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Test of STIX compression using HXT data J.McTiernan SSL/UCB
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Proposed STIX Compression: Goal: To take the data from 64 sub-collimators (which will result in one image) and compress it down to less than 40 bytes. Compression Algorithm: Maximum value is compressed into a 2 byte integer (between 0 and 65535) using square root compression. The remaining numbers are divided by the max. value and the fractional values are scaled into 4 bit numbers (from 0 to 15). Total number of bytes per image: 2 + 64*(1/2) = 34 IDL> max_data = max(data) peak_value = uint(max_data+0.5) ;rounds fraction = byte(15.0d0*data/max_data+0.5) ;idl does not do 4bit integers, but we can test with this.
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We can test this using Yohkoh HXT Procedure: Accumulate HXT data for a given time interval. Data consists of counts for 64 sub-collimators. Compress data – then uncompress data: The white curve shows the observed counts for an interval during a flare on 2-nov- 1991. The red curve has been compressed- and uncompressed. The difference between the count rates is 1 to 5% for most collimators, but larger for “fan- beams” (0-15)
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Top: Pixon images of 2-nov-1991 flare: LO=13-23 keV, M1=23-33 keV, M2=33-53 keV Bottom: Same images, but with compression-decompression
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The two sets of images look similar, but are not identical. To look more closely, lets do some primitive imaging spectroscopy, using the images from all 4 HXT channels. We can get count and photon spectra for the two sources with the boxes drawn around them.
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This plot shows count spectra for the full image, and for the two sources – red denotes the original data, and blue shows the compressed- uncompressed data. There is a systematic difference in counts of 2 to 3%, except for the LO sources. (Note that the 5 other flares studied do not show this LO channel behavior.)
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This shows the photon spectra for Source A, just to show that it can be done.
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Photon spectra for Source B.
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Conclusion: From comparisons using HXT data, it seems entirely reasonable that the information from 64 collimators can be compressed into less than 40 bytes.
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