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Temperature-load sensitivity study for adjusting MISO day-ahead load forecast
- Source :
- 2016 IEEE Power and Energy Society General Meeting (PESGM).
- Publication Year :
- 2016
- Publisher :
- IEEE, 2016.
-
Abstract
- This paper presents the results of a temperature-load sensitivity study carried out at the Midcontinent Independent System Operator (MISO) for adjusting MISO day-ahead load forecast. As the area operated by MISO is growing rapidly, operators at MISO have to examine the day-ahead load forecast results generated by commercial software packages on a daily basis and manually correct anticipated discrepancies to enhance the forecast accuracy. To quantify the adjustment of the forecasted load, a series of temperature-load sensitivity studies are conducted using the actual MISO load data from past 5 years. A piecewise general linear model (GLM) is developed to capture the impact of time-dependent factors and temperature variations on the magnitude of MISO temperature-load sensitivity. A numerical study case compares the results before and after the tuning with the presented temperature-load sensitivity analysis.
- Subjects :
- General linear model
Engineering
Commercial software
business.industry
020209 energy
Load forecasting
Load modeling
05 social sciences
050801 communication & media studies
02 engineering and technology
0508 media and communications
Control theory
0202 electrical engineering, electronic engineering, information engineering
Piecewise
Sensitivity (control systems)
business
Temperature load
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2016 IEEE Power and Energy Society General Meeting (PESGM)
- Accession number :
- edsair.doi...........a5ffbc3edcf2ae515fed4ac4e11e5de3