MARC details
000 -LEADER |
fixed length control field |
02966naaaa2200733uu 4500 |
003 - CONTROL NUMBER IDENTIFIER |
control field |
BUT |
005 - DATE AND TIME OF LATEST TRANSACTION |
control field |
20230405112014.0 |
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS |
fixed length control field |
m o d |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
fixed length control field |
cr|mn|---annan |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
fixed length control field |
20220621s2022 xx |||||o ||| eng|| d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9783036542188 |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9783036542171 |
040 ## - CATALOGING SOURCE |
Original cataloging agency |
oapen |
Transcribing agency |
oapen |
041 0# - LANGUAGE CODE |
Language code of text/sound track or separate title |
eng |
080 ## - UNIVERSAL DECIMAL CLASSIFICATION NUMBER |
Universal Decimal Classification number |
004 |
100 1# - MAIN ENTRY--PERSONAL NAME |
Personal name |
García-Díaz, J. Carlos |
Relationship |
edt |
245 10 - TITLE STATEMENT |
Title |
Advanced Methods of Power Load Forecasting |
260 ## - PUBLICATION, DISTRIBUTION, ETC. |
Place of publication, distribution, etc. |
Basel |
Name of publisher, distributor, etc. |
MDPI - Multidisciplinary Digital Publishing Institute |
Date of publication, distribution, etc. |
2022 |
300 ## - PHYSICAL DESCRIPTION |
Extent |
1 electronic resource (128 p.) |
506 0# - RESTRICTIONS ON ACCESS NOTE |
Terms governing access |
Open Access |
Source of term |
star |
Standardized terminology for access restriction |
Unrestricted online access |
520 ## - SUMMARY, ETC. |
Summary, etc. |
This reprint introduces advanced prediction models focused on power load forecasting. Models based on artificial intelligence and more traditional approaches are shown, demonstrating the real possibilities of use to improve prediction in this field. Models of LSTM neural networks, LSTM networks with a SESDA architecture, in even LSTM-CNN are used. On the other hand, multiple seasonal Holt-Winters models with discrete seasonality and the application of the Prophet method to demand forecasting are presented. These models are applied in different circumstances and show highly positive results. This reprint is intended for both researchers related to energy management and those related to forecasting, especially power load. |
540 ## - TERMS GOVERNING USE AND REPRODUCTION NOTE |
Terms governing use and reproduction |
Creative Commons |
Use and reproduction rights |
https://creativecommons.org/licenses/by/4.0/ |
Source of term |
cc |
546 ## - LANGUAGE NOTE |
Language note |
English |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Искусственный интеллект |
Source of heading or term |
bicssc |
9 (RLIN) |
4518 |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
Prophet model |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
Holt–Winters model |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
long-term forecasting |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
peak load |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
prophet model |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
multiple seasonality |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
time series |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
demand |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
load |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
forecast |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
DIMS |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
irregular |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
galvanizing |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
short-term electrical load forecasting |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
machine learning |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
deep learning |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
statistical analysis |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
parameters tuning |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
CNN |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
LSTM |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
short-term load forecast |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
Artificial Neural Network |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
deep neural network |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
recurrent neural network |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
attention |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
encoder decoder |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
online training |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
bidirectional long short-term memory |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
multi-layer stacked |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
neural network |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
short-term load forecasting |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
power system |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Trull, Óscar |
Relationship |
edt |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
García-Díaz, J. Carlos |
Relationship |
oth |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Trull, Óscar |
Relationship |
oth |
856 40 - ELECTRONIC LOCATION AND ACCESS |
Host name |
www.oapen.org |
Uniform Resource Identifier |
<a href="https://mdpi.com/books/pdfview/book/5489">https://mdpi.com/books/pdfview/book/5489</a> |
Access status |
0 |
Public note |
Download |
856 40 - ELECTRONIC LOCATION AND ACCESS |
Host name |
www.oapen.org |
Uniform Resource Identifier |
<a href="https://directory.doabooks.org/handle/20.500.12854/84505">https://directory.doabooks.org/handle/20.500.12854/84505</a> |
Access status |
0 |
Public note |
Description |
909 ## - Составили записи |
-- |
4 |
-- |
Darya Shvetsova |
942 ## - ADDED ENTRY ELEMENTS (KOHA) |
Source of classification or shelving scheme |
Универсальная десятичная классификация |
Koha item type |
Electronic edition |