This work: https://journals.aps.org/pre/abstract/10.1103/PhysRevE.65.056201
introduces a method to estimate delay times for embedding, so that the "timeseries prediction" is optimized. @hkraemer have you seen this before? It scans pairs of $d, τ$ to find the pair that minimizes the nonlinear timeseries prediction error.