where v is velocity response, grf is reaction force observer gain, and nenc is position sensor noise. Reaction force estimation observer requires velocity information. Hence, velocity information is usually estimated by the derivation of position information by position sensor in (17).
As a result, external force is estimated by the following equation by the reaction force estimation observer.