Any process that modulates the rate, frequency or extent of photorespiration. Photorespiration is a light-dependent catabolic process occurring concomitantly with photosynthesis in plants (especially C3 plants) whereby dioxygen (O2) is consumed and carbon dioxide (CO2) is evolved.