Co-notch and independent windowing to mitigate interference in SAR-based imagery
Various technologies for mitigating distortion in coherent image products generated from SAR data are described herein. Synthetic aperture radar (SAR) datasets generated based upon SAR returns from first and second passes of a SAR platform over a scene are received. The SAR datasets can be co-notched at matching sample indices to improve coherence of SAR images generated from the datasets. Windowed SAR data is generated by applying independent windows to subsets of each of the datasets to reduce sidelobe levels of their image impulse responses. Coherent image products are generated based upon the windowed SAR data, wherein an image quality of the coherent image products is improved as compared to coherent image products generated based upon the SAR datasets.
1. A system, comprising:
at least one processor; and
memory comprising instructions that, when executed by the at least one processor, cause the at least one processor to perform acts comprising:
generating a first windowed synthetic aperture radar (SAR) dataset based upon:
applying a first window function to a first set of samples in a first SAR dataset, the first SAR dataset corresponding to a SAR scan of a scene at a first time;
applying a second window function to a second set of samples in the first SAR dataset; and
generating a coherent image product based upon the first windowed SAR dataset and a second SAR dataset that corresponds to a SAR scan of the scene at a second time, wherein the first windowed SAR dataset and the second SAR dataset are co-notched such that the first windowed SAR dataset has zero-valued samples at locations corresponding to zero-valued samples in the second SAR dataset.
2. The system of claim 1 , wherein the coherent image product is a coherent change detection image.
3. The system of claim 1 , wherein the coherent image product is an interferometric SAR image.
4. The system of claim 1 , the acts further comprising:
generating the second SAR dataset based upon:
applying a third window function to a third set of samples in a third SAR dataset; and
applying a fourth window function a fourth set of samples in the third SAR dataset.
5. The system of claim 1 , wherein generating the first windowed SAR dataset further comprises notch-filtering a third set of samples in the first SAR dataset, wherein the third set of samples is non-overlapping with the first and second sets of samples.
6. The system of claim 5 , wherein the first and second sets of samples are non-overlapping and non-adjacent.
7. The system of claim 5 , wherein the third set of samples are located in the first SAR dataset at locations corresponding to locations of zero-valued samples in the second SAR dataset.
8. The system of claim 1 , wherein the first window function is applied to a same number of samples as the first set of samples and the second window function is applied to a same number of samples as the second set of samples.
9. A method, comprising:
generating windowed synthetic aperture radar (SAR) data based upon:
applying a first window function to a first set of samples in a first SAR dataset, the first SAR dataset corresponding to a first SAR scan of a scene; and
applying a second window function to a second set of samples in the first SAR dataset; and
generating a coherent image product based upon the windowed SAR data and a second SAR dataset, the second SAR dataset corresponding to a second SAR scan of the scene, the windowed SAR data and the second SAR dataset being co-notched such that the first windowed SAR dataset has zero-valued samples at locations corresponding to zero-valued samples in the second SAR dataset.
10. The method of claim 9 , wherein the first window function and the second window function are Taylor window functions.
11. The method of claim 9 , wherein the coherent image product is a coherent change detection image.
12. The method of claim 9 , wherein at least a portion of the first SAR dataset comprises notch-filtered samples, and wherein the first set of samples and the second set of samples do not include the notch-filtered samples.
13. The method of claim 9 , further comprising:
prior to generating the windowed SAR data, co-notching the first SAR dataset and the second SAR dataset such that the first SAR dataset and the second SAR dataset have zero-valued samples in same locations.
14. The method of claim 9 , further comprising:
generating the second SAR dataset based upon:
applying a third window function to a third set of samples in a third SAR dataset, the third SAR dataset corresponding to the second SAR scan of the scene; and
applying a fourth window function to a fourth set of samples in the third SAR dataset.
15. The method of claim 14 , wherein the first window function and the third window function are a same function.
16. The method of claim 9 , wherein the first set of samples and the second set of samples are non-adjacent and non-overlapping.
17. The method of claim 9 , wherein the first window function is applied to a same number of samples as the first set of samples and the second window function is applied to a same number of samples as the second set of samples.
18. A non-transitory computer-readable storage medium comprising instructions that, when executed by a processor, perform the following acts:
responsive to receiving first and second SAR datasets corresponding to SAR scans of a scene at first and second respective times, co-notching the first and second SAR datasets;
generating windowed SAR data based upon:
applying a first window function to a first set of samples in the first SAR dataset, the first window function matched to a size of the first set of samples; and
applying a second window function to a second set of samples in the first SAR dataset, the second window function matched to a size of the second set of samples; and
generating a coherent image product based upon the windowed SAR data and the second SAR dataset.
19. The non-transitory computer-readable storage medium of claim 18 , wherein generating the coherent image product based upon the windowed SAR data and the second SAR dataset comprises:
generating second windowed SAR data based upon:
applying a third window function to a third set of samples in the second SAR dataset, the third window function matched to a size of the third set of samples; and
applying a fourth window function to a fourth set of samples in the second SAR dataset, the fourth window function matched to a size of the fourth set of samples; and
generating the coherent image product based upon the windowed SAR data and the second windowed SAR data.