For discrete time systems, we show that the derivative of the (measure) transfer operator with respect to the system parameters is a divergence. For singular physical measures, which are limits of an orbit, we show that we typically only need the transfer operator to handle the unstable derivatives. Then we derive a divergence formula for the unstable derivative of transfer operators, which has no exploding intermediate quantities. This formula and hence the derivative of physical measures can be sampled by a few recursive relations on an orbit.
翻译:对于离散的时间系统,我们证明(测量)转移操作员在系统参数方面的衍生物是差异的。对于作为轨道界限的单一物理计量,我们证明我们通常只需要转移操作员来处理不稳定的衍生物。然后,我们为转移操作员的不稳定衍生物得出一个差异公式,该公式没有爆炸的中间数量。这个公式以及物理计量的衍生物可以通过轨道上的少数再生关系进行取样。