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(A) A large dynamical system consisting of two decoupled subsystems. It has a block diagonal Jacobian and corresponding decoupled sensitivity equations. (B) Parameter gradient computation in sequentially composed physical systems (orange) can be performed by composing gradient computation in models of the physical systems (blue).
