Introduction Rubber elastic support components are vital in automotive vibration isolation, absorbing road irregularities and reducing transmitted forces to the chassis and occupants. These non-metallic materials exhibit complex behavior under long-term cyclic loading, where temperature, frequency, and load amplitude influence fatigue life. A physics-based fatigue life prediction framework offers a systematic way to quantify reliability,…