Real-time optimization method and device for a rare earth extraction process and computer readable storage medium
A rare earth extraction and separation, computer technology, applied in the field of real-time optimization of the rare earth extraction process, can solve the problems of large randomness of manual operation and large resource consumption
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Embodiment 1
[0119] This embodiment provides a device for real-time optimization of the rare earth extraction process, such as figure 2 As shown, the device includes a modeling module 1 for establishing a hybrid soft sensor model of the rare earth extraction and separation process. The modeling module 1 includes a mechanism modeling submodule and a support vector machine modeling submodule; a data module 2 for obtaining real-time data of the extraction and separation process; a model for evaluating and correcting the mixed soft sensor model established by the modeling module 1 Evaluation and correction module 3; construction of an optimization model of production parameters in the rare earth extraction process, and decision variable optimization module 4 for optimal solution. The data module 2 also includes a data processing sub-module for performing steady-state preprocessing on real-time data. The decision variable optimization module 4 includes an optimization model establishment subm...
Embodiment 2
[0228] This embodiment provides a method for real-time optimization of the rare earth extraction process. The method is the same as in Embodiment 1 except that the improved particle swarm optimization algorithm is replaced by the particle swarm optimization algorithm.
[0229] In Example 2, due to the use of the particle swarm optimization algorithm, compared with Example 1, it is still possible to achieve online prediction of component content and real-time optimization of key decision variables in the rare earth extraction and separation process, but the global convergence ability of the overall algorithm is relatively low. In the case of poor and single population, it has disadvantages such as easy to fall into local extremum and slow convergence speed.
[0230] In summary, the method for real-time optimization of the rare earth extraction process provided by the present invention realizes the online prediction of component content and the real-time optimization setting of k...
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