“…These reserves represent greater resources than other unconventional oil and gas reservoirs. However, wellbore instability (Laffer et al , 1966; O'Brien & Chenevert, 1973; Bol et al , 1994) and reservoir damage (Jones, 1964; Pittman & King, 1986; Wilson & Wilson, 2014) caused by clay hydration and swelling make it more difficult to exploit shale oil resources, leading to significant economic losses. Therefore, inhibiting clay swelling is crucial to ensuring the smooth progress of drilling processes (Ren et al , 2021).…”