Tissue ablation is carried out using a probe having a distal conductive cap. At least one optical fiber is contained within the probe and terminates in proximity to an outer surface of the conductive cap. The optical fiber conveys optical radiation to the tissue while the power generator is activated and receives reflected optical radiation. An optical module measures the received reflected optical radiation, and a processor linked to the optical module analyzes the reflected optical radiation to determine impending steam pop events.