TY - GEN
T1 - Decision support system for the management of electricity consumption contracts for Smart Grids environment using Differential Evolution and Artificial Neural Network
AU - Freitas, Daniel Matte
AU - Pinto, Joao Onofre P.
AU - Godoy, Ruben B.
AU - Galotto, Luigi
AU - Ribeiro, Pedro Eugenio M.J.
AU - Pinto, Alexandra M.A.C.
PY - 2013
Y1 - 2013
N2 - The objective of this paper is to present a support system to manage electricity consumption contracts for Smart Grid environment. The system modeling uses historical data consumption and energy trading rules to find the optimal contract structure. Focused Time Lagged Feed forward Network was used to model the historical data. The global search tool Differential Evolution was used to find the best contract structure. This paper presents the use of the tool with current Brazilian pricing rules. However, to change the rules for a dynamic scenario of Smart Grid can be easily implemented. The results are satisfactory and indicate the feasibility of the system for different cases.
AB - The objective of this paper is to present a support system to manage electricity consumption contracts for Smart Grid environment. The system modeling uses historical data consumption and energy trading rules to find the optimal contract structure. Focused Time Lagged Feed forward Network was used to model the historical data. The global search tool Differential Evolution was used to find the best contract structure. This paper presents the use of the tool with current Brazilian pricing rules. However, to change the rules for a dynamic scenario of Smart Grid can be easily implemented. The results are satisfactory and indicate the feasibility of the system for different cases.
UR - http://www.scopus.com/inward/record.url?scp=84893599415&partnerID=8YFLogxK
U2 - 10.1109/IECON.2013.6700398
DO - 10.1109/IECON.2013.6700398
M3 - Conference contribution
AN - SCOPUS:84893599415
SN - 9781479902248
T3 - IECON Proceedings (Industrial Electronics Conference)
SP - 7592
EP - 7597
BT - Proceedings, IECON 2013 - 39th Annual Conference of the IEEE Industrial Electronics Society
T2 - 39th Annual Conference of the IEEE Industrial Electronics Society, IECON 2013
Y2 - 10 November 2013 through 14 November 2013
ER -