U-xZr alloys have a promising application prospect in advanced nuclear fuel elements, and their macroscale volume growth under the extreme service environments are attracting more attention. In this study, innovative volume growth modeling and mechanism analysis are performed for various U-xZr alloys under different operation conditions. Specially, based on the creep test results in the references, the macroscale thermal creep models are newly developed for solid U-xZr alloys within a temperature range, implicitly reflecting the effects of phase fraction; for the bubble contained region of equivalent spherical fuel grain, the established thermal creep models are involved in the mechanical constitutive relations for the solid fuel skeleton; the finite element equations are derived for the displacement fields of bubble contained region and numerically implemented, obtaining the multi-level variables of macroscale volume growth, the local porosity and the average porosity. The predictions of irradiation swelling for different U-xZr alloys agree well with the experimental data at 743 K or 903 K; the fast-swelling phenomena due to various thermal creep contributions could be captured, demonstrating the progressiveness of the developed new models and algorithms. The numerical simulation results indicate that: (1) under the irradiation temperature of 603 K or 703 K, dislocation creep mechanism of fuel skeleton is dominated, due to higher internal and external pressure differences; (2) at the high temperatures of 803 K and 903 K, the thermal diffusion creep deformations of fuel skeleton contribute dominantly to the macroscale volume growth of U-xZr alloys over the whole irradiation process; (3) under zero external pressure the sharp increase phenomena of fission gas swelling become more and more distinct with the rise of irradiation temperature, stemming from the quickened diffusion of fission gas atom and the enhanced creep deformations of fuel skeleton; at 903 K the fuel skeleton is prone to creep deformation, leading to significant inhibition of bubble growth by a small external pressure. This research provides important theoretical models and algorithms for simulation of the irradiation-induced thermo-mechanical behaviors in U-xZr-based fuel elements or assemblies.