Help classifying vehicle acceleration data

Hi all,

I have a large set of vehicle data. I am looking to classify the acceleration and lateral accelerations in to scenarios like hard braking and sharp turns, with the help of plots. Where do I start? Is it possible to predict driver acceleration patterns using this data and deep learning models?

Answer 1

[Abhishek Singh]

Yes, it’s possible to predict driver acceleration patterns using the data you have, but it depends a lot on how good your data is.

I think classification using fully connected network would be a good option for you.

You can go through some examples from MATLAB documentation understand how you could use your data to predict the driver acceleration pattern.

You may find these links to be useful:

https://www.mathworks.com/help/deeplearning/deep-learning-with-time-series-sequences-and-text.html

https://www.mathworks.com/help/stats/hidden-markov-models.html

https://www.mathworks.com/help/stats/hidden-markov-models-hmm.html