How can I configure a dataset that I have found online to be used for training a neural network for battery state of charge estimation?
I am working on a project for university in which I have to create a machine learning model for battery state of charge estimation. Per my supervisors recommendation I have settled on using a neural network, but was told that I cannot use the example datasets found on MATLAB and that I must find one online from industry. I have found a dataset that seems like it would be suitable for my project but I am not sure how to use this dataset within MATLAB. The dataset is from Technische Universität Berlin, found at the link https://depositonce.tu-berlin.de/items/7f68932b-4d43-4f49-a5d8-914b00039f87 , and all of the data is found within excel files. To create my neural network model I have been following the guide on the mathswork/MATLAB website but the example uses data that comes atatched as supporting files and does not show how to get my own data. The link for the guide I have been following is https://uk.mathworks.com/help/deeplearning/ug/prepare-data-for-battery-state-of-charge-estimation.html . Here the training data for the 4 different temperatures is simply loaded so I was wondering could I use these same lines but change the file name to the excel files for the different temperatures and also just load them, or are more steps involved? Any advice or resources that may help me would be appreciated as I am quite stumped at the moment.I am working on a project for university in which I have to create a machine learning model for battery state of charge estimation. Per my supervisors recommendation I have settled on using a neural network, but was told that I cannot use the example datasets found on MATLAB and that I must find one online from industry. I have found a dataset that seems like it would be suitable for my project but I am not sure how to use this dataset within MATLAB. The dataset is from Technische Universität Berlin, found at the link https://depositonce.tu-berlin.de/items/7f68932b-4d43-4f49-a5d8-914b00039f87 , and all of the data is found within excel files. To create my neural network model I have been following the guide on the mathswork/MATLAB website but the example uses data that comes atatched as supporting files and does not show how to get my own data. The link for the guide I have been following is https://uk.mathworks.com/help/deeplearning/ug/prepare-data-for-battery-state-of-charge-estimation.html . Here the training data for the 4 different temperatures is simply loaded so I was wondering could I use these same lines but change the file name to the excel files for the different temperatures and also just load them, or are more steps involved? Any advice or resources that may help me would be appreciated as I am quite stumped at the moment. I am working on a project for university in which I have to create a machine learning model for battery state of charge estimation. Per my supervisors recommendation I have settled on using a neural network, but was told that I cannot use the example datasets found on MATLAB and that I must find one online from industry. I have found a dataset that seems like it would be suitable for my project but I am not sure how to use this dataset within MATLAB. The dataset is from Technische Universität Berlin, found at the link https://depositonce.tu-berlin.de/items/7f68932b-4d43-4f49-a5d8-914b00039f87 , and all of the data is found within excel files. To create my neural network model I have been following the guide on the mathswork/MATLAB website but the example uses data that comes atatched as supporting files and does not show how to get my own data. The link for the guide I have been following is https://uk.mathworks.com/help/deeplearning/ug/prepare-data-for-battery-state-of-charge-estimation.html . Here the training data for the 4 different temperatures is simply loaded so I was wondering could I use these same lines but change the file name to the excel files for the different temperatures and also just load them, or are more steps involved? Any advice or resources that may help me would be appreciated as I am quite stumped at the moment. machine-learning, neural network, dataset, importing excel data, data import, data acquisition, battery, state-of-charge estimation, soc estimation, soc, state-of-charge MATLAB Answers — New Questions









