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|    Message 11,578 of 11,639    |
|    MrPostingRobot@kymhorsell.com to All    |
|    disappearing stars -- an AI takes a look    |
|    20 Nov 22 13:03:18    |
      XPost: alt.astronomy              In my wanderings I came across a couple papers reporting odd things       seen in the sky via ground-based telescopes. The interesting aspect       was the plates being examined dated back to the early 1950s when       things like Starlink or even Sputnik had not screwed up the sky. Yet       what was reported from a couple different groups was lines of "dots"       and other formations that seemed to look like highly reflected       earth-orbiting "satellites" seemed to be spotted from time to time       over the years.              Typical scenarios involved 2 plates where careful examination found       several bright points on the older plate yet the same positions in the       newer plate were empty.              "Careful" includes checking for faults in the emulsion or processing       that may have accidentally drawn a line of dot on the negative.              One paper reported ~100 of these "disappearing stars" and a later       paper reported ~700 of them.              As usual, attempts to contact the authors of any of the papers have       resulted in 0. Some of the papers are a few years old and since the       pandemic I have to presume people have gone onto new careers at       Twitter. Or something.              So I threw the problem of finding the data and explaining what was       going on to a couple of AI-based programs I run from time to time.              Gathering the data was fairly straightforward. The s/w latched on to       the Mt Palomar Sky Surveys. The first one started around 1950 and ran       for 10-20 years. There was a 2nd Survey starting in ~1980 but,       apparently, that was never finished. There was another attempt more       recently, but that seems to have left no imprint on a public server       the programs can find.              But the 1 and 2 surveys allow us to look at mns of stars on 16x16       arc-min images and compare the state of most parts of the sky from the       1950s with the 1980s.              I already have some tools to look for "things" in images from the old       Kaggle days (kaggle.com/kymhorsell1) and using techniques like "strong       statistical features" (aka SURF) the programs managed to isolate about       150 objects that could be seen in the 1950s survey but had apparently       disappeared by the 1980s even allowing for some proper motion that may       have taken a star off the edge of a plate and onto an adjoining one.              The SURF parameters allow the s/w to build up a small expert system       that not only uses the position of the center of the "star" on the       plate but various qualities relating to how the individual pixels in       the blob are arranged -- a kind of optical fingerprint. The s/w can       determine whether there is a density gradient inside the blob, and it       keeps track of regions on the images that are (extra) bright as well       as circular regions that are extra dark. The number of pixels also       gives an indication of the object's brightness and the spacial       distribution from the object's center pixel can give an idea of       whether it is an extended object and/or is interacting with a nearby       object that is too close for the relevant telescope to actually       resolve. It is also possible to determine from the pixels -- given       some of the exposures were upto 90 mins -- whether the object was       moving in a way not entirely consistent with a star. We might go into       that in a later post. :)              As well as "stars" that seemed to appear on earlier plates but later       were not present in the expected positions, the opposite was also       observed -- sometimes objects appeared on later plates that were not       there in the 1950s. Of the couple 100 "differences" noted in the       collection of images snaffled from the Palomar collection about 1/3       were of the "appearing star" type -- the rest were the regular       "disappearing" kind.              So with a collection of dates when an object was seen or not seen, the       location of the star at some point, and the various photometry       parameters the image processing dredged up we can run the usual massive       search of various data-files in my database to see whether any known       weather, planetary, demographic or other data on file varies on a       statistically similar way to any of the "disappearing star"       parameters and, if so, which are closer and maybe the "most likely       explanation" of what is going on.              And the top results off the rank are as follows:              Data-series Lag R2        (y)       Mwind-GA 5 0.88518841       Mmaxwindseg150 5 0.88297516       Msduah_globe6NHLand 3 0.88092115       Mmaxhail-LA 4 0.86669351       Mwind-FL 4 0.86234448       Mmaxwind-GA 5 0.86232464       Msduah_mtSoPol 3 0.85737059       Mmaxuah_mtUSA49 3 0.85393912       Msduah_mtNH 3 0.84748392       Mforestpct 3 0.84629941       Msduah_mtSoPolOcean 3 0.83581867       Mminuah_mtNoExtOcean 5 0.83540929       Mwind-AR 4 0.82180789       Mneptune-zh 5 0.81655511       Mmaxwind-TX 3 0.81102430       Mmaxneptune-r 3 0.80945403       Mmaxhail-NJ 0 0.80611332       Mhail8 4 0.80494563       Mhail-WY 3 0.80367691              The s/w has determined that any data series that has an R2 > .8 is       effectively in the "best explanation" bucket. So the above list is not       really an ordered list -- all items in it are "equally likely       explanations" the predict the coming and going of the objects in question.              We immediately see most of the explanations seem to involve the       weather someplace on planet dirt. The "wind" items are NOAA-reported       windstorms seen over the years across the US. The "max" prefix       indicates the s/w took the maximum of monthly numbers to produce an       "annual maximum" series from the original data. Similar for "min" and       "sd" (the stddev of the months or an est of annual       variability). Series with a numeric prefix refer to a specific       month. I.e. "hail8" is number of August hailstorms reported to NOAA,       year by year.              In the middle of the pact is one oddball -- "forestpct". This is the       surveyed% of the planet that is still covered in       forest. Obviously this number has been going down for several decades,       but after WWII it was going up a little as people relaxed and started       planning their future families.              And, finally -- and the only thing really connected with things "out       there" -- the position of Neptune seems to have some predictive power       for when "stars disappear". The "-r" series is Neptune's distance from       the sun. The "-zh" is Neptune's position in AU above the ecliptic.              So apart from "probably related to earth weather" the AI programs       point out a possible link with Neptune. Other planets and moons also       turn up way down the list (there are 1000s of items in the list) but       Neptune is in the "best explanation" section -- the other things are not.              And finally, finally we might ask are any other (cough) odd things       maybe connected with "stars" popping up on telescope images some times       and not other times. Given some of the objects imaged *seem* to be              [continued in next message]              --- SoupGate-Win32 v1.05        * Origin: you cannot sedate... all the things you hate (1:229/2)    |
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