The Lagrange multiplier method for combining observations and models (i. e. the adjoint method or 4D-VAR) has been avoided or approximated when the numerical model is highly nonlinear or chaotic. https://www.roneverhart.com/Clear-Zig-Zag-Pet-Gate/