The low-temperature industrial flue gas simultaneous desulfurization, denitrification, and dust removal technology, based on the traditional circulating fluidized bed semi-dry desulfurization process, incorporates a low-temperature catalyst and achieves this through reasonable control of process steps and operating parameters.