troitzsch

Download or read book Multi-Energy System Modeling and Optimization (MESMO) written by Sebastian Troitzsch and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Large-Scale Integrated Energy Systems

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Publisher : Springer
ISBN 13 : 9811369437
Total Pages : 193 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Large-Scale Integrated Energy Systems by : Qing-Hua Wu

Download or read book Large-Scale Integrated Energy Systems written by Qing-Hua Wu and published by Springer. This book was released on 2019-06-29 with total page 193 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses key issues in the planning and operation of large-scale integrated energy systems (LSIES). It establishes individual-based models for LSIES and develops multi-objective optimization algorithms and multi-attribute decision making support systems, which are applied to the planning and optimal operation of LSIES. It is a valuable reference work for researchers, students and engineers who are interested in energy systems, operation research and decision theory.

Data-driven modeling and optimization in fluid dynamics: From physics-based to machine learning approaches

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Publisher : Frontiers Media SA
ISBN 13 : 2832510701
Total Pages : 178 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Data-driven modeling and optimization in fluid dynamics: From physics-based to machine learning approaches by : Michel Bergmann

Download or read book Data-driven modeling and optimization in fluid dynamics: From physics-based to machine learning approaches written by Michel Bergmann and published by Frontiers Media SA. This book was released on 2023-01-05 with total page 178 pages. Available in PDF, EPUB and Kindle. Book excerpt: