Methods for controlling gait devices include measuring kinematic and/or loading states of limb or robotic segments; conditioning the resulting state measurement by any combination or order of integration, differentiation, filtering, and amplification; transforming conditioned state measurements by coordinate transformation; optionally conditioning the transformed state measurements a second time in a manner similar to the first conditioning step; and using the transformed or conditioned transformed state measurements as independent variables in a predetermined reference function to calculate a desired reference command for any number of actuators.