“…Although AS/RS has been widely adopted for years, the research on its operational decision is still of great value, which can provide basic references for various warehouse technologies in smart warehouses. Today, AS/RS has evolved into an efficient system with many variants, including AVS/RS (Lerher et al, 2021), SBS/RS (Zhao et al, 2020a;Yetkin Ekren and Akpunar, 2021), compact AS/RS (Hao et al, 2015;Xu et al, 2018;Kumawat and Roy, 2021), and puzzle-based storage and retrieval system (Mirzaei et al, 2017;Yalcin et al, 2019). The system configuration of AS/RS and its variants can be affected by many factors, such as the configuration of rack (Yetkin Ekren, 2017), aisle (Roy et al, 2015a;Manzini et al, 2016), cross-aisle (Tutam and White, 2019a), space (Derhami et al, 2019), tier (Tappia et al, 2017), shape (Tappia et al, 2017;Tutam and White, 2019b), depot (Gharehgozli et al, 2017;Gharehgozli et al, 2021), shuttles (Ha and Chae, 2019), and pick position (Liu et al, 2021).…”