“In the field of CO2 flooding in unconventional oil and gas reservoirs, experts have established an ACO-NM optimization model to effectively achieve quantitative calculation of CO2 flow rate in complex pipe structures, providing a solution for dynamic monitoring and evaluation of CO2 injection in mining sites.”