Nonlinear chemical process fault detection method
A chemical process and fault detection technology, which is applied in the direction of program control, comprehensive factory control, and comprehensive factory control, can solve the problems of high computational complexity and low fault detection sensitivity, so as to reduce computational complexity, improve detection performance, and improve Calculating time-consuming effects
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[0114] Example: see figure 2, take the continuous stirring reactor (hereinafter referred to as CSTR) as an example to illustrate.
[0115] CSTR is a widely used equipment in the chemical industry, where an irreversible exothermic reaction occurs in the reactor to generate new substances. The reaction process involves a total of 4 state variables [C a ,T,T c ,h] and 6 input variables [Q,Q f ,C af ,T f ,Q c ,T cf ], see Table 1 for details. A total of 1000 fault-free data were collected as training data in the simulation, and 6 faults were generated, as shown in Table 1. Each fault contains 1000 samples, and the fault is introduced into the system at the 161st sample.
[0116] Table 1
[0117] Fault describe Amplitude F1 A step change in the flow rate of feed A +3L / min F2 The concentration of the reactor feed A is ramped +3×0(-4)(mol / L) / min F3 The activity of the catalyst is deactivated with a ramp change +3K / min F4 Heat tran...
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