TY - GEN
T1 - Design and Simulation of a Neural Controller for MIMO Systems
AU - Velazquez-Gonzalez, Roberto S.
AU - Sosa-Savedra, Julio C.
AU - Barrera-Navarro, Agustin
N1 - Publisher Copyright:
© 2022, The Author(s), under exclusive license to Springer Nature Switzerland AG.
PY - 2022
Y1 - 2022
N2 - Classical control theory is widely used to regulate Simple Input, Simple Output (SISO) systems. However, when there are multiple inputs and multiple outputs, the complexity to control the systems increases significantly. Intelligent control theories such as artificial neural networks have proven to be an efficient alternative to implement complex systems. In addition, it is not necessary to obtain a mathematical model of the system. This paper shows the application of artificial neural networks as control elements in MIMO systems (Multiple Input, Multiple Outputs). The performance of the controller is shown in a simulation of a combined system, in which two first-order plants are interconnected. The experiments were carried out in Matlab software.
AB - Classical control theory is widely used to regulate Simple Input, Simple Output (SISO) systems. However, when there are multiple inputs and multiple outputs, the complexity to control the systems increases significantly. Intelligent control theories such as artificial neural networks have proven to be an efficient alternative to implement complex systems. In addition, it is not necessary to obtain a mathematical model of the system. This paper shows the application of artificial neural networks as control elements in MIMO systems (Multiple Input, Multiple Outputs). The performance of the controller is shown in a simulation of a combined system, in which two first-order plants are interconnected. The experiments were carried out in Matlab software.
KW - Artificial neural network
KW - Backpropagation algorithm
KW - MIMO system
KW - Neural controller
UR - http://www.scopus.com/inward/record.url?scp=85119882840&partnerID=8YFLogxK
U2 - 10.1007/978-3-030-82064-0_3
DO - 10.1007/978-3-030-82064-0_3
M3 - Contribución a la conferencia
AN - SCOPUS:85119882840
SN - 9783030820633
T3 - Lecture Notes in Networks and Systems
SP - 25
EP - 36
BT - Recent Trends in Sustainable Engineering - Proceedings of the 2nd International Conference on Applied Science and Advanced Technology
A2 - Flores Rodríguez, Karen Lizbeth
A2 - Ramos Alvarado, Raymundo
A2 - Barati, Masoud
A2 - Segovia Tagle, Veronica
A2 - Velázquez González, Roberto Sostrand
PB - Springer Science and Business Media Deutschland GmbH
T2 - 2nd International Conference on Applied Science and Advanced Technology, ICASAT 2021
Y2 - 2 June 2021 through 3 June 2021
ER -