Deep reinforcement learning method for generation of environmental features for vulnerability analysis and improved performance of computer vision systems
US-2021319313-A1 · Oct 14, 2021 · US
US12019150B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-12019150-B2 |
| Application number | US-202017033049-A |
| Country | US |
| Kind code | B2 |
| Filing date | Sep 25, 2020 |
| Priority date | Sep 25, 2020 |
| Publication date | Jun 25, 2024 |
| Grant date | Jun 25, 2024 |
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A radar target simulation system for simulating at least one radar target is disclosed. The radar target simulation system includes a processing circuit and an antenna array that is connected with the processing circuit. The antenna array is configured to receive a radar signal from a device under test, thereby generating an input signal. The processing circuit is configured to receive the input signal generated by the antenna array. The processing circuit is configured to simulate the at least one radar target based on the input signal. The processing circuit further is configured to simulate at least one additional event, wherein the at least one additional event is associated with at least one of the at least one radar target and an environment of the at least one radar target. The processing circuit is configured to generate an output signal for the antenna array based on the simulation of the at least one radar target and based on the simulation of the at least one additional event. Moreover, a radar target simulation method is described.
Opening claim text (preview).
The embodiments of the invention in which an exclusive property or privilege is claimed are defined as follows: 1. A radar target simulation system for simulating at least one radar target, the radar target simulation system comprising a processing circuit and an antenna array that is connected with the processing circuit, the antenna array being configured to receive a radar signal from a device under test, thereby generating an input signal, and the processing circuit being configured to: receive the input signal generated by the antenna array, simulate the at least one radar target based on the input signal, choose several different additional events from a set of additional events randomly or pseudo-randomly, such that a representative statistic test is provided by the selection of different additional events, simulate the several different additional events simultaneously and/or consecutively, the several different additional events being associated with at least one of the at least one radar target and an environment of the at least one radar target, respectively, and generate an output signal for the antenna array based on the simulation of the at least one radar target and based on the simulation of the respective additional event, wherein the processing circuit is further configured to: generate a first preliminary output signal based on the simulation of the at least one radar target; generate a second preliminary output signal based on the simulation of the respective additional event; and temporally synchronize the first preliminary output signal and the second preliminary output signal at least over a predefined time interval, such that interactions between the at least one radar target and the respective additional event are simulated. 2. The radar target simulation system of claim 1 , wherein the different additional events comprise at least one of an static object in the environment, a dynamic object in the environment, an effect associated with an acceleration of the radar target, a change of a radar cross section of the radar target, an effect associated with a three-dimensional movement of the radar target, a multipath propagation of a radar signal reflected by the simulated radar target, and an interference source generating an interference radar signal, respectively. 3. The radar target simulation system of claim 1 , wherein the processing circuit is configured to simulate the respective radar target and the at least one additional event over a predefined time interval. 4. The radar target simulation system of claim 1 , wherein the processing circuit is configured to temporally synchronize the simulation of the respective radar target and the simulation of the at least one additional event at least over the predefined time interval. 5. The radar target simulation system of claim 1 , wherein the processing circuit is configured to generate the output signal based on at least one of a simulated trajectory of the radar target, an angle of the radar target with respect to the device under test, and a velocity of the radar target. 6. The radar target simulation system of claim 1 , wherein the processing circuit is configured to superpose the first preliminary output signal and the second preliminary output signal in order to generate the output signal for the antenna array. 7. The radar target simulation system of claim 1 , wherein the antenna array is configured to generate and transmit a wireless test signal based on the output signal. 8. The radar target simulation system of claim 7 , further comprising an analysis circuit, wherein the device under test is configured to receive the test signal and to generate a set of measurement data based on the test signal, and wherein the analysis circuit is configured to assess a performance of the device under test based on the set of measurement data. 9. The radar target simulation system of claim 8 , wherein the set of measurement data is associated with an estimate of at least one property of the radar target or at least one property of the environment of the radar target. 10. The radar target simulation system of claim 1 , wherein the radar target simulation system is established as an automotive radar target simulation system. 11. A radar target simulation method for simulating at least one radar target, the radar target simulation method comprising: receiving a radar signal from a device under test by an antenna array, thereby generating an input signal; simulating at least one radar target based on the input signal by a processing circuit; simulating at least one additional event by the processing circuit, the at least one additional event being associated with at least one of the at least one radar target and an environment of the at least one radar target, wherein the at least one additional event comprises an acceleration of the at least one radar target, wherein the at least one additional event further comprises a movement of the at least one radar target in at least one direction that is caused by the acceleration of the at least one radar target, wherein the at least one direction is different from the direction of the acceleration, wherein the movement of the at least one radar target in the at least one direction that is caused by the acceleration of the at least one radar target comprises a yawing, pitching and/or rolling of the radar target due to the acceleration of the at least one radar target; and generating an output signal for the antenna array based on the simulation of the at least one radar target and based on the simulation of the at least one additional event by the processing circuit; generating a first preliminary output signal based on the simulation of the at least one radar target; and generating a second preliminary output signal based on the simulation of the at least one additional event, wherein the first preliminary output signal and the second preliminary output signal are temporally synchronized at last over a predefined time interval such that interactions between the at least one radar target and the at least one additional event are simulated. 12. The radar target simulation method of claim 11 , wherein the additional event comprises at least one of an static object in the environment, a dynamic object in the environment, a change of a radar cross section of the radar target, an effect associated with a three-dimensional movement of the radar target, a multipath propagation of a radar signal reflected by the simulated radar target, and an interference source generating an interference radar signal. 13. The radar target simulation method of claim 11 , wherein the at least one radar target and the at least one additional event are simulated over a predefined time interval. 14. The radar target simulation method of claim 11 , wherein the at least one additional event is chosen from a set of additional events according to a predefined rule or statistically. 15. The radar target simulation method of claim 11 , wherein the first preliminary output signal and the second preliminary output signal are superposed in order to generate the output signal for the antenna array. 16. A radar target simulation system for simulating at least one radar target, the radar target simulation system comprising a processing circuit and an antenna array that is connected with the processing circuit, the antenna array being configured to receive a radar signal from a device under test, thereby generating an input signal, and the processing circuit being configured to: receive the input signal generated by the
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