Space and Exploration Automation 69.2 Challenges of Space Automation 1245
mechanics and planetary atmospheric aerodynamics are
reasonably well understood and well behaved in space.
For surface rovers, the interactions between their mo-
bility systems and planet surfaces are complex and
sometimes further complicated by reduced-gravity ef-
fects. The result is nondeterministic behavior as the
system interacts with the world and increased uncer-
tainty in how the autonomous mobility system will
respond to operational commands. As such, mobility
and navigation problems for rovers are characterized
by high levels of difficulty and increased measurement
uncertainty. Common mobility and navigation sensors
often inadequately handle the tremendous variability
of surface features and properties of natural terrain.
Advanced sensing and perception techniques are of-
ten required for detection or measurement of significant
wheel–terrain interactions such as slippage and sink-
age, and assessment or measurement of certain terrain
properties prior to engagement by the rover.
Robotic Manipulation
Mechanical manipulators or arms with multiple de-
grees of freedom are useful on a variety of robots
operating in space, on-orbit, and on planet surfaces.
They include fixed-base manipulators on space shuttles,
space stations, landers, and rovers as well as manipu-
lation appendages on free-flying robots. Robotic tasks
for this variety of systems may require fine positioning
and dexterous manipulation of equipment or the en-
vironment. In order to accomplish manipulation tasks,
robots typically execute closed-loop feedback control
of arms/mechanisms, with the essential feedback pro-
vided by appropriate sensors. Further considerations
for achieving reliable manipulation include avoiding
collisions of the manipulator with the robot itself,
avoiding unintended contact with the environment, and
controlling forces during intended contactwith theenvi-
ronment. Oftentimes, it is also necessary to compensate
for errors associated with degradations and/or changes
in the manipulator hardware due to environmental fac-
tors such as spacecraft launch/landing vibrations and
material thermal expansion, which can affect the abil-
ity to accurately position a manipulator at a target of
interest. Sensing solutions that provide adequate cover-
age and resolution for both gross and fine manipulation
are essential for missions requiring object handling and
transport, servicing/repair, assembly/disassembly, sam-
ple acquisition, and in situ acquisition of scientific
measurements. Additional information on robotic ma-
nipulation, and automation mobility and navigation can
be found in Chap.16.
Wheel Slip and Sinkage
Wheeled mobility systems are subject to undesirable
wheel–terrain interactions that cause wheels to slip on
rocks and soil. Frequent loss of traction due to wheel
slip during traverses from one place to another will
detract significantly from the ability to maintain good
rover position estimates. Computer-vision-based mo-
tion and pose estimation, or visual odometry, is one
viable sensing solution. Current methods require sub-
stantial computation but may be feasible for future,
relatively fast-moving rovers if realized in hardware or
firmware with cameras that have dedicated embedded
processors.
It is highly desirable to have a capability to
sense wheel slippage so that corrective control actions
may be taken. Barring the capability to directly mea-
sure wheel slip, measurement of over-the-ground rover
speed would allow calculation of percentage slip using
an analytical relationship between slip, over-the-ground
speed, and wheel linear speed (as derived from encoder
readings or tachometers, for example). The problem
here is that true over-the-ground speed is also difficult
to measure. If a rover attempts to drive forward while
all wheels are slipping, interpretation of wheel encoder
readings alone will indicate forward progress, but in
all probability the rover position will not have changed
significantly. Some Doppler and millimeter-wave radar
solutions exist for measuring true vehicle speed, but
for rover use they must be low-power and low-mass
devices.
In soft soils, loss of traction due to excessive wheel
slippage can also lead to wheel sinkage and ultimately
vehicle entrapment. It is possible for wheels to sink to
soil depths sufficient to prohibit rover progress over ter-
rain, thus trapping the vehicle at one location. This is
also possible on soils with insufficient bearing strength
to support the rover (incidentally, a property to which
a look-ahead visual perception system may be insensi-
tive). Like wheel slip, it is desirable to have a capability
to sense excessive wheel sinkage so that corrective
controls may be executed before immobility results.
Sinkage measurements are also valuable for reducing
position estimation errors. A means to measure wheel
sinkage permits overall reductions in the effects of prop-
agating nonsystematic error during rover traverses on
varied terrain.
Terrain Properties
Capabilities for noncontact sensing of terrain properties
such as hardness or bearing strength are needed for de-
tecting nongeometric mobility hazards. Passive stereo
Part G 69.2