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Decisional architecture    C HAPTER 14.2

           even in the absence of obstacles, planning the motion of  (1990) considered thecasewherethecar canchange
           a nonholonomic system is not straightforward.      its direction of motion and extended Dubins’ results.
             In the basic motion planning problem, the existence of  This section first presents the model of the RS car.
           a path between two configurations is characterized by the  Then it summarizes its main properties and overviews
           fact that these two configurations lie in the same  the  main  path  planning  techniques  that  were
           connected component of the collision-free configuration  developed.
           space of the robot. In other words, a holonomic robot can  Model of the RS car Let A represent a RS car-like
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           reach any configuration within the connected component  robot; it moves on a planar workspace W¼ R cluttered
           of the configuration space where it is located. This  up with a set of stationary obstacles B i ; i ˛f1; .; bg,
           property no longer holds in the presence of nonholo-  modelled as forbidden regions of W. A is modelled as
           nomic constraints. Nonholonomy therefore raises a first  a rigid body moving on the plane supported by four
           problem which is: what is the reachable configuration  wheels making point contact with the ground: two rear
           space? The second problem is of course how to compute  wheels and two directional front wheels. It is designed so
           an admissible path, i.e. a path that respects the nonho-  that the front wheels’ axles intersect the rear wheels’
           lonomic constraints of the robot.                  axle at a given point C which is the rotation centre of A.
             Nonholonomy appears in systems as different as   It takes three parameters to characterize the position and
           multifingered hands (Murray, 1990), hopping robots  orientation of A. A configuration of A is then defined by
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           (Wang, 1996) or space robots (Nakamura and Mukherjee,  the triple q ¼ðx; y; qÞ ˛R   S where (x, y) are the
           1989). However it concerns primarily wheeled mobile  coordinates of the rear axle midpoint A and q the ori-
           robots and most of the results obtained since 1986 have  entation of A (Fig. 14.2-29).
           been obtained for wheeled vehicles such as unicycles,  Under perfect rolling assumption, a wheel moves in
           bicycles, two wheel-drive robots, cars, cars with one or  a direction normal to its axle. Therefore A must move in
           several trailers, fire trucks, etc. This section presents the  a direction normal to the rear wheels’ axle and the
           main results regarding path planning for the archetypal  following constraint holds accordingly ( perfect rolling
           nonholonomic system represented by a car-like vehicle.  constraint):
           The reader interested to know more about nonholonomy

           in general is referred to Li and Canny (1992) and      _ x ¼ v cosq
           Laumond (1998).                                        _ y ¼ v sinq                        (14.2.36)
             This section comprises two parts: the first part
           considers the ‘classical’ car-like robot, i.e. the one  where v is the linear velocity of A; jvj  v max (A moves
           whose model is equivalent to that of an oriented par-  forward when v> 0, stands still when v ¼ 0, and moves
           ticle moving in the plane. Henceforth, this car is called  backward when v < 0).
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           the Reeds and Shepp car. The Reeds and Shepp car has  Let f denote the steering angle of A, i.e. the average
           been extensively studied in the literature and key re-  orientation of the front wheels, and let k denote the
           sults have been obtained as far as path planning is
           concerned. However, as will be seen below, the prop-
           erties of the Reeds and Shepp car model restricts its
           applicability, hence the definition of a more complex
           model for the car. This new car is henceforth called the
           Continuous-curvature car, it is considered in the second
           part of this section.


           14.2.5.6.1 Reeds and Shepp car
           As mentioned earlier, the Reeds and Shepp car, or RS
           car, denotes a car-like vehicle whose mathematical
           model corresponds to that of an oriented particle
           moving in the plane. This model is by far the one that
           has been most widely used. The case where the car can
           move forward only was first addressed by Dubins
           (1957) who, among other things, gave a characteriza-
           tion of the shortest paths. Later, Reeds and Shepp  Fig. 14.2-29 A car-like robot.


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            After Reeds and Shepp (1990) who established its main properties.

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