… An accurate and stable data-driven model is proposed in this work for fatigue life prediction
… fatigue lives. Meanwhile, the theoretical prediction, as a representation of domain knowledge…

… integrating domain knowledge and DNNs is proposed in this section for fatigue life prediction
… of data requirements and the improvement of prediction performance. The proposed model …

… is developed to predict fatigue and creep-fatigue life under strain-… with domain knowledge.
A dataset comprising 224 groups of high-temperature low-cycle fatigue and creep-fatigue …

… 2b indicates that the high content of Mg, Zn, Zr, Cr, Mn, and Cu favors the increase of fatigue
life, which is consistent with the domain knowledge that Mg-Al-Zn and Al-Si-Cu-Mg-Zr are …

… Furthermore, we analyze the factors that affect fatigue life and provide the … a domain
knowledge-based fatigue life prediction model for various MPEA systems. Firstly, 203 fatigue data …

… life with the geometric parameters of critical defects. This study proposes a new fatigue life
prediction … and morphology) in terms of domain knowledge-guided symbolic regression (SR). …

… Fatigue life prediction is critical for ensuring the safe service … have been proven effective in
predicting fatigue life, the lack of … The fatigue life prediction in this paper is the fatigue life of …

… -domain analysis for fatigue life prediction is proposed. The model consists of two main
analytical components: one for analyzing multiaxial fatigue … knowledge based features to predict …

… the integration of symbolic regression and domain knowledge, which exhibited good … to
comprehensively analyze the fatigue behavior and realize the fatigue life prediction of welded …

… models, are proposed to predict the fatigue life in presence of mean … and fatigue properties
as well as the cyclic stress–strain responses of materials are employed to map the fatigue life …