The decision has been taken by the council following feedback about motorised vehicles using the pedestrianised route.
Segways, quad bikes and hoverboards are also now prohibited.
The new rule covers the north side of the Thames between Miller’s Court in Hammersmith to Chelsea Harbour in Sands End.