As a strategic pivot and important hub for ocean development and internationaltrade, large ports consume huge amounts of energy and are one of the main sourcesof global carbon emissions [1]. China has a vast port scale, with seven of the world’stop ten ports located in China [2]. The top ten seaports in China based on theirannual container throughput as of 2021 are listed in Table1.1. Various…