DocumentCode :
135922
Title :
Adjustable Robust long-term energy planning under hydrological uncertainty
Author :
Mejia-Giraldo, Diego ; Villarreal-Marimon, Jose ; Lopez-Mejia, Henry
Author_Institution :
Dept. of Electr. Eng., Univ. de Antioquia, Medellin, Colombia
fYear :
2014
fDate :
27-31 July 2014
Firstpage :
1
Lastpage :
5
Abstract :
This work presents the Adjustable Robust Hidrothermal Coordination (ARHTC) methodology for handling hidrological uncertainty in long-term energy planning studies. Hydrological uncertainty is modeled via ellipsoidal uncertainty sets that are constructed using the sample mean and the sample covariance matrix of historical inflows of the Colombian hydro system. Rather than creating scenarios product of data sampling, the random inflows were allowed to be a continuous random variable via uncertainty sets. Thermal and hydro-power generation decisions are made as long as more hydrological information is released in order to guarantee adjustability to the current conditions. This methodology is computationally tractable and was implemented over a typical Colombian hydro chain. Results show that significantly higher robustness levels can be achieved with the help of affine decision rules compared to a static robust optimization methodology.
Keywords :
covariance matrices; decision theory; hydroelectric power stations; hydrological techniques; hydrothermal power systems; power generation planning; random processes; ARHTC methodology; Colombian hydro system; adjustable robust hydrothermal coordination; adjustable robust long-term energy planning; affine decision rules; continuous random variable; data sampling; ellipsoidal uncertainty; hydrological uncertainty; hydropower generation decision; random inflows; sample covariance matrix; sample mean; static robust optimization; thermal generation decision; Covariance matrices; Ellipsoids; Optimization; Planning; Robustness; Uncertainty; Water resources; Energy planning; adjustable robust optimization; affine decision rules; hydrological uncertainty; hydrothermal coordination;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
PES General Meeting | Conference & Exposition, 2014 IEEE
Conference_Location :
National Harbor, MD
Type :
conf
DOI :
10.1109/PESGM.2014.6939834
Filename :
6939834
Link To Document :
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