I finally found a quantity to differentiate converged and unconverged simulations: Mass imbalance.
When there is convergence, the order of magnitude of this quantity is 1e-6 or less. In contrast, when there is no convergence, the order of magnitude is around 1e-2 or 1e-3.
I hope it will help some people,
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