Forecasting and Assessing Risk of Individual Electricity Peaks is popular PDF and ePub book, written by Maria Jacob in 2019-09-25, it is a fantastic choice for those who relish reading online the Mathematics genre. Let's immerse ourselves in this engaging Mathematics book by exploring the summary and details provided below. Remember, Forecasting and Assessing Risk of Individual Electricity Peaks can be Read Online from any device for your convenience.
Forecasting and Assessing Risk of Individual Electricity Peaks Book PDF Summary
The overarching aim of this open access book is to present self-contained theory and algorithms for investigation and prediction of electric demand peaks. A cross-section of popular demand forecasting algorithms from statistics, machine learning and mathematics is presented, followed by extreme value theory techniques with examples. In order to achieve carbon targets, good forecasts of peaks are essential. For instance, shifting demand or charging battery depends on correct demand predictions in time. Majority of forecasting algorithms historically were focused on average load prediction. In order to model the peaks, methods from extreme value theory are applied. This allows us to study extremes without making any assumption on the central parts of demand distribution and to predict beyond the range of available data. While applied on individual loads, the techniques described in this book can be extended naturally to substations, or to commercial settings. Extreme value theory techniques presented can be also used across other disciplines, for example for predicting heavy rainfalls, wind speed, solar radiation and extreme weather events. The book is intended for students, academics, engineers and professionals that are interested in short term load prediction, energy data analytics, battery control, demand side response and data science in general.
Detail Book of Forecasting and Assessing Risk of Individual Electricity Peaks PDF
- Author : Maria Jacob
- Release : 25 September 2019
- Publisher : Springer Nature
- ISBN : 9783030286699
- Genre : Mathematics
- Total Page : 108 pages
- Language : English
- PDF File Size : 10,8 Mb
If you're still pondering over how to secure a PDF or EPUB version of the book Forecasting and Assessing Risk of Individual Electricity Peaks by Maria Jacob, don't worry! All you have to do is click the 'Get Book' buttons below to kick off your Download or Read Online journey. Just a friendly reminder: we don't upload or host the files ourselves.