J. De Schutter et al., Estimating first-order geometric parameters and monitoring contact transitions during force-controlled compliant motion, INT J ROB R, 18(12), 1999, pp. 1161-1184
This paper uses (linearized) Kalman filters to estimate first-order geometr
ic parameters (ie., orientation of contact normals and location of contact
points) that occur in force-controlled compliant motions. The time variance
of these parameters is also estimated. In addition, transitions between co
ntact situations can be monitored. The contact between the manipulated obje
ct and its environment is general, i.e., multiple contacts can occur at the
same rime, and both the topology and rite geometry of each single contact
are arbitrary.
The two major theoretical contributions are 1) the integration of the gener
al contact model, developed previously by the authors, into a state-space f
orm suitable for recursive processing; and 2) the use of the reciprocity co
nstraint between ideal contact forces and motion freedoms as the "measureme
nt equation" of the Kalman filter. The theory is illustrated by full 3-D ex
periments.
The approach of this paper allows a breakthrough in the state of the art do
minated by the classical, orthogonal contact models of Mason that can only
cope with a limited (albeit important) subset of all possible contact situa
tions.