Ram Position Control in Plastic Injection Molding Machines With Higher-Order Iterative Learning

Li, X.; Ouyang, Gaoxiang; Guan, Xinping; Du, Ruxu

doi:10.2316/journal.201.2006.1.201-1511

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2008

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“…The main technologies of condition monitoring include sensors, signal processing and classification of condition [9].…”

Section: Introductionmentioning

confidence: 99%

Application of a group search optimization based Artificial Neural Network to machine condition monitoring

Liu

2008

2008 IEEE International Conference on Emerging Technologies and Factory Automation

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Artificial Neural Networks (ANNs) have been applied to machine condition monitoring. This paper first addresses a ANN trained by Group Search Optimizer (GSO), which is a novel population based optimization algorithm inspired by animal social foraging behaviour. The global search performance of GSO has been proven to be competitive to other evolutionary algorithms, such as Genetic Algorithms (GAs) and Particle Swarm Optimizer (PSO).Herein, the parameters of a 3-layer feed-forward ANN, including connection weights and bias are tuned by the GSO algorithm. Secondly the GSO based ANN is applied to model and analysis ultrasound data recorded from grinding machines to distinguish different conditions. The real experimental results show that the proposed method is capable to indicate the malfunction of machine condition from the ultrasound data.

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“…The main technologies of condition monitoring include sensors, signal processing and classification of condition [9].…”

Section: Introductionmentioning

confidence: 99%

Application of a group search optimization based Artificial Neural Network to machine condition monitoring

Liu

2008

2008 IEEE International Conference on Emerging Technologies and Factory Automation

View full text Add to dashboard Cite

show abstract

The Direct Neural Control Applied to the Position Control in Hydraulic Servo System

Yuan

Chen

Chang

et al.

Lecture Notes in Computer Science

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Ram Position Control in Plastic Injection Molding Machines With Higher-Order Iterative Learning

Cited by 2 publications

References 19 publications

Application of a group search optimization based Artificial Neural Network to machine condition monitoring

Application of a group search optimization based Artificial Neural Network to machine condition monitoring

The Direct Neural Control Applied to the Position Control in Hydraulic Servo System

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