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Due to the growth prospect of analog circuit fault diagnosis, this paper tends to introduce a novel arithmetic model based on least squares support vector machine (LSSVM) and the semi-supervised learning (SSL) scheme which is adept at cost-saving. The proposed method contains two steps. Firstly, the fact that large deviation may emerge as a result of the empirical risk inspires the idea of an improved...
Although electronic system has entered the digital age, analog circuit is still an essential part. Therefore the performance monitoring or evaluation of analog circuit is extremely important. However some problems about analog circuit performance monitoring is being, such as data acquisition online of the industry field with uncertainty, performance monitoring timeliness. Here an online performance...
Focusing on the issue of analog circuit performance online evaluation, the arithmetic speed and the evaluation reliability should be considered simultaneously. A novel online faults diagnosis strategy based on modified kernel fuzzy C-means (β-MKFCM) is proposed based unsupervised learning algorithms of analog circuit faults diagnosis for the known faults and unknown faults online. More specially,...
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