It's been a while since I posted this topic, but I realized later that the difference between two formulations actually is the fact that the log formulation has stabilization term term which adds exponential term to the source term of the species trying to avoid approaching zero density. If you got rid of that stabilization term you'll have same results as linear formulation.
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