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Efficient VLSI Implementation of the C-MANTEC Conn Algorithm by Using PID Controllers 被引量:1

Efficient VLSI Implementation of the C-MANTEC Conn Algorithm by Using PID Controllers
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摘要 Through the research on the existing C-MANTEC neural network and PID control technology, this paper presents an improved C-MANTEC algorithm based on PID control system. The combining of the artificial neural networks with conventional PID control helps in exploring their respective advantages to forming the intelligent PID control. From UCI Repository cancer dataset, the developed system is tested. The results show that the scheme can not only improve the speed of the algorithm in the training process but also improve the generalization capability of the network, which further enhances the performance of PID controllers. The overall power consumed is also reduced to a greater extent. Through the research on the existing C-MANTEC neural network and PID control technology, this paper presents an improved C-MANTEC algorithm based on PID control system. The combining of the artificial neural networks with conventional PID control helps in exploring their respective advantages to forming the intelligent PID control. From UCI Repository cancer dataset, the developed system is tested. The results show that the scheme can not only improve the speed of the algorithm in the training process but also improve the generalization capability of the network, which further enhances the performance of PID controllers. The overall power consumed is also reduced to a greater extent.
出处 《Circuits and Systems》 2017年第11期253-260,共8页 电路与系统(英文)
关键词 C-MANTEC PID GENERALIZATION CAPABILITY CANCER INTELLIGENT Control C-MANTEC PID Generalization Capability Cancer Intelligent Control
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