Machine Learning, Scientific Method, Numerical Methods, Numerical Analysis, Neural Networks.
codes implemented in ADCME. Then, we measure the discrepancy between the predicted output u⁰​ and actual u and apply the regular gradient-based optimization method to find the optimal X that minimizes this discrepancy. The gradients are computed with automatic differentiation, adjoint state methods