“…Before, lots of studies have been conducted to study the carbonate matrix acidizing process. Both experimental (Bernadiner et al, 1992;Wang et al, 1993;Frick et al, 1994;Fredd and Fogler, 1999;Izgec et al, 2008;Furui et al, 2012a;Furui et al, 2012b;Dong, 2012;Aidagulov et al, 2018;Qiu et al, 2018) and numerical (Kanaka and Panga, 2003;Panga et al, 2005;Kalia and Balakotaiah, 2007;Kalia and Balakotaiah, 2009;Maheshwari et al, 2013;Maheshwari et al, 2016b;Liu et al, 2019) results show that an optimum acid injection rate widely exists, at which the minimum amount of acid solution is consumed to achieve a breakthrough (Jia et al, 2021). Meanwhile, different dissolution patterns (Hoefner and Fogler, 1989;Fredd and Fogler, 1999;Huang et al, 2000;Izgec et al, 2008;Aidagulov et al, 2018) can also be observed through visualization techniques at different acid injection velocities.…”