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Technical University of Crete
Technical University of Crete
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EL
| URI | http://purl.tuc.gr/dl/dias/8B2106EC-B273-4515-A482-A55E3EFB116B | - |
| Identifier | http://www.aamas2015.com/en/AAMAS_2015_USB/aamas/p503.pdf | - |
| Language | en | - |
| Extent | 8 pages | en |
| Title | Factored MDPS for optimal prosumer decision-making | en |
| Creator | Georgios Chalkiadakis | en |
| Creator | Angelos Angelidakis | en |
| Publisher | International Foundation for Autonomous Agents and Multiagent Systems | en |
| Content Summary | Tackling the decision-making problem faced by a prosumer (i.e., a producer that is simultaneously a consumer) when selling and buying energy in the emerging smart electricity grid, is of utmost importance for the economic profitability of such a business entity. In this paper, we model, for the first time, this problem as a factored Markov Decision Process. By so doing, we are able to represent the problem compactly, and provide an exact optimal solution via dynamic programming - notwithstanding its large size. Our model successfully captures the main aspects of the business decisions of a prosumer corresponding to a community microgrid of any size. Moreover, it includes appropriate sub-models for prosumer production and consumption prediction. Experimental simulations verify the effectiveness of our approach; and show that our exact value iteration solution matches that of a state-of-the-art method for stochastic planning in very large environments, while outperforming it in terms of computation time. | en |
| Type of Item | Πλήρης Δημοσίευση σε Συνέδριο | el |
| Type of Item | Conference Full Paper | en |
| License | http://creativecommons.org/licenses/by/4.0/ | en |
| Date of Item | 2015-09-26 | - |
| Date of Publication | 2015 | - |
| Subject | EXPERIMENTS AND RESULTS | en |
| Subject | PROSUMER PRODUCTION AND CON- SUMPTION MODELS | en |
| Subject | SOLVING THE FMDP | en |
| Subject | OUR MODEL | en |
| Subject | BACKGROUND AND RELATED WORK | en |
| Bibliographic Citation | A. Angelidakis, G. Chalkiadakis .(2015, May) .Factored MDPS for Optimal prosumer Decision-Making.Presented at the 2015 International Conference on Autonomous Agents and Multiagent Systems.[online]. Available: http://www.aamas2015.com/en/AAMAS_2015_USB/aamas/p503.pdf | en |
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