Adhesive joining techniques have rapidly gained momentum in the automotive industry over the past decade, offering several advantages over traditional joining methods. The complex design requirements of modern automobiles have increased the demand for intricately shaped components, where conventional spot/seam welding and mechanical fastening are often not feasible. Unlike spot and arc welding, adhesives do not degrade the properties of the substrate. Moreover, they enable the joining of components made from dissimilar materials, thus contributing to the overall weight reduction of assemblies. Adhesives also provide damping effects, reducing noise, vibration, and harshness (NVH), thereby contributing to a quieter and more comfortable ride. Additionally, adhesives enhance structural integrity by distributing stresses more uniformly across the joints. Consequently, understanding the simulation and failure prediction of adhesive joints has become essential. Traditional failure criteria