Computer-implemented method for terminating a scenario-based test process of a driving assistance system
A computer-implemented method provides for terminating a scenario-based test process of a driver assistance system. The test process comprises a cycle and includes determining critical test cases and parameter combinations thereof. The method includes: performing at least one test of the driver assistance system after each iteration n of the cycle and determining a set of critical test cases; establishing, on that basis, a distance between a first set of critical test cases in the iteration n and a second set of critical test cases from the iteration n−1 or a distance between the first set of critical test cases in the iteration n and a predefined set of critical test cases; and terminating or continuing the cycle of the test process on the basis of a difference between the distance between the first set and the second set and a preset limit.
1. A computer-implemented method for terminating a scenario-based test process of a driver assistance system, the method comprising:
performing a cycle of a test process, wherein the test process includes performing at least one test of the driver assistance system;
determining a set of critical test cases corresponding to the performed cycle, wherein respective critical test cases of the set correspond to respective parameter combinations of driving situation parameters spanning a metric parameter space;
determining a distance between the set of critical test cases and a previous set of critical test cases corresponding to a previous cycle of the test process, or determining a distance between the set of critical test cases and a predefined set of critical test cases;
determining whether to terminate the test process or to perform a subsequent cycle of the test process based on comparing the determined distance to a preset limit; and
terminating the test process or performing the subsequent cycle of the test process based on the determination of whether to terminate the test process or to perform the subsequent cycle of the test process;
wherein the test process comprises an expanded surrogate model generation method, and wherein the cycle of the test process comprises a design phase, a model generation phase, and a test phase; and
wherein the test process having the expanded surrogate model generation method is used to approximate rating functions of automated vehicles.
2. The method according to claim 1 , wherein tests are performed by using a current surrogate model from a relevant iteration of the cycle.
3. The method according to claim 1 , wherein a surrogate model is generated by the design phase and the model generation phase.
4. The method according to claim 1 , wherein the determined distance is a Hausdorff distance.
5. The method according to claim 4 , wherein a respective Hausdorff distance indicates a respective distance between two non-empty compact subsets in a metric space.
6. The method according to claim 1 , wherein based on the determined distance being lower than the preset limit, the test process is terminated.
7. The method according to claim 1 , wherein based on the difference between the determined distance being higher than the preset limit, the subsequent cycle of the test process is performed starting with a respective design phase.
8. The method according to claim 1 , wherein quality of a surrogate model is determined based on a distance between sets of critical test cases.
9. The method according to claim 1 , wherein a respective rating function includes at least a target safety function, a target comfort function, or a target efficiency function.
10. The method according to claim 1 , wherein the test process having the expanded surrogate model generation method is performed in a real-world road test.
11. The method according to claim 1 , wherein the test process having the expanded surrogate model generation method is performed using a test rig.
12. The method according to claim 1 , wherein the test process having the expanded surrogate model generation method is performable using at least part of a vehicle.
13. The method according to claim 1 , wherein the test process having the expanded surrogate model generation method is performed virtually.
14. A non-transitory computer-readable medium having processor-executable instructions stored thereon for terminating a scenario-based test process of a driver assistance system, wherein the processor-executable instructions, when executed, cause performance of the following:
performing a cycle of a test process, wherein the test process includes performing at least one test of the driver assistance system;
determining a set of critical test cases corresponding to the performed cycle, wherein respective critical test cases of the set correspond to respective parameter combinations of driving situation parameters spanning a metric parameter space;
determining a distance between the set of critical test cases and a previous set of critical test cases corresponding to a previous cycle of the test process, or determining a distance between the set of critical test cases and a predefined set of critical test cases;
determining whether to terminate the test process or to perform a subsequent cycle of the test process based on comparing the determined distance to a preset limit; and
terminating the test process or performing the subsequent cycle of the test process based on the determination of whether to terminate the test process or to perform the subsequent cycle of the test process;
wherein the test process comprises an expanded surrogate model generation method, and wherein the cycle of the test process comprises a design phase, a model generation phase, and a test phase; and
wherein the test process having the expanded surrogate model generation method is used to approximate rating functions of automated vehicles.