DocumentCode
1735490
Title
Assessing the Impact of Price Forecast Errors on the Economics of Distributed Storage Systems
Author
Ahlert, Klaus-Henning ; Block, Carsten
Author_Institution
Univ. of Karlsruhe, Karlsruhe, Germany
fYear
2010
Firstpage
1
Lastpage
10
Abstract
This article analyzes the economic impact of price forecast errors on the optimal operation schedules of distributed (battery) storage systems. The presented simulation model extends a linear optimization model that achieves up to 17% annual savings for a storage system in an environment with dynamically changing electricity prices and under the assumptions of ex-ante known load and price data. The main contribution of this paper is to replace the deterministic load and price curves by imperfect forecasts of which the effect of price forecast errors is systematically analyzed. All results are benchmarked against the optimal result of the basic model. The main finding is that the underlying storage optimization model performs with a high robustness against price forecast errors. E.g., up to 10% Mean Absolute Percentage Error (MAPE) for day-ahead price forecasts lead to less than 10% deviation from the optimal result. I.e., the storage model yields up to 15% annual savings vs. 17% in the optimal case.
Keywords
battery storage plants; demand side management; economic forecasting; load forecasting; optimisation; battery storage system; deterministic load; distributed storage systems; economic impact; electricity prices; linear optimization; mean absolute percentage error; price curves; price forecast errors; storage optimization; Batteries; Density estimation robust algorithm; Economic forecasting; Electricity supply industry; Energy resources; Environmental economics; Job shop scheduling; Load forecasting; Power generation economics; Predictive models;
fLanguage
English
Publisher
ieee
Conference_Titel
System Sciences (HICSS), 2010 43rd Hawaii International Conference on
Conference_Location
Honolulu, HI
ISSN
1530-1605
Print_ISBN
978-1-4244-5509-6
Electronic_ISBN
1530-1605
Type
conf
DOI
10.1109/HICSS.2010.72
Filename
5428352
Link To Document