基于改进遗传算法的二氧化钛湿度传感器模型优化

Liu Gang, Wang Xing-cheng, Zheng Kai, Yang Ming
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引用次数: 0

摘要

实验中采用凝胶法在梳状银电极印刷的石英玻璃表面制备钛膜,通过烧结得到一系列湿敏元件。以二氧化钛湿度传感器等效电路模型参数为优化对象,提出了一种基于改进遗传算法的等效电路优化方法。在算法的选择选项中加入了精英策略,并对适应度函数进行了适当调整。从而提高了算法的运算效率和精度。得到拟合曲线和适应度函数图。通过拟合曲线直观地证明了等效电路的正确性。通过适应度函数图更清晰地表达了算法的运行效果。同时,采用迭代法计算等效电路的参数值。
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Optimization of Titania humidity sensor model by improved genetic algorithms
The gel method is used in the experiment to prepare titanium film on the surface of quartz glass printed with comb silver electrodes, and by sintering, a series of humidity-sensitive elements are obtained. Taking equivalent circuit model parameters of Titania humidity sensor as optimizing object, an equivalent circuit optimization method is proposed based on improved genetic algorithm. Elitist strategy is added in select option of algorithm, and fitness function is suitably adjusted. Thereby, operational efficiency and accuracy of the algorithm are enhanced. Fitting curves and fitness function plots are obtained. The correctness of equivalent circuit is proved intuitionally by fitting curves. And the operating effects of algorithm are even more clearly expressed by fitness function plots. At the same time, the iterative method is used to compute parameter values of the equivalent circuit.
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