Abstract Reservoir computing (RC) is one kind of neuromorphic mainly applied to process sequential data such as time-dependent signals. In this paper, the bifurcation diagram a photonic time-delay RC system thoroughly studied, and method dynamics guided hardware hyperparameter optimization presented. The time-evolution equation expressed by parameters established while intrinsic quantitively st...