Modeling And Forecasting Electricity Demand
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Modeling And Forecasting Electricity Demand
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Author : Kevin Berk
language : en
Publisher: Springer
Release Date : 2015-01-20
Modeling And Forecasting Electricity Demand written by Kevin Berk and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-01-20 with Business & Economics categories.
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.
Modeling And Forecasting Electricity Loads And Prices
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Author : Rafal Weron
language : en
Publisher: John Wiley & Sons
Release Date : 2007-01-30
Modeling And Forecasting Electricity Loads And Prices written by Rafal Weron and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-01-30 with Business & Economics categories.
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.
Electric Load Forecasting
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Author : Stanford University. Energy Modeling Forum
language : en
Publisher:
Release Date : 1980
Electric Load Forecasting written by Stanford University. Energy Modeling Forum and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1980 with Electric utilities categories.
Forecasting U S Electricity Demand
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Author : Adela Maria Bolet
language : en
Publisher: Routledge
Release Date : 2019-08-30
Forecasting U S Electricity Demand written by Adela Maria Bolet and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-08-30 with Political Science categories.
Although the energy headlines of 1985 proclaim the waning of OPEC, the collapse of oil prices, and the demise of the nuclear power industry, few policy analysts are examining the dynamic challenges and opportunities that may confront the electric power industry during the remainder of this century. In this pioneering work, Adela Maria Bolet attempts to do exactly this, namely, to reconcile the differences among forecasters as to the future of electricity demand in the industrial, commercial, and residential sectors.
Demand Forecasting For Electric Utilities
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Author : Clark W. Gellings
language : en
Publisher:
Release Date : 1992
Demand Forecasting For Electric Utilities written by Clark W. Gellings and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992 with Technology & Engineering categories.
Issues Affecting The Future Of Electricity Demand And Demand Forecasting
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Author : Stanford University. Energy Modeling Forum
language : en
Publisher:
Release Date : 1978
Issues Affecting The Future Of Electricity Demand And Demand Forecasting written by Stanford University. Energy Modeling Forum and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1978 with categories.
Forecasting Models Of Electricity Prices
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Author : Javier Contreras
language : en
Publisher: MDPI
Release Date : 2018-04-06
Forecasting Models Of Electricity Prices written by Javier Contreras and has been published by MDPI this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-04-06 with categories.
This book is a printed edition of the Special Issue "Forecasting Models of Electricity Prices" that was published in Energies
Comparative Models For Electrical Load Forecasting
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Author : Derek W. Bunn
language : en
Publisher:
Release Date : 1985
Comparative Models For Electrical Load Forecasting written by Derek W. Bunn and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1985 with Business & Economics categories.
Takes a practical look at how short-term forecasting has actually been undertaken and is being developed in public utility organizations.
Electrical Load Forecasting
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Author : S.A. Soliman
language : en
Publisher: Elsevier
Release Date : 2010-05-26
Electrical Load Forecasting written by S.A. Soliman and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-05-26 with Business & Economics categories.
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
Energy Model Comparison An Overview
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Author : Stanford University. Energy Modeling Forum
language : en
Publisher:
Release Date : 1980
Energy Model Comparison An Overview written by Stanford University. Energy Modeling Forum and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1980 with categories.