Title :
The Design of Neural Network Fuzzy Controller in Washing Machine
Author :
Ai-zhen, Wang ; Guo-feng, Ren
Author_Institution :
Electron. Dept., Xinzhou Teachers´´ Univ., Xinzhou, China
Abstract :
Wasting of electric and water, when we use washing machine, has become an important issue in life, how to reduce water consumption charge electric washing machine is an important task. The washing machine fuzzy controller neural network is researched deeply, which is based on fuzzy logic, neural network and its learning algorithm. The BP neural network is combined with fuzzy control and experiments are simulated by MATLAB. Water level, flow intensity and the washing time are pre-set. Fuzzy control rules and membership functions are automatically generated. These parameters can be adjusted real-time to improve the performance of washing machines and achieve better water-saving effect of energy saving.
Keywords :
control system synthesis; fuzzy control; fuzzy neural nets; washing machines; water conservation; BP neural network; MATLAB; electric washing machine; energy saving; flow intensity; fuzzy control rules; fuzzy logic; learning algorithm; membership functions; neural network fuzzy controller design; performance improvement; washing time; water consumption reduction; water level; Biological neural networks; Fuzzy control; MATLAB; Neurons; Training; Washing machines; Controller; Fuzzy Neural Network; Washing Machine;
Conference_Titel :
Computing, Measurement, Control and Sensor Network (CMCSN), 2012 International Conference on
Conference_Location :
Taiyuan
Print_ISBN :
978-1-4673-2033-7
DOI :
10.1109/CMCSN.2012.35