Application of neural networks to practical implementation of control and analysis of energetic node

by

Application of neural networks to practical implementation of control and analysis of energetic node

Krzysztof Kołek, Wojciech Mitkowski

AGH University of Science and Technology, al. Adama Mickiewicza 30, 30-059 Kraków.

DOI:

https://doi.org/10.7494/cmms.2001.3.0016

Abstract:

Two examples of application of artificial neural networks in real control systems are described in the paper. The first application transforms data monitored during extended period of exploitation of the object ? complex of buildings at Akademia Górniczo-Hutnicza. In consequence, synthetic information regarding the power requirements in these buildings was obtained. The characteristic, which shows relation between the power requirement and the temperature of the heating water and the surrounding temperature, is presented. In the second application the artificial neural network is used for direct control of the power supply from the city energetic system. Practical implementation of the neural network confirmed its applicability as regulator, which stabilizes the temperature in buildings heated by large energetic installations.

Cite as:

Kołek, K., Mitkowski, W. (2001). Application of neural networks to practical implementation of control and analysis of energetic node. Computer Methods in Materials Science, 1(3-4), 181 – 188. https://doi.org/10.7494/cmms.2001.3.0016

Article (PDF):

Keywords:

,

References:

Grega, W., Kołek, K. (2001). Sterowanie nadrzędne węzłem cieplnym. Pomiary Automatyka Robotyka, 7/8, 18-24. Kempa, A., Kołek, K., Korytowski, A., Tabakowski, P., Turnau.

A. (1997). Neural Time-Optimal Real-Time Crane Controller. Proceedings of the 16th IASTED International Conference: Modelling, Identification and Control, Innsbruck, Austria, 214-219.

Kolek, K. (1996). Systemy operacyjne w sterowaniu systemami dynamicznymi w czasie rzeczywistym. Praca doktorska, Katedra Automatyki, Akademia Górniczo-Hutnicza, Kraków.

Kołek, K., Mitkowski, W. (2001). Dobór struktury sieci neuronowych w układach sterowania czasu rzeczywistego. Informatyka w Technologii Materiałów, nr1, tom 1, 23-34.

Kołek, K., Tabakowski, P., Turnau, A. (1993). Control of a Nonlinear System: Simulation. Real-Time Control, Application of Neural Networks, Proceedings of the IASTED Conference, Innsbruck, February 14-17, Austria.

Korbicz, J., Obuchowicz, A., Uciński, D. (1994). Sztuczne sieci neuronowe. Podstawy i zastosowania, Akademicka Oficyna Wydawnicza PLJ, Warszawa.

Tadeusiewicz, R. (1993). Sieci neuronowe. Akademicka Oficyna Wydawnicza, Warszawa.

Żurada, J., Barski, M., Jedruch, W. (1996). Sztuczne sieci neuronowe. PWN, Warszawa.