I am working on a research project to create a deep learning model that outputs a float between -1 to 1 indicating a state of charge, with 4 input. The inputs are either positive or negative, indicating a charge or discharge cycle respectively. The goal is to feed the neural network enough data to accurately predict the state of charge with given inputs. For example: -1.0713518066664 -0.24087 0.00000 0.00000 -0.88103
(-) -> (-) -> (0) -> (0) == s.o.c
\ _ _
A small representation of what the cycle would look like.