Advanced Optimization Methods and Big Data Applications in Energy Demand Forecast (Record no. 65791)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 03501naaaa2200637uu 4500 |
| 001 - CONTROL NUMBER | |
| control field | https://directory.doabooks.org/handle/20.500.12854/76485 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20220220044329.0 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | books978-3-0365-0863-4 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9783036508627 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9783036508634 |
| 024 7# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | 10.3390/books978-3-0365-0863-4 |
| Terms of availability | doi |
| 041 0# - LANGUAGE CODE | |
| Language code of text/sound track or separate title | English |
| 042 ## - AUTHENTICATION CODE | |
| Authentication code | dc |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | GP |
| Source | bicssc |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | TB |
| Source | bicssc |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Gómez Vela, Francisco A. |
| Relationship | edt |
| 245 10 - TITLE STATEMENT | |
| Title | Advanced Optimization Methods and Big Data Applications in Energy Demand Forecast |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Basel, Switzerland |
| Name of publisher, distributor, etc. | MDPI - Multidisciplinary Digital Publishing Institute |
| Date of publication, distribution, etc. | 2021 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 electronic resource (100 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. | The use of data collectors in energy systems is growing more and more. For example, smart sensors are now widely used in energy production and energy consumption systems. This implies that huge amounts of data are generated and need to be analyzed in order to extract useful insights from them. Such big data give rise to a number of opportunities and challenges for informed decision making. In recent years, researchers have been working very actively in order to come up with effective and powerful techniques in order to deal with the huge amount of data available. Such approaches can be used in the context of energy production and consumption considering the amount of data produced by all samples and measurements, as well as including many additional features. With them, automated machine learning methods for extracting relevant patterns, high-performance computing, or data visualization are being successfully applied to energy demand forecasting. In light of the above, this Special Issue collects the latest research on relevant topics, in particular in energy demand forecasts, and the use of advanced optimization methods and big data techniques. Here, by energy, we mean any kind of energy, e.g., electrical, solar, microwave, or wind |
| 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 |
| -- | https://creativecommons.org/licenses/by/4.0/ |
| 546 ## - LANGUAGE NOTE | |
| Language note | English |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Research & information: general |
| Source of heading or term | bicssc |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Technology: general issues |
| Source of heading or term | bicssc |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | deep learning |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | energy demand |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | temporal convolutional network |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | time series forecasting |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | time series |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | forecasting |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | exponential smoothing |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | electricity demand |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | residential building |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | energy efficiency |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | clustering |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | decision tree |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | time-series forecasting |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | evolutionary computation |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | neuroevolution |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | photovoltaic power plant |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | short-term forecasting |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | data processing |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | data filtration |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | k-nearest neighbors |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | regression |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | autoregression |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | n/a |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | García-Torres, Miguel |
| Relationship | edt |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Divina, Federico |
| Relationship | edt |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Gómez Vela, Francisco A. |
| Relationship | oth |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | García-Torres, Miguel |
| Relationship | oth |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Divina, Federico |
| Relationship | oth |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Host name | www.oapen.org |
| Uniform Resource Identifier | <a href="https://mdpi.com/books/pdfview/book/3931">https://mdpi.com/books/pdfview/book/3931</a> |
| Access status | 0 |
| Public note | DOAB: download the publication |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Host name | www.oapen.org |
| Uniform Resource Identifier | <a href="https://directory.doabooks.org/handle/20.500.12854/76485">https://directory.doabooks.org/handle/20.500.12854/76485</a> |
| Access status | 0 |
| Public note | DOAB: description of the publication |
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