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http://hdl.handle.net/2248/8488
Title: | SolarAccel: FPGA accelerated 2D cross-correlation of digital images: Application to solar adaptive optics |
Authors: | Das, Soham Rao, Nanditha Phanindra, D. V. S Sridharan, R |
Keywords: | Solar adaptive optics Cross-correlation FPGA acceleration |
Issue Date: | Jun-2024 |
Publisher: | Indian Academy of Sciences |
Citation: | Journal of Astrophysics and Astronomy, Vol. 45, No. 1, 16 |
Abstract: | The cross-correlation of two-dimensional digital images is fundamental to solar adaptive optics computations. It can be used in a simple tip-tilt correction system to identify the relative shift between consecutive images and correlating sub-aperture images of a Shack–Hartmann wave-front sensor. The typical frequency of computation is about 1 kHz. While the software-based optimized cross-correlations may be sufficient when a small number of sub-apertures are used in a wave-front sensor, hardware-accelerated (FPGA), correlations may be required when a large number of sub-aperture images are involved, e.g., in the case of the proposed National Large Solar Telescope in India. This paper presents SolarAccel: An FPGA-based acceleration of a basic two-dimensional cross-correlation of two images. We accelerate the FPGA-based design by pipelining the individual components of the cross-correlation process. We implemented our RTL logic on a few sets of 128 × 128 pixel images and 32 × 32 pixel images on a Xilinx Zynq Ultrascale+ MPSoC on the ZCU104 FPGA evaluation platform. SolarAccel performs a 2D FFT on a 128 × 128 image faster than existing work. The cross-correlation on a 32 × 32 image is also faster than the existing work. This demonstrates that FPGA acceleration is beneficial in solar adaptive optics applications. |
Description: | Restricted Access The original publication is available at springerlink.com |
URI: | http://hdl.handle.net/2248/8488 |
ISSN: | 0973-7758 |
Appears in Collections: | IIAP Publications |
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SolarAccel FPGA accelerated 2D cross correlation of digital images Application to solar adaptive optics.pdf Restricted Access | 681.91 kB | Adobe PDF | View/Open Request a copy |
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