Zhen Zhang

Well-posedness of neural turbulence closures and tangent dissipation

Two complementary ways to promote tangent dissipation are studied: an exact-integral construction enforcing non-negative tangent diffusion while leaving reaction unconstrained, and a penalty on tangent-reaction violations at sampled states that reduces the reported inverse sensitivity relative to the original operator.