Electrical Load Forecasting: Modeling and Model Construction

ISBN-13: 9780128102213 / Angielski / Miękka / 2016 / 440 str.

S. a. Soliman; Ahmad Mohammad Al-Kandari

Opis

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

Spis treści

1. State of the Art2. Static State Estimation3. Short Term Load Forecasting Models4. Fuzzy Systems and Fuzzy linear Regression5. Dynamic State Estimation6. Load Forecasting Computational Results: Static State Estimation7. Load Forecasting Computational Results Fuzzy Linear Regression8. Dynamic Electric Load Forecasting