Bevel gears have been extensively used in main reducers and differentials of automobiles, aerospace devices, and printing devices due to their high mechanical efficiency, large loading capacity, low noise behavior, and capability for direct power transmission between two orthogonal shafts. Load fluctuation and considerable subsurface stress amplitude may cause rolling contact fatigue (RCF) issues, such as pitting, on bevel gears; these issues could dramatically affect the service life of associated machines. The prediction of RCF life of a bevel gear pair is imperative for reliability evaluation. Niemann et al. [
1] developed the first version of FZG gear test rig and defined relevant experimental standards. Later on, this type of test rig was extensively applied in fatigue and tribological studies on involute parallel gears [
2]. He et al. [
3] investigated the effect of external load on involute gear contact fatigue life and curve-fitted the stress–life formula on the basis of numerical data. Fernandes and McDuling [
4] found that surface contact fatigue is the most common cause of gear failure and can significantly reduce the load-carrying capacity of components. Liu et al. [
5] studied effects of surface roughness and residual stress on the contact fatigue performance of gears by using the modified Dang Van multiaxial fatigue criterion. Carpinteri et al. [
6] conducted a comprehensive review of multiaxial fatigue under variable amplitude and random loading. Wang et al. [
7,
8] predicted the RCF life of a wind turbine carburized gear by using multiaxial fatigue criteria. Wu et al. [
9] evaluated six multiaxial fatigue criteria with life data obtained from proportional and non-proportional tension–torsion fatigue tests on titanium alloy TC4. Zhu et al. [
10] conducted a comparative evaluation of typical critical plane criteria by utilizing experimental datasets of four materials under uniaxial tension, torsion, and non-proportional multiaxial loadings.