Suppose that a system is given in the form
 |
(14.31) |
in which there are
action variables
. It
may be helpful to glance ahead to Example 14.6, which will
illustrate the coming concepts for the simple case of double
integrators
. The acceleration in
is determined
from the state
and action
. Assume
, in
which
is an
-dimensional subset of
. If
is
nonsingular at
, then an
-dimensional set of possible
accelerations arises from choices of
. This means it is
fully actuated. If there were fewer than
action variables, then
there would generally not be enough freedom to follow a specified
path. Therefore,
must be
-dimensional. Which choices of
,
however, constrain the motion to follow the given path
? To
determine this, the
,
, and
variables need to be
related to the path domain
and its first and second time
derivatives
and
, respectively. This leads to a
subset of
that corresponds to actions that follow the path.
Suppose that
,
,
, and a path
are given.
The configuration
is
 |
(14.32) |
Assume that all first and second derivatives of
exist. The
velocity
can be determined by the chain rule as
 |
(14.33) |
in which the derivative
is evaluated at
. The
acceleration is obtained by taking another derivative, which yields
 |
(14.34) |
by application of the product rule. The full state
can be recovered from
using (14.32) and
(14.33).
The next step is to obtain an equation that looks similar to
(14.31), but is expressed in terms of
,
,
and
. A function
can be obtained from
by substituting
for
and the right side
of (14.33) for
:
 |
(14.35) |
This yields
 |
(14.36) |
For a given state
(which can be obtained from
and
),
the set of accelerations that can be obtained by a choice of
in
(14.36) is the same as that for the original system
in (14.31). The only difference is that
is now
constrained to a 2D subset of
, which are the states that can be
reached by selecting values for
and
.
Applying (14.34) to the left side of
(14.36) constrains the accelerations to cause motions
that follow
. This yields
 |
(14.37) |
which can also be expressed as
 |
(14.38) |
by moving the first term of (14.34) to the right. Note
that
equations are actually represented in
(14.38). For each
in which
, a constraint of the form
 |
(14.39) |
is obtained by solving for
.
Steven M LaValle
2020-08-14