Using the local neighbor-error knowledge, a multi-step predictive mechanism is established.
Ultra-fast formation control for high-order multi-agent systems is achieved.
The asymptotic convergence factor is improved by a power of q+1.
A unified formation control framework is still kept.
The new algorithm overcomes the influence of communication topology to the convergence speed.