His epistemology began from a phenomenalist base. The philosopher and physicist Ernst Mach was very important in Hayek's development and to the atmosphere at the University of Vienna when Hayek was a student there.
Hayek's Journey: The Mind of Friedrich Hayek (2003) - Ch. 10 : Epistemology, Psychology, and Methodology