Fuzzy logic for clasification
I think it would be more helpful for us if you put all yours code and language which are you using. I suppose that's are you using Python. In this case try Python library scikit-fuzzy. Some examples at the link:
https://pythonhosted.org/scikit-fuzzy/auto_examples/index.html