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3.4 Behavioral Capabilities for Locomotion      91


            creased, the measured longitudinal deceleration (a x < 0) will be lower than ex-
            pected. However, due to the torque developed by the different braking forces on
            both sides of the vehicle, there also will be a rotational onset around the vertical
            axis and maybe a slight banking (rolling) motion around the longitudinal axis. This
            situation is rather common, and therefore, one standard automotive test procedure
            is the so-called “ȝ-split braking” behavior of vehicles (testing exactly this).
              Because of the importance  of these effects for safe driving, they  have to be
            taken into account in visual scene interpretation. The 4-D approach to vision has
            the advantage  of allowing  us to integrate this knowledge into visual perception
            right from the beginning. Typical  motion behaviors are represented  by generic
            models that are available to the recursive estimation processes for prediction–error
            feedback when interpreting image sequences (see Chapter 6). This points to the
            fact that humans developing dynamic vision systems for ground vehicles should
            have a good intuition with respect to understanding how vehicles behave after spe-
            cific control inputs; maybe they should have experience, at least to some degree, in
            test driving.

            3.4.5.1  Longitudinal Road Vehicle Guidance

            The basic differential equation for locomotion in longitudinal degrees of freedom
            (dof) has been given in a coarse form in Equation 3.8. However, longitudinal dof
            encompass one more translation (vertical motion or “heave”), dominated by Earth
            gravity, and an additional rotation  (pitch) around the y-axis (parallel to the  rear
            axle and going through the cg).
            Vertical curvature effects: Normally, Earth  gravity (g § 9.81 m/s²) keeps the
            wheels in touch with the ground and the suspension system compressed to an aver-
            age level. On a flat horizontal surface, there will be almost no vertical wheel and
            body motion (except for acceleration and deceleration). However, due to local sur-
            face slopes and curvatures, the vertical forces on a wheel will vary individually.
            Depending on the combination of local slopes and bumps, the vehicle will experi-
            ence all kinds of motion in all degrees of freedom. Roads are designed as networks
            of surface “bands” having horizontal curvatures (in vertical projection) in a limited
            range of values. However, for the vertical components of the surface, minimal cur-
            vatures in both lateral and longitudinal directions are attempted by road building.
            In hilly terrain and in mountainous areas,  vertical curvatures  C V may still  have
            relatively large values because of the costs of road building. This will limit top
            speed allowed on hilly roads since at the lift-off speed V L, the centrifugal accelera-
            tion will compensate for gravity. From V ˜  L 2  C    V  g there follows
                                    V      / g C .                       (3.23)
                                      L      V
            Driving at higher speed, the vehicle will lift off the ground (lose instant controlla-
            bility). Only a small fraction of weight is allowed to be lost due to vertical cen-
            trifugal forces V²·C V for safe driving. At V = 30 m/s (108 km/h), the vertical radius
            of curvature for liftoff will be R V = 1/C V § 92 m; to lose at most 20% of normal
            weight as contact force, the maximal vertical radius of curvature would be 450 m.
            Going cross-country at 5 m/s (18 km/h), local vertical radii of curvature of about
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