The aerospace, petroleum and mining, nuclear power, and transportation industries, as strategic high-tech industries in China’s national defense strategy, are important indicators of a nation’s scientific and technological development and economic growth. They also play a crucial role in advancing national defense modernization and enhancing a country’s overall strength. Among these, the development of the aerospace industry holds significant importance for economic growth, national security, scientific and technological innovation, and transportation, serving as a key indicator of a nation’s comprehensive strength and competitiveness. The aircraft engine, often referred to as the “heart of aviation equipment,” is hailed as the “flower of modern industry”. Improving the overall performance of key components of aviation engines and reducing their failure rates are critical to extending the service life of aerospace equipment [1–3].