EUNITE.Loads: Electrical loads of the EUNITE Competition
In TSPred: Functions for Benchmarking Time Series Prediction
Description
Usage
Format
Details
Source
References
See Also
Examples
Description
The EUNITE Competition main dataset composed of a set of univariate time
series of half-an-hour electrical loads measured between 1997 and 1998.
Usage
1
Format
A data frame with 730 observations on the following 48 variables.
- X00.30
a numeric vector with loads measured in the
period 00:00-00:30 of 1997-1998.
- X01.00
a numeric vector
with loads measured in the period 00:30-01:00 of 1997-1998.
- X01.30
a numeric vector with loads measured in the period
01:00-01:30 of 1997-1998.
- X02.00
a numeric vector with loads
measured in the period 01:30-02:00 of 1997-1998.
- X02.30
a
numeric vector with loads measured in the period 02:00-02:30 of 1997-1998.
- X03.00
a numeric vector with loads measured in the period
02:30-03:00 of 1997-1998.
- X03.30
a numeric vector with loads
measured in the period 03:00-03:30 of 1997-1998.
- X04.00
a
numeric vector with loads measured in the period 03:30-04:00 of 1997-1998.
- X04.30
a numeric vector with loads measured in the period
04:00-04:30 of 1997-1998.
- X05.00
a numeric vector with loads
measured in the period 04:30-05:00 of 1997-1998.
- X05.30
a
numeric vector with loads measured in the period 05:00-05:30 of 1997-1998.
- X06.00
a numeric vector with loads measured in the period
05:30-06:00 of 1997-1998.
- X06.30
a numeric vector with loads
measured in the period 06:00-06:30 of 1997-1998.
- X07.00
a
numeric vector with loads measured in the period 06:30-07:00 of 1997-1998.
- X07.30
a numeric vector with loads measured in the period
07:00-07:30 of 1997-1998.
- X08.00
a numeric vector with loads
measured in the period 07:30-08:00 of 1997-1998.
- X08.30
a
numeric vector with loads measured in the period 08:00-08:30 of 1997-1998.
- X09.00
a numeric vector with loads measured in the period
08:30-09:00 of 1997-1998.
- X09.30
a numeric vector with loads
measured in the period 09:00-09:30 of 1997-1998.
- X10.00
a
numeric vector with loads measured in the period 09:30-10:00 of 1997-1998.
- X10.30
a numeric vector with loads measured in the period
10:00-10:30 of 1997-1998.
- X11.00
a numeric vector with loads
measured in the period 10:30-11:00 of 1997-1998.
- X11.30
a
numeric vector with loads measured in the period 11:00-11:30 of 1997-1998.
- X12.00
a numeric vector with loads measured in the period
11:30-12:00 of 1997-1998.
- X12.30
a numeric vector with loads
measured in the period 12:00-12:30 of 1997-1998.
- X13.00
a
numeric vector with loads measured in the period 12:30-13:00 of 1997-1998.
- X13.30
a numeric vector with loads measured in the period
13:00-13:30 of 1997-1998.
- X14.00
a numeric vector with loads
measured in the period 13:30-14:00 of 1997-1998.
- X14.30
a
numeric vector with loads measured in the period 14:00-14:30 of 1997-1998.
- X15.00
a numeric vector with loads measured in the period
14:30-15:00 of 1997-1998.
- X15.30
a numeric vector with loads
measured in the period 15:00-15:30 of 1997-1998.
- X16.00
a
numeric vector with loads measured in the period 15:30-16:00 of 1997-1998.
- X16.30
a numeric vector with loads measured in the period
16:00-16:30 of 1997-1998.
- X17.00
a numeric vector with loads
measured in the period 16:30-17:00 of 1997-1998.
- X17.30
a
numeric vector with loads measured in the period 17:00-17:30 of 1997-1998.
- X18.00
a numeric vector with loads measured in the period
17:30-18:00 of 1997-1998.
- X18.30
a numeric vector with loads
measured in the period 18:00-18:30 of 1997-1998.
- X19.00
a
numeric vector with loads measured in the period 18:30-19:00 of 1997-1998.
- X19.30
a numeric vector with loads measured in the period
19:00-19:30 of 1997-1998.
- X20.00
a numeric vector with loads
measured in the period 19:30-20:00 of 1997-1998.
- X20.30
a
numeric vector with loads measured in the period 20:00-20:30 of 1997-1998.
- X21.00
a numeric vector with loads measured in the period
20:30-21:00 of 1997-1998.
- X21.30
a numeric vector with loads
measured in the period 21:00-21:30 of 1997-1998.
- X22.00
a
numeric vector with loads measured in the period 21:30-22:00 of 1997-1998.
- X22.30
a numeric vector with loads measured in the period
22:00-22:30 of 1997-1998.
- X23.00
a numeric vector with loads
measured in the period 22:30-23:00 of 1997-1998.
- X23.30
a
numeric vector with loads measured in the period 23:00-23:30 of 1997-1998.
- X24.00
a numeric vector with loads measured in the period
23:30-24:00 of 1997-1998.
Details
The EUNITE Competition proposed the prediction of maximum daily electrical
loads based on half-an-hour loads and average daily temperatures of
1997-1998 (EUNITE.Temp). The holidays with respect to this
period were also provided (EUNITE.Reg) and the use of data on
average daily temperatures of 1995-1996 was allowed. The dataset present
considerable seasonality due to properties of electrical load demand,
climate influence and holiday effects, among other reasons. Competitors were
asked to predict the 31 values corresponding to the daily maximum electrical
loads of January 1999 (EUNITE.Loads.cont). The performance
evaluation done by the EUNITE Competition was based on the MAPE error and on
the MAXIMAL error of prediction found by the competitors.
Source
EUNITE 1999, Electricity Load Forecast using Intelligent Adaptive
Technology: The EUNITE Network Competition. URL:
http://www.eunite.org/knowledge/Competitions/1st_competition/1st_competition.htm.
References
B.-J. Chen, M.-W. Chang, and C.-J. Lin, 2004, Load forecasting
using support vector Machines: a study on EUNITE competition 2001, IEEE
Transactions on Power Systems, v. 19, n. 4 (Nov.), p. 1821-1830.
See Also
EUNITE.Loads.cont, EUNITE.Reg,
EUNITE.Temp
Examples
1
2
3
data(EUNITE.Loads)
str(EUNITE.Loads)
plot(ts(EUNITE.Loads["X24.00"]))
TSPred documentation built on Jan. 21, 2021, 5:10 p.m.
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Description Usage Format Details Source References See Also Examples
Description
The EUNITE Competition main dataset composed of a set of univariate time series of half-an-hour electrical loads measured between 1997 and 1998.
Usage
1 |
Format
A data frame with 730 observations on the following 48 variables.
- X00.30
a numeric vector with loads measured in the period 00:00-00:30 of 1997-1998.
- X01.00
a numeric vector with loads measured in the period 00:30-01:00 of 1997-1998.
- X01.30
a numeric vector with loads measured in the period 01:00-01:30 of 1997-1998.
- X02.00
a numeric vector with loads measured in the period 01:30-02:00 of 1997-1998.
- X02.30
a numeric vector with loads measured in the period 02:00-02:30 of 1997-1998.
- X03.00
a numeric vector with loads measured in the period 02:30-03:00 of 1997-1998.
- X03.30
a numeric vector with loads measured in the period 03:00-03:30 of 1997-1998.
- X04.00
a numeric vector with loads measured in the period 03:30-04:00 of 1997-1998.
- X04.30
a numeric vector with loads measured in the period 04:00-04:30 of 1997-1998.
- X05.00
a numeric vector with loads measured in the period 04:30-05:00 of 1997-1998.
- X05.30
a numeric vector with loads measured in the period 05:00-05:30 of 1997-1998.
- X06.00
a numeric vector with loads measured in the period 05:30-06:00 of 1997-1998.
- X06.30
a numeric vector with loads measured in the period 06:00-06:30 of 1997-1998.
- X07.00
a numeric vector with loads measured in the period 06:30-07:00 of 1997-1998.
- X07.30
a numeric vector with loads measured in the period 07:00-07:30 of 1997-1998.
- X08.00
a numeric vector with loads measured in the period 07:30-08:00 of 1997-1998.
- X08.30
a numeric vector with loads measured in the period 08:00-08:30 of 1997-1998.
- X09.00
a numeric vector with loads measured in the period 08:30-09:00 of 1997-1998.
- X09.30
a numeric vector with loads measured in the period 09:00-09:30 of 1997-1998.
- X10.00
a numeric vector with loads measured in the period 09:30-10:00 of 1997-1998.
- X10.30
a numeric vector with loads measured in the period 10:00-10:30 of 1997-1998.
- X11.00
a numeric vector with loads measured in the period 10:30-11:00 of 1997-1998.
- X11.30
a numeric vector with loads measured in the period 11:00-11:30 of 1997-1998.
- X12.00
a numeric vector with loads measured in the period 11:30-12:00 of 1997-1998.
- X12.30
a numeric vector with loads measured in the period 12:00-12:30 of 1997-1998.
- X13.00
a numeric vector with loads measured in the period 12:30-13:00 of 1997-1998.
- X13.30
a numeric vector with loads measured in the period 13:00-13:30 of 1997-1998.
- X14.00
a numeric vector with loads measured in the period 13:30-14:00 of 1997-1998.
- X14.30
a numeric vector with loads measured in the period 14:00-14:30 of 1997-1998.
- X15.00
a numeric vector with loads measured in the period 14:30-15:00 of 1997-1998.
- X15.30
a numeric vector with loads measured in the period 15:00-15:30 of 1997-1998.
- X16.00
a numeric vector with loads measured in the period 15:30-16:00 of 1997-1998.
- X16.30
a numeric vector with loads measured in the period 16:00-16:30 of 1997-1998.
- X17.00
a numeric vector with loads measured in the period 16:30-17:00 of 1997-1998.
- X17.30
a numeric vector with loads measured in the period 17:00-17:30 of 1997-1998.
- X18.00
a numeric vector with loads measured in the period 17:30-18:00 of 1997-1998.
- X18.30
a numeric vector with loads measured in the period 18:00-18:30 of 1997-1998.
- X19.00
a numeric vector with loads measured in the period 18:30-19:00 of 1997-1998.
- X19.30
a numeric vector with loads measured in the period 19:00-19:30 of 1997-1998.
- X20.00
a numeric vector with loads measured in the period 19:30-20:00 of 1997-1998.
- X20.30
a numeric vector with loads measured in the period 20:00-20:30 of 1997-1998.
- X21.00
a numeric vector with loads measured in the period 20:30-21:00 of 1997-1998.
- X21.30
a numeric vector with loads measured in the period 21:00-21:30 of 1997-1998.
- X22.00
a numeric vector with loads measured in the period 21:30-22:00 of 1997-1998.
- X22.30
a numeric vector with loads measured in the period 22:00-22:30 of 1997-1998.
- X23.00
a numeric vector with loads measured in the period 22:30-23:00 of 1997-1998.
- X23.30
a numeric vector with loads measured in the period 23:00-23:30 of 1997-1998.
- X24.00
a numeric vector with loads measured in the period 23:30-24:00 of 1997-1998.
Details
The EUNITE Competition proposed the prediction of maximum daily electrical
loads based on half-an-hour loads and average daily temperatures of
1997-1998 (EUNITE.Temp). The holidays with respect to this
period were also provided (EUNITE.Reg) and the use of data on
average daily temperatures of 1995-1996 was allowed. The dataset present
considerable seasonality due to properties of electrical load demand,
climate influence and holiday effects, among other reasons. Competitors were
asked to predict the 31 values corresponding to the daily maximum electrical
loads of January 1999 (EUNITE.Loads.cont). The performance
evaluation done by the EUNITE Competition was based on the MAPE error and on
the MAXIMAL error of prediction found by the competitors.
Source
EUNITE 1999, Electricity Load Forecast using Intelligent Adaptive Technology: The EUNITE Network Competition. URL: http://www.eunite.org/knowledge/Competitions/1st_competition/1st_competition.htm.
References
B.-J. Chen, M.-W. Chang, and C.-J. Lin, 2004, Load forecasting using support vector Machines: a study on EUNITE competition 2001, IEEE Transactions on Power Systems, v. 19, n. 4 (Nov.), p. 1821-1830.
See Also
EUNITE.Loads.cont, EUNITE.Reg,
EUNITE.Temp
Examples
1 2 3 | data(EUNITE.Loads)
str(EUNITE.Loads)
plot(ts(EUNITE.Loads["X24.00"]))
|
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