MARC details
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| fixed length control field |
03319namaa2200541uu 4500 |
| 001 - CONTROL NUMBER |
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| control field |
oapen23132 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
oapen |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20231220124929.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION |
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| fixed length control field |
m o d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
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| fixed length control field |
cr|mn|---annan |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
200318s2020 xx |||||o ||| 0|eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
978-3-030-28669-9 |
| 024 7# - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
10.1007/978-3-030-28669-9 |
| Source of number or code |
doi |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
oapen |
| Transcribing agency |
oapen |
| 041 0# - LANGUAGE CODE |
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| Language code of text/sound track or separate title |
eng |
| 042 ## - AUTHENTICATION CODE |
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| Authentication code |
dc |
| 072 #7 - SUBJECT CATEGORY CODE |
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| Subject category code |
PBKS |
| Source |
bicssc |
| 072 #7 - SUBJECT CATEGORY CODE |
|---|
| Subject category code |
PBT |
| Source |
bicssc |
| 072 #7 - SUBJECT CATEGORY CODE |
|---|
| Subject category code |
PBW |
| Source |
bicssc |
| 072 #7 - SUBJECT CATEGORY CODE |
|---|
| Subject category code |
TH |
| Source |
bicssc |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Jacob, Maria |
| Relator code |
auth |
| 9 (RLIN) |
70123 |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Forecasting and Assessing Risk of Individual Electricity Peaks |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication, distribution, etc |
Cham |
| Name of publisher, distributor, etc |
Springer Nature |
| Date of publication, distribution, etc |
2020 |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 electronic resource (97 p.) |
| 336 ## - |
|---|
| -- |
text |
| -- |
txt |
| -- |
rdacontent |
| 337 ## - |
|---|
| -- |
computer |
| -- |
c |
| -- |
rdamedia |
| 338 ## - |
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| -- |
online resource |
| -- |
cr |
| -- |
rdacarrier |
| 490 1# - SERIES STATEMENT |
|---|
| Series statement |
Mathematics of Planet Earth |
| 506 0# - RESTRICTIONS ON ACCESS NOTE |
|---|
| Terms governing access |
Open Access |
| Standardized terminology for access restriction |
Unrestricted online access |
| Source of term |
star |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc |
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. |
| 540 ## - TERMS GOVERNING USE AND REPRODUCTION NOTE |
|---|
| Terms governing use and reproduction |
Creative Commons |
| -- |
https://creativecommons.org/licenses/by/4.0 |
| -- |
cc |
| Uniform Resource Identifier |
<a href="https://creativecommons.org/licenses/by/4.0">https://creativecommons.org/licenses/by/4.0</a> |
| 546 ## - LANGUAGE NOTE |
|---|
| Language note |
English |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Applied mathematics |
| Source of heading or term |
bicssc |
| 9 (RLIN) |
69981 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Energy technology & engineering |
| Source of heading or term |
bicssc |
| 9 (RLIN) |
1072220 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Numerical analysis |
| Source of heading or term |
bicssc |
| 9 (RLIN) |
48183 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Probability & statistics |
| Source of heading or term |
bicssc |
| 9 (RLIN) |
947505 |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
Algorithms |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
Energy efficiency |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
Energy systems |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
Mathematics |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
Mathematics |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
Statistics� |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Neves, Cl�udia |
| Relator code |
auth |
| 9 (RLIN) |
1646272 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Vukadinović Greetham, Danica |
| Relator code |
auth |
| 9 (RLIN) |
1282911 |
| 793 0# - |
|---|
| -- |
OAPEN Library. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Uniform Resource Identifier |
<a href="http://library.oapen.org/handle/20.500.12657/23132">http://library.oapen.org/handle/20.500.12657/23132</a> |
| -- |
0 |
| Public note |
Open Access: OAPEN Library: description of the publication |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Uniform Resource Identifier |
<a href="https://library.oapen.org/bitstream/id/f08f7582-5f99-48ce-bc16-2834f2113dea/1007022.pdf">https://library.oapen.org/bitstream/id/f08f7582-5f99-48ce-bc16-2834f2113dea/1007022.pdf</a> |
| -- |
0 |
| Public note |
Open Access: OAPEN Library, download the publication |
