DocumentCode :
3120162
Title :
An approach based on Takagi-Sugeno Fuzzy Inference System applied to the operation planning of hydrothermal systems
Author :
Rabêlo, Ricardo A L ; Fernandes, Ricardo A S ; Carneiro, Adriano A F M ; Braga, Rosana T V
Author_Institution :
Eng. Sch. of Sao Carlos, Univ. of Sao Paulo, Sao Carlos, Brazil
fYear :
2011
fDate :
27-30 June 2011
Firstpage :
1111
Lastpage :
1118
Abstract :
The operation planning in hydrothermal systems with great hydraulic participation, as it is the case of Brazilian system, seeks to determine an operation policy to specify how hydroelectric plants should be operated, in order to use the hydroelectric resources economically and reliably. This paper presents an application of Takagi-Sugeno Fuzzy Inference Systems to obtain an operation policy (PBFIS Policy Based on Fuzzy Inference Systems) that follows the principles of the optimized operation of reservoirs for electric power generation. PBFIS is obtained through the application of an optimization algorithm for the operation of hydroelectric plants. From this optimization the relationships between the stored energy of the system and the volume of the reservoir of each plant are extracted. These relationships are represented in the consequent parameters of the fuzzy linguistic rules. Thus, PBFIS is used to estimate the operative volume of each hydroelectric plant, based on the value of the energy stored in the system. In order to verify the effectiveness of PBFIS, a computer simulation model of the operation of hydroelectric plants was used so as to compare it with the operation policy in parallel; with the operation policy based on functional approximations; and also with the result obtained through the application of the optimization of individualized plants´ operation. With the proposed methodology, we try to demonstrate the viability of PBFIS´ obtainment and application, and with the obtained results, we intend to illustrate the effectiveness and the gains which came from it.
Keywords :
fuzzy reasoning; hydroelectric power stations; hydrothermal power systems; power engineering computing; power generation planning; Brazilian system; Takagi-Sugeno fuzzy inference system; computer simulation model; electric power generation; functional approximations; fuzzy linguistic rules; hydroelectric plants; hydrothermal systems; operation planning; optimization algorithm; Optimization; Planning; Power systems; Production; Reservoirs; Takagi-Sugeno model; Unified modeling language; Fuzzy Inference System; Hydrothermal Systems; Operation Planning; Operation Policy; Takagi-Sugeno;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems (FUZZ), 2011 IEEE International Conference on
Conference_Location :
Taipei
ISSN :
1098-7584
Print_ISBN :
978-1-4244-7315-1
Electronic_ISBN :
1098-7584
Type :
conf
DOI :
10.1109/FUZZY.2011.6007496
Filename :
6007496
Link To Document :
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