Real-time optimization method and apparatus for continuous reformer
A reforming device and optimization method technology, applied in the field of data optimization, can solve problems affecting online real-time calculation and stability performance, sacrificing model extrapolation ability, and narrowing the scope of application, so as to improve the efficiency of real-time optimization solution and stability, Improve the economic efficiency of the device and optimize the effect of device operation
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Embodiment 1
[0063] In order to solve the defects such as difficulty in solving caused by over-reliance on a strict steady-state mechanism model in the prior art, this embodiment proposes a real-time optimization method for a continuous reforming device based on a combination of a simplified mechanism and a deep neural network model. figure 1 As shown, the real-time optimization method includes:
[0064] Step 1, establishing a real-time optimization model of the continuous reforming device, establishing an objective optimization function in the real-time optimization model and the constraints in the process of solving the objective optimization function;
[0065] Step 2: Obtain the initial parameters for importing the real-time optimization model of the continuous reforming device from the near-infrared on-line analyzer and database, process the initial parameters for effectiveness, and perform data tuning and model parameter estimation on the processed data. operation to get the data to b...
Embodiment 2
[0119] This embodiment also proposes a real-time optimization device 2 for a continuous reformer, such as figure 2 As shown, the real-time optimization device includes:
[0120] The model establishment unit 21 is used for establishing the real-time optimization model of the continuous reforming device, and establishing the objective optimization function in the real-time optimization model and the constraints in the process of solving the objective optimization function;
[0121] The data sorting unit 22 is used to obtain the initial parameters for importing the real-time optimization model of the continuous reforming device from the near-infrared on-line analyzer and the database, process the validity of the initial parameters, and perform data adjustment and processing on the processed data. The operation of model parameter estimation to obtain the data to be imported;
[0122] The parameter solving unit 23 is used to transmit the data to be imported into the real-time opt...
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