GA optimized ANN modelling of bioprocess
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资源简介:
Matlab script to predict reducing sugar using nine predictors script includes (i) ANN model with optimized bias/weight/neuron and cross-validation based splitting of the dataset into train/test/Val subset using Genetic algorithm (ii) Fitness of the optimized model (iii) Garson Eqn based importance of predictors, (iv) Sensitivity plot, (v) LIME and SHAP plot local (vi) LIME & SHAP plot Global
用于基于9种预测变量实现还原糖预测的Matlab脚本,该脚本包含如下内容:
(i) 搭载优化后偏置、权重与神经元参数的人工神经网络(Artificial Neural Network, ANN)模型,以及采用遗传算法基于交叉验证将数据集划分为训练集、测试集与验证子集的拆分方案;
(ii) 优化后模型的拟合性能;
(iii) 基于Garson方程的预测变量重要性分析;
(iv) 敏感性分析图谱;
(v) LIME与SHAP局部可解释性图谱;
(vi) LIME与SHAP全局可解释性图谱。
创建时间:
2023-01-10



