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3  Subjects and Subject Classes
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            3.3.1 Sensors for Ground Vehicle Guidance


            In ground vehicles, speed sensors (tachometers) and odometers (distance traveled)
            are the most common sensors for vehicle guidance. Formerly, these signals were
            derived from sensing at just one wheel. After the advent of antilock braking sys-
            tems (ABS), the rotational speed of each wheel is sensed separately. Because of the
            availability of a good velocity signal, this state variable does not need to be deter-
            mined from vision but can be used for motion prediction over one video cycle.
              Measuring oil or water temperature and oil pressure, rotational engine speeds
            (revolutions per minute) and fuel remaining mainly serves engine monitoring. In
            connection with one or more inertial rotational rate sensors and the steering angle
            measured, an  “electronic stability program”  (ESP  or  similar acronym)  can help
            avoid dangerous situations in curve steering. A few top-range models may be or-
            dered with range measurement devices to objects in front for distance keeping (ei-
            ther by radar or laser range finders). Ultrasound sensors for (near-range) parking
            assistance are available, too. Video sensors for lane departure warning just entered
            the car market after being available for trucks since 2000.
              Since the U.S. Global Positioning System (GPS) is up and open to the general
            public, the absolute position on the globe can be determined to a few meters accu-
            racy (depending on parameters set by the military provider). The future European
            Galileo system will make global navigation more reliable and precise for the gen-
            eral public.
              The angular orientations of the vehicle body are not measured conventionally, in
            general, so that these state variables have to be  determined  from visual  motion
            analysis. This is also true for the slip (drift) angle in the horizontal plane stating the
            difference in azimuth as angle between the vehicle body and the trajectory tangent
            at the location of the center of gravity (cg).
              Though ground vehicles did not have any inertial sensors till lately, modern cars
            have some linear accelerometers and angular rate sensors for their active safety
            systems like airbags and electronic stability programs (ESP); this includes meas-
            urement of the steering angle. Since full sets of inertial sensors have become rather
            inexpensive with the advent of microelectronic devices, it will be assumed that in
            the future at least coarse acceleration and rotational rate sensors will be available in
            any car having a vision system. This allows the equivalent of vestibular – ocular
            data communication in vertebrates. As discussed in previous chapters, this consid-
            erably alleviates the vision task under stronger perturbations, since a subject’s body
            orientation can be derived with sufficient accuracy before visual perception starts
            analyzing data on the object level. Slow inertial drifts may be compensated for by
            visual feedback. External thermometers yield data on the outside temperature
            which may have an important effect on visual appearance of the environment
            around the freezing point. This may sometimes help in disambiguating image data
            not easily interpretable.
              For a human driver guiding a ground vehicle, the sense of vision is the most im-
            portant source of information, especially in environments with  good look-ahead
            ranges and sudden surprising events. Over the last two decades, the research com-
            munity worldwide has started developing the sense of vision for road vehicles, too.
            [Bertozzi et al. 2000] and [Dickmanns 2002 a, b] give a review on the development.
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