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COVER STORY   AUTOMATED DRIVING





                                                                                – assessment of longitudinal control top-
          LKA criteria                   Description of the main parameters
                                                                               ics: speed and distance control
          Lane precision                 Lateral deviation to target trajectory
                                                                                – assessment of lateral control topics:
          Lane control quality           Angular deviation to target trajectory  lane keeping and lane changing
          Lane usage                     Percentage of lane width used         control.
                                                                              For each driving function there was
          Distance to left lane          Minimum distance to lane border left
                                                                              a detailed test procedure defined that
          Distance to right lane         Minimum distance to lane border right
                                                                              allows to generate comparable and
          TABLE 1 Criteria for trajectory assessment of a Lane Keeping Assist (LKA) (© AVL)  repeatable results in a reasonable time
                                                                              for the basic functions. It is recom-
                                                                              mended to use a test track for the meas-
                                                                              urements to be as effective as possible.
          LONGITUDINAL SPEED CONTROL        following criteria are assessed according   But it is also possible to perform some
          AND DISTANCE CONTROL              to TABLE 3. As task it is planned to con-  tests (for example for LKA experiments)
                                            sider the traffic situation before and dur-  on public roads if the preconditions are
          The physical parameters needed to   ing the lane change as well and to add   fulfilled. All driving situations are
          assess an ACC system objectively are   additional criteria to those shown in   detected automatically by AVL-Drive.
          divided into EGO and environmental   TABLE 3. All LCA criteria detailed here are   The tests can be supported by a so-called
          data (situation relative to vehicles ahead   related to the comfort topic. Future crite-  event collector to collect “sufficient” inci-
          or vehicles cutting in, surrounding traf-  ria will also consider perceived safety by   dents in a pre-defined range of its physi-
          fic situation) [5]. Research on subjective   analysing the traffic situation before and   cal parameters.
          perception of longitudinal control has   during lane change.         The system behaviour of vehicle 20
          shown a very high sensitivity of car                                (green line) that is shown in FIGURE 1 is
          occupants to the braking start and   APPLICATION EXAMPLE            an example of a well-balanced calibra-
            braking behaviour of the ACC when                                 tion of an ACC system, there are no real
          approaching a vehicle ahead at a slower   The method described in the chapter   weaknesses. The blue field represents
          speed or when this vehicle is braking.   before allows an effective grade-related   the scatter band of all the vehicles meas-
          Sensitivity even increases when encoun-  assessment of the main driving functions   ured so far in the AVL benchmark data-
          tering a cut-in manoeuvre.        for actual and future vehicle control sys-  base, the red line is the average value of
           AVL-Drive was designed to assess the   tems for automated driving:  all vehicles.
          longitudinal control of ACC continu-
          ously. Therefore the ACC ride is divided
          into several typical ACC operation modes
          which are, of course, strongly depended   ACC operation modes     Description
          on the driving-ahead car (rabbit). The   Follow constant speed    Front vehicle is driving at constant speed
          ACC operation modes are automatically   Follow acceleration       Front vehicle is accelerating
          detected by AVL-Drive and are listed in   Follow deceleration     Front vehicle is decelerating or braking
          TABLE 2. Based on each ACC operation   Follow vehicle stop        Front vehicle is stopping
          modes different criteria for each opera-
          tion mode were identified due to subjec-  Follow drive-away        Front vehicle is driving away from stand still
          tive impression studies.          Follow cut-in                   Another vehicle is entering the gap between me
                                                                            and the front vehicle (→ new front vehicle)
                                            Follow cut-out                  Front vehicle is leaving the lane (e. g. bending) or
          LATERAL CONTROL AND                                               my vehicle is changing the lane
          AUTOMATED LANE CHANGE             Running into a slower vehicle   My vehicle is approaching a slower new vehicle in
          ASSISTANCE                                                        front and decelerates
          At the moment only few vehicles offer   TABLE 2 Automatically detected ACC operation modes (© AVL)
          a system for automated Lane Change
          Assistance (LCA). To be sure that this   LCA criteria             Description of the main parameters
          lane change can be done safely an envi-
          ronmental detection to the rear is   Lateral acceleration peak-to-peak  Lateral acceleration peaks when initiating the lane
                                                                            change and ending the lane change
          required to detect oncoming relatively
          fast vehicles in the rear that could inter-  Lateral acceleration jerks  Lateral jerks feel able for the occupants during lane
                                                                            change
          fere with the planned trajectory of the   Lateral velocity        Maximum lateral velocity and time needed to
          ego vehicle. In this case the system                                complete the lane change
          should not do an automatic lane change   Track offset             Completeness of the lane change – acceptable
          and inform/warn the driver.                                       vehicle position in the new lane
           For cases where a lane change can   Uniformity                   Symmetry and harmony of the lane change
          be performed safely with the LCA, with
          regards to the actual traffic situation, the   TABLE 3 Criteria for trajectory assessment of a Lane Change Assist (LCA) (© AVL)
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