Is there a term for the study of love?
The only real candidate is erotology, which is actually the study of sexual love and behaviour, rather than the emotional or psychological aspects of love.
Take a look at: Is there a word which describes the fear of Friday the 13th?
Are You Learning English? Here Are Our Top English Tips