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Load Forecasting Methods


Load Forecasting Methods
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Comparative Models For Electrical Load Forecasting


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.



Short Term Load Forecasting By Artificial Intelligent Technologies


Short Term Load Forecasting By Artificial Intelligent Technologies
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Author : Wei-Chiang Hong
language : en
Publisher: MDPI
Release Date : 2019-01-29

Short Term Load Forecasting By Artificial Intelligent Technologies written by Wei-Chiang Hong and has been published by MDPI this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-01-29 with categories.


This book is a printed edition of the Special Issue "Short-Term Load Forecasting by Artificial Intelligent Technologies" that was published in Energies



Core Concepts And Methods In Load Forecasting


Core Concepts And Methods In Load Forecasting
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Author : Stephen Haben
language : en
Publisher: Springer Nature
Release Date : 2023-06-01

Core Concepts And Methods In Load Forecasting written by Stephen Haben and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-01 with Technology & Engineering categories.


This comprehensive open access book enables readers to discover the essential techniques for load forecasting in electricity networks, particularly for active distribution networks. From statistical methods to deep learning and probabilistic approaches, the book covers a wide range of techniques and includes real-world applications and a worked examples using actual electricity data (including an example implemented through shared code). Advanced topics for further research are also included, as well as a detailed appendix on where to find data and additional reading. As the smart grid and low carbon economy continue to evolve, the proper development of forecasting methods is vital. This book is a must-read for students, industry professionals, and anyone interested in forecasting for smart control applications, demand-side response, energy markets, and renewable utilization.



Load Forecasting Methods


Load Forecasting Methods
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Author :
language : en
Publisher:
Release Date : 1995

Load Forecasting Methods written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995 with Forecasting categories.




Electrical Load Forecasting


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



Spatial Electric Load Forecasting


Spatial Electric Load Forecasting
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Author : H. Lee Willis
language : en
Publisher: CRC Press
Release Date : 2002-08-09

Spatial Electric Load Forecasting written by H. Lee Willis and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002-08-09 with Technology & Engineering categories.


Containing 12 new chapters, this second edition offers increased coverage of weather correction and normalization of forecasts, anticipation of redevelopment, determining the validity of announced developments, and minimizing risk from over- or under-planning. It provides specific examples and detailed explanations of key points to consider for both standard and unusual utility forecasting situations, information on new algorithms and concepts in forecasting, a review of forecasting pitfalls and mistakes, case studies depicting challenging forecast environments, and load models illustrating various types of demand.



Load Forecasting Methods For The Year 1981 82


Load Forecasting Methods For The Year 1981 82
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Author : Edison Electric Institute. Methods Analysis Subcommittee
language : en
Publisher:
Release Date : 1983

Load Forecasting Methods For The Year 1981 82 written by Edison Electric Institute. Methods Analysis Subcommittee and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1983 with Electric power-plants categories.




Electric Load Forecasting Using An Artificial Neural Networks


Electric Load Forecasting Using An Artificial Neural Networks
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Author : Natalia Gotman
language : en
Publisher: LAP Lambert Academic Publishing
Release Date : 2014-03

Electric Load Forecasting Using An Artificial Neural Networks written by Natalia Gotman and has been published by LAP Lambert Academic Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-03 with categories.


Electric load forecasting is an important research field in electric power industry. It plays a crucial role in solving a wide range of tasks of short-term planning and operating control of electric power system operating modes. Load forecasting is carried out in different time spans. Load forecasting within a current day - operating forecasting; one-day-week-month-ahead load forecasting - short-term load forecasting; one-month-quarter-year-ahead load forecasting - long-term load forecasting. So far a great number of both conventional and non-conventional electric load forecasting methods and models have been developed. The work presents research results of electric load forecasting for electrical power systems using artificial neural networks and fuzzy logic as one of the most advanced and perspective directions of solving this task. A theoretical approach to the issues discussed is combined with the data of experimental studies implemented with application of load curves of regional electrical power systems. The book is addressed to specialists and researchers concerned with operational control modes of electric power systems.



A Comparative Analysis Of Load Forecasting Methods


A Comparative Analysis Of Load Forecasting Methods
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Author : Golam Hossein Moazampour
language : en
Publisher:
Release Date : 1986

A Comparative Analysis Of Load Forecasting Methods written by Golam Hossein Moazampour and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1986 with categories.




Short Term Load Forecasting 2019


Short Term Load Forecasting 2019
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Author : Antonio Gabaldón
language : en
Publisher: MDPI
Release Date : 2021-02-26

Short Term Load Forecasting 2019 written by Antonio Gabaldón and has been published by MDPI this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-02-26 with Technology & Engineering categories.


Short-term load forecasting (STLF) plays a key role in the formulation of economic, reliable, and secure operating strategies (planning, scheduling, maintenance, and control processes, among others) for a power system and will be significant in the future. However, there is still much to do in these research areas. The deployment of enabling technologies (e.g., smart meters) has made high-granularity data available for many customer segments and to approach many issues, for instance, to make forecasting tasks feasible at several demand aggregation levels. The first challenge is the improvement of STLF models and their performance at new aggregation levels. Moreover, the mix of renewables in the power system, and the necessity to include more flexibility through demand response initiatives have introduced greater uncertainties, which means new challenges for STLF in a more dynamic power system in the 2030–50 horizon. Many techniques have been proposed and applied for STLF, including traditional statistical models and AI techniques. Besides, distribution planning needs, as well as grid modernization, have initiated the development of hierarchical load forecasting. Analogously, the need to face new sources of uncertainty in the power system is giving more importance to probabilistic load forecasting. This Special Issue deals with both fundamental research and practical application research on STLF methodologies to face the challenges of a more distributed and customer-centered power system.