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The key degradation factors of lithium-ion batteries such as electrolyte breakdown, cycling, temperature, calendar aging, and depth of discharge are thoroughly discussed. . This paper presents a comprehensive review aimed at investigating the intricate phenomenon of battery degradation within the realm of sustainable energy storage systems and electric vehicles (EVs). Although they offer high energy densities and reliability, their long-term usage and. . To address these challenges, we examine the influence of mechanical strain and thermal noise on electrochemical cycling, analyzing failure mechanisms and thermal effects in structural batteries. To resolve those issues, we use the Kardar–Parisi–Zhang model as a theoretical framework.