A catalyst with regular structure capable of simultaneously reducing the emission of SOx and NOx, the catalyst comprises a support with regular structure and an active component coating distributed on the inner surface and/or the outer surface of the support with regular structure, based on the total weight of the catalyst, the content of the active component coating is 1-50 wt %, the active component coating contains a matrix and an active metal component, wherein, based on the total weight of the active component coating, the content of the matrix is 10-90 wt %, the content of the active metal component is 10-90 wt %, the active metal component contains:
- 1) as oxide, 50-95 wt % of metal component(s) selected from Group rare earth and/or Group IIA;
- 2) as oxide, 5-50 wt % of non-precious metal component(s) selected from Groups VB, VIIB, VIII, IB, and IIB;
- 3) as element, 0.01-2 wt % of precious metal component.