I have a different experience. There are some publications describing similar situation and IR was used a a method of their choice. E.g. http://journals.tubitak.gov.tr/chem/issues/kim-02-26-1/kim-26-1-12-0010-14.pdf
You could try to determine them by GC(MS) after derivatisation with an appropriate agent, for example BSTFA. Alternatively, they could be separted using HPLC...
I agree with Thomas Schettgen, though I would expect also RP-HPLC could do a good job. However GC is easier to handle.
Anyway by such means you would only be able to separate, but not to identify. Mass pectrometry as a detector will not be of much help. GC-IR might help, but there is not a lot instruments areound that operate properly. I guess at some poit you need to do preparative separation and NMR. There prep HPLC is somewhat easier to manage than prep GC