A fermentation process fault monitoring method based on DLAE
A fermentation process and process variable technology, applied in the direction of registering/indicating the work of machines, instruments, characters and patterns, etc., can solve the problem of not considering the local structure information of data, poor robustness of hidden layer features, limiting AE fault monitoring performance, etc. question
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[0058] Penicillin is an important antibiotic with high efficiency, low toxicity and wide clinical application. Its production process is a typical dynamic, nonlinear, multi-stage batch production process. PenSim2.0, a penicillin simulation platform developed by the process monitoring and technology group of Illinois State Institute of Technology in the United States, provides a standard platform for the monitoring, fault diagnosis and control of penicillin intermittent production process. A series of simulations of the penicillin fermentation process can be realized on this platform. Relevant studies have shown the practicability and effectiveness of this simulation platform, and it has become an internationally influential penicillin simulation platform.
[0059] This experiment takes PenSim2.0 as the simulation research object, sets the sampling interval as 1h, and selects 10 process variables to monitor the process operation status, as shown in Table 1. 41 batches of normal...
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