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Author: Rafał Weron
Publisher:
ISBN: 9788387574468
Category :
Languages : en
Pages : 199
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Book Description
Author: Rafał Weron
Publisher:
ISBN: 9788387574468
Category :
Languages : en
Pages : 199
Get Book Here
Book Description
Author: Rafal Weron
Publisher: John Wiley & Sons
ISBN: 0470059990
Category : Business & Economics
Languages : en
Pages : 192
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Book Description
This book offers an in-depth and up-to-date review of different statistical tools that can be used to analyze and forecast the dynamics of two crucial for every energy company processes—electricity prices and loads. It provides coverage of seasonal decomposition, mean reversion, heavy-tailed distributions, exponential smoothing, spike preprocessing, autoregressive time series including models with exogenous variables and heteroskedastic (GARCH) components, regime-switching models, interval forecasts, jump-diffusion models, derivatives pricing and the market price of risk. Modeling and Forecasting Electricity Loads and Prices is packaged with a CD containing both the data and detailed examples of implementation of different techniques in Matlab, with additional examples in SAS. A reader can retrace all the intermediate steps of a practical implementation of a model and test his understanding of the method and correctness of the computer code using the same input data. The book will be of particular interest to the quants employed by the utilities, independent power generators and marketers, energy trading desks of the hedge funds and financial institutions, and the executives attending courses designed to help them to brush up on their technical skills. The text will be also of use to graduate students in electrical engineering, econometrics and finance wanting to get a grip on advanced statistical tools applied in this hot area. In fact, there are sixteen Case Studies in the book making it a self-contained tutorial to electricity load and price modeling and forecasting.
Author: Kevin Berk
Publisher: Springer
ISBN: 3658086696
Category : Business & Economics
Languages : en
Pages : 123
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Book Description
The master thesis of Kevin Berk develops a stochastic model for the electricity demand of small and medium-sized companies that is flexible enough so that it can be used for various business sectors. The model incorporates the grid load as an exogenous factor and seasonalities on a daily, weekly and yearly basis. It is demonstrated how the model can be used e.g. for estimating the risk of retail contracts. The uncertainty of electricity demand is an important risk factor for customers as well as for utilities and retailers. As a consequence, forecasting electricity load and its risk is now an integral component of the risk management for all market participants.
Author: Javier Contreras
Publisher: MDPI
ISBN: 3038424153
Category : Technology & Engineering
Languages : en
Pages : 259
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Book Description
This book is a printed edition of the Special Issue "Forecasting Models of Electricity Prices" that was published in Energies
Author: Stanford University. Energy Modeling Forum
Publisher:
ISBN:
Category : Electric power
Languages : en
Pages : 444
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Book Description
Changes in energy markets over the last decade have made capacity planning by electric utilities increasingly difficult, but also increasingly important to producers and users of energy. In particular, long-range forecasts f the use of electricity have received greater scrutiny, forecasting prolems and methods have become more complex, and results have been subject to greater uncertainty and challenge than before. EPRI, in the Energy Modeling Forum, brought together a working group from utilities, research institutes, government agencies, universities and consulting firms to identify the issues that could have significant impacts on future electricity consumption.
Author: Mohammad Shahidehpour
Publisher: John Wiley & Sons
ISBN: 0471463949
Category : Technology & Engineering
Languages : en
Pages : 552
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Book Description
An essential overview of post-deregulation market operations inelectrical power systems Until recently the U.S. electricity industry was dominated byvertically integrated utilities. It is now evolving into adistributive and competitive market driven by market forces andincreased competition. With electricity amounting to a $200 billionper year market in the United States, the implications of thisrestructuring will naturally affect the rest of the world. Why is restructuring necessary? What are the components ofrestructuring? How is the new structure different from the oldmonopoly? How are the participants strategizing their options tomaximize their revenues? What are the market risks and how are theyevaluated? How are interchange transactions analyzed and approved?Starting with a background sketch of the industry, this hands-onreference provides insights into the new trends in power systemsoperation and control, and highlights advanced issues in thefield. Written for both technical and nontechnical professionals involvedin power engineering, finance, and marketing, this must-haveresource discusses: * Market structure and operation of electric power systems * Load and price forecasting and arbitrage * Price-based unit commitment and security constrained unitcommitment * Market power analysis and game theory applications * Ancillary services auction market design * Transmission pricing and congestion Using real-world case studies, this timely survey offers engineers,consultants, researchers, financial managers, university professorsand students, and other professionals in the industry acomprehensive review of electricity restructuring and how itsradical effects will shape the market.
Author: Ahmad Faruqui
Publisher: Springer Science & Business Media
ISBN: 1461545293
Category : Business & Economics
Languages : en
Pages : 463
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Book Description
Electricity markets are being deregulated or face new regulatory frameworks. In such changing markets, new pricing strategies will need to consider such factors as cost, value of service and pricing by objective. Pricing in Competitive Electricity Markets introduces a new family of pricing concepts, methodologies, models, tools and databases focused on market-based pricing. This book reviews important theoretical pricing issues as well as practical pricing applications for changing electricity markets.
Author: S.A. Soliman
Publisher: Elsevier
ISBN: 0123815444
Category : Business & Economics
Languages : en
Pages : 441
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Book Description
Succinct and understandable, this book is a step-by-step guide to the mathematics and construction of electrical load forecasting models. Written by one of the world’s foremost experts on the subject, Electrical Load Forecasting provides a brief discussion of algorithms, their advantages and disadvantages and when they are best utilized. The book begins with a good description of the basic theory and models needed to truly understand how the models are prepared so that they are not just blindly plugging and chugging numbers. This is followed by a clear and rigorous exposition of the statistical techniques and algorithms such as regression, neural networks, fuzzy logic, and expert systems. The book is also supported by an online computer program that allows readers to construct, validate, and run short and long term models. Step-by-step guide to model construction Construct, verify, and run short and long term models Accurately evaluate load shape and pricing Creat regional specific electrical load models
Author: Stanford University. Energy Modeling Forum
Publisher:
ISBN:
Category :
Languages : en
Pages : 50
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Book Description
Author: Monica Greer
Publisher: Academic Press
ISBN: 0128213728
Category : Business & Economics
Languages : en
Pages : 424
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Book Description
Reducing greenhouse gases and increasing the use of renewable energy continue to be critical goals for the power industry and electrical engineers to promote energy cost reductions. Engineers and researchers must keep up to date with the evolution of the power system sector, new energy regulations, and how different pricing techniques apply in today’s market. Electricity Cost Modeling Calculations, Second Edition delivers an updated view on pricing models, regulation, technology and the role renewable energy is starting to take in electricity. Starting with fundamental concepts relating to market structure, an increase in international regulations is added to expand the engineer’s knowledge. Cubic cost modeling and new modeling cases are included along with updated literature reviews for deeper research. The reference then extends into more advanced quantitative methods such as updated rate designs, and a new chapter is included on the marginal cost pricing of electricity in the United States with applications to reduce greenhouse gas emissions, making the reference relevant for today’s power markets. This book provides engineers with a practical guide on the latest techniques in electricity pricing and applications for today’s markets. Provides updates on international regulations and the role of renewable energy sources Presents foundational concepts and advanced quantitative aspects including updated practical case studies Discusses the appropriate rate/tariff structure for more efficient use of electricity and renewable options
