A multi-innovation state and parameter estimation algorithm for a state space system with d-step state-delay.

•Study the state and parameter estimation problem of state-delay systems.•Present a joint multi-innovation state and parameter estimation algorithm.•Expand the scalar innovation in the gradient algorithm into an innovation vector.•Use the multi-innovation identification theory the state observer.