On top of that, the gas separation system with the g-C3N4 membrane is predicated around the integrated gating results of size exclusion as well as interactions between fuel molecules and g-C3N4 nanosheets, as evidenced by both the experimental effects and computational simulations. These membranes also exhibit superior steadiness even under severe