All functions

conv_array()

Convert dataset to array

data_NASA

Li-ion Battery Dataset (NASA)

error_metrics()

Calculate the performance metrics of the prediction model

hp_tuning_CNN()

Hyperparameter tuning CNN

hp_tuning_LSTM()

Define the hyperparameters of the long-short term memory LSTM

min_max_range()

Calculate the range of a dataset

norm_min_max()

Min-max normalization

param_CNN()

Define the hyperparameters of the convolutional neural network CNN

param_LSTM()

Define the hyperparameters of the long-short term memory neural network LSTM

split_seq()

Split a multivariate dataset sequence into samples

split_train_test()

Split arrays or matrices in train and test subsets

split_unv()

Split a univariate dataset into samples