I happened to know a code called High Order Transform of Psf ANd Template Subtraction, which has a sexy short name called HOTPANTS, when reading a paper. The code, developed by Andy Becker, is said to be a supersession of another optimal subtraction package ISIS, which unfortunately has a name in common with a terrorist organisation in Middle East. I clearly remember the pain when tweaking parameters so as for ISIS to work and output satisfactory results for me. So I was tempted to try HOTPANTS and see if I can benefit from its name. So I did.
I downloaded the zipped file from Github to my local directory and untarred it. I edited the paths
Makefile.macosx and linked them to my CFITSIO that came with Ureka. Also deleted was
-ansi in the line of
COPTS =.... Then simply type
Only two warnings popped out. The rest looked good. Then I decided to try with two images taken by NEXT, Xingming Observatory C42, about 2018 C2:
$ ./hotpants -inim reg_A2018C2-S001-R001-C001-V.fts -tmplim reg_A2018C2-S014-R001-C001-V.fts -outim result.fts -tu 60000 -c t -n i -ng 3 6 0.7 4 1.5 2 3.0 -tg 2.2 -tr 7.0 -iu 60000 -ig 2.2 -tr 7.0 -hki -gd 40 2048 0 2010
Meanings about the parameters (copied from the output without any inputs):
[-inim fitsfile] : comparison image to be differenced [-tmplim fitsfile]: template image [-outim fitsfile] : output difference image [-tu tuthresh] : upper valid data count, template (25000) [-tg tgain] : gain in template (1) [-tr trdnoise] : e- readnoise in template (0) [-iu iuthresh] : upper valid data count, image (25000) [-ig igain] : gain in image (1) [-ir irdnoise] : e- readnoise in image (0) [-gd xmin xmax ymin ymax] : only use subsection of full image (full image) [-c toconvolve] : force convolution on (t)emplate or (i)mage (undef) [-n normalize] : normalize to (t)emplate, (i)mage, or (u)nconvolved (t) [-hki] : print extensive kernel info to output image header (0) [-ng ngauss degree0 sigma0 .. degreeN sigmaN] : ngauss = number of gaussians which compose kernel (3) : degree = degree of polynomial associated with gaussian # (6 4 2) : sigma = width of gaussian # (0.70 1.50 3.00) : N = 0 .. ngauss - 1 : (3 6 0.70 4 1.50 2 3.00
But then I immediately had the following error:
ERROR: Mismatch in the CFITSIO_SONAME value in the fitsio.h include file that was used to build the CFITSIO library, and the value in the include file that was used when compiling the application program: Version used to build the CFITSIO library = 2 Version included by the application program = 1393625872 Fix this by recompiling and then relinking this application program with the CFITSIO library. Segmentation fault: 11
So I reinstalled the latest version of CFITSIO, and changed the two paths accordingly. Reinstalling went smoothly but not quite for reinstalling HOTPANTS:
Undefined symbols for architecture x86_64: "_curl_easy_cleanup", referenced from: _https_open_network in libcfitsio.a(drvrnet.o) "_curl_easy_init", referenced from: _https_open_network in libcfitsio.a(drvrnet.o) "_curl_easy_perform", referenced from: _https_open_network in libcfitsio.a(drvrnet.o) "_curl_easy_setopt", referenced from: _https_open_network in libcfitsio.a(drvrnet.o) "_curl_global_cleanup", referenced from: _ffchtps in libcfitsio.a(cfileio.o) "_curl_global_init", referenced from: _ffihtps in libcfitsio.a(cfileio.o) ld: symbol(s) not found for architecture x86_64 clang: error: linker command failed with exit code 1 (use -v to see invocation) make: *** [hotpants] Error 1
I suspected this was due to incompatibility between CFITSIO and HOTPANTS, which was written five years ago. As a test, I downloaded an older version of CFITSIO, and repeated all the steps. Annoyingly, now I instead had these at the end when executing
/Applications/Xcode.app/Contents/Developer/Toolchains/XcodeDefault.xctoolchain/usr/bin/ranlib: for architecture: i386 file: libcfitsio.a(drvrgsiftp.o) has no symbols /Applications/Xcode.app/Contents/Developer/Toolchains/XcodeDefault.xctoolchain/usr/bin/ranlib: for architecture: x86_64 file: libcfitsio.a(drvrgsiftp.o) has no symbols
But the above warnings do not seem to interrupt with HOTPANTS. My guess is that this has something to do with the structure in which drvrgsiftp.c is written. Anyway, I could successfully reinstall it and obtain a difference image. So it seems working anyway, at least giving me a result rather satisfying, and saving me plenty of time. I will definitely have more tests in the future. Now I start favouring HOTPANTS.
I managed to dig out C/2017 K2 in CFHT images taken in 2013 May. The search was thought to be hopeless at the beginning, because the SSOIS of the CADC did not show any useful serendipitous images within the past three years before its discovery. The comet was discovered already at a heliocentric distance of AU after all. But after noticing a long exposure was used for those CFHT images, I decided to look into the data anyway.
The 3-sigma uncertainty region computed by the JPL HORIZONS based on then-available astrometry was pretty big, ~10′. My search was focusing on images taken from May 12, since that night there were more images. But soon I found out that the last two images were kind of useless, as the limiting magnitude was worsening and the brightness of the sky background rose up, which made my visual search more difficult.
When I was about to finish my last scan of the images from a common chip, I suddenly noticed something comet like moving at the expected direction, and also at a right speed. I measured the positions from three best images, added the astrometry to all observations about C/2017 K2 from this year, and then loaded the file into Find_Orb. Excitingly, the software successfully produced an excellent orbital solution with pretty small astrometric residuals.
With the new orbital solution, looking for C/2017 K2 in images from the second night was way easier. Unfortunately there were only two images, and one of them suffered from bad quality. I managed to find a faint blob of light at the expected pixel coordinates based on the new orbital solution.
The orbital solution by MPEC 2017-N26 puts the comet onto a heliocentric hyperbolic orbit. These CFHT serendipitous observations of C/2017 K2 turned out to be a record of the most distant comet ever observed during the preperihelion stage ( AU). The equilibrium temperature at such a distance would be as low as ~59 K, which means that the activity must be driven by supervolatiles rather than water ice. Hmm, interesting…
I feel like the discussion of the maximum of SNR (signal-to-noise ratio) will benefit my thesis, because my boring mathematical derivation can easily occupy some space to lengthen the number of pages.
To make things easy, I assume that the signal of the observed target can be described by a Gaussian distribution, namely,
where is some referenced intensity, is the radius to the centre of the source, and describes its FWHM. The integrated intensity of the source within an aperture is then calculated from
After doing some simple algebra the result is simply
The SNR of the source is given by the following equation:
For simplicity, we assume the sky background remains constant across the targeted signal source, so can be regarded as a combination constant value related to the sky background intensity and the readout noise of the CCD. To obtain the maximum SNR, we ought to find out when , which can be transformed to
With some algebra, this equation can be changed to
where , and . Unfortunately, this is a transcendental equation so I cannot find out its solution analytically. Instead, let me use the numerical method.
Assuming the targeted source is very faint, which means that , I obtain . Conversely, if the source is extremely bright, i.e., , then we have .
Anyway, the best-SNR radius as a function of is plotted in the following figure. Note that I have converted the radius in FWHM by using .
In conclusion, using FWHM looks to be a good choice.
My colleague Ariel and I went to KPNO near Tucson for our observation run just right before the spring break.
The flight from LAX to Tucson was ~ 8 am, so I had to wake up at ~ 5:15 am, and then quickly packed up my backpack. After eating some leftover bánh trôi in the fridge, I set off to catch the 6am Flyaway At the Westwood. Within half an hour, I arrived at LAX, where I met Ariel an hour later. The flight was smooth. On board I recognizes your destination – KPNO in distance, thanks to the super obvious signature just next to KPNO, Baboquivari Peak. Of course all the domes appeared as small what dots merely.
We took a Uber to the KPNO in downtown Tucson, on campus of University of Arizona. Since the shuttle wouldn’t leave until 11 am, Ariel and I walked around the campus very briefly, but soon we decided not to continue because the temperature was scorching. Actually I’ve visited the campus three years ago during the DPS. However, it was at night so I didn’t see things clearly. It turned out to be that Ariel and I were the only two persons going to KP, and Ariel had to drive the shuttle.
The drive was ~1.5 hrs. The weather atop KP was visually perfect, although the wind was pretty strong. Starving we were, we devoured quite a lot at the cafeteria. We then went to the 36″ dome, waiting for Flynn, who showed up ~2:30 pm and gave us some very brief instructions on operating the dome and the telescope. Basically we still remember every procedure because our last visit was three months ago only. Flynn mentioned that recently there have been several reports of bear and mountain lion witness around KP and asked us to be cautious.
Ariel and I were both exhausted, so we went back to the dorm and took a nap. After dinner, we met at the dome and started working. Ariel arrived earlier. When I got there, she was taking flats already. Having adjusted the focus of the telescope by taking images of θ Gem, we started observations. Our targets were all comets, SPCs and LPCs. We did plan to observe some unusual asteroids with TJ < 2, including several Damocloids, but eventually didn’t have enough time. During the early run, we unconsciously stuck the telescope because the pointing exceeded the minimum altitude limit twice. As a result, the telescope had to be manually slewed by me through a control panel upstairs. We have now been experts on this!
We observed a PCCP object YF982D7 through BVRI filters. I quickly calibrated all the images, and measured astrometry. No cometary feature can be seen from our coadded images. It finally was designated as 2017 EF12 by the MPC on Day 3, so the cometary feature wasn’t confirmed at all. I’m wondering if some observer has been fooled by bad seeing. Otherwise it’d be quite interesting and exciting, were it a comet; it has a low-eccentricity orbit, and the semimajor axis is small too.
Before daybreak, we attempted to observe several newly discovered comets, such as C/2017 E4 (Lovejoy), only to realise that the influence from the Moon was awfully serious, so had to give up. The observing run ended at ~5:40 am, when the twilight became too strong.
After taking a shower, I went to bed and felt asleep soon.
I woke up several times around noon, and forced me to sleep. Finally I got up at 4 pm and went to have dinner (breakfast in reality). The weather had been overcast, but the cloud dispersed and revealed a crystal clear sky before sunset. I went to the dome and met Ariel there. Again she was taking flats.
As the twilight faded, we began the observing run with the synoptic observation about a variable star in the region of M42, which happened to be the only observed target tonight. As soon as we finished taking BVRI images of it, we saw the instruction of shutting down the dome, due to the strong wind and rising humidity. So we did. The humidity went up quickly and reached ~100% later. Ariel left the dome around 2 am, and I left around 4 am.
On the way back I felt the ambience a bit horrible. The smog was pretty strong; I could hardly see things beyond ~5 m even with a torchlight. The gust kept producing weird noise. Anyway, I successfully made my way to the cafeteria, and ate some hot soups there.
Before I went to bed, it started raining. What a night!
Again I woke up several times before the time I planned to get up. This is equivalent to suffering from jet-lag. Before I went to have my dinner, there were considerable amounts of clouds in the sky. But fortunate enough, they dispersed towards dusk. The temperature was also much colder.
We still had plenty of time after having finished taking flats. To kill the time I was busy calibrating images from Day 1 and performing astrometry. Of course I couldn’t finish the all before the sky got dark enough. So we adjusted the focus. I should point out that seeing was extremely awful. However we changed the focus, images of field stars looked fat. Anyway we began the observing run with 128P, which somehow appeared fainter than expected, perhaps due to the fact that the twilight was still there a bit.
Around 9:30 pm, a staff (I forgot his name) brought some visitors into our dome, showing them “what astronomers are doing”. It didn’t last for long, and they left within ~15 min. We then concentrate back on imaging comets. During the run we did attempt to observe Damocloid 2015 RK245, but we couldn’t spot it in individual images.
Before the end, we observed comet C/2017 E4 (Lovejoy), which appeared super bright. Judging from the morphology, it’s a gassy one. It moved pretty fast too. We obtained 10-ish images, which did give us enough SNR of it. We finally challenged the telescope a bit by observing another bright comet C/2017 E1 (Borisov) — then the twilight had been quite strong already. We did get it, but way less impressive than C/2017 E4, maybe because of the bright sky background. The session ended at ~5:45 am. The slender crescent moon looked amazing in the eastern sky.
Maybe I’m really aging; I again woke up first at 12pm, and then woke up every hour. I dreamed a lot, probably due to which I didn’t sleep well. Anyway, the weather for this observing run appeared to be the best since we arrived at KP; the humidity was low enough, <~ 40%, basically windless, and the temperature was pretty steady, ~9 ℃. As a result, seeing was way better than on Day 3.
We began the observing run from comet C/2010 U3 (Boattini), in Perseus, followed by the synoptic observation of the M42 field. Comet C/2017 C1 (NEOWISE) was observed successfully. Originally we expected it to be faint, since no one had observed it since Feb, but it turned out to be a good one. It was readily visible in individual images, moving fast. The synoptic observation also required us to observe a field containing ρ Oph, so we wasted some time on this.
The session was ended with C/2017 E1 (Borisov). Compared to Day 3, we were able to get two more images before the twilight was too bright.
I slept a bit better today, at least my first wakeup was close to 1pm. I could clearly remember what I dreamed during the sleep — my family, and my calligraphy teacher 張老師, and his master pieces. He suffered from a stroke last Sept, resulting in weak disability of his right arm. Since then I had had quite a lot of dreams, in which he had convalesced and could write things as before. But a good thing is that I’ve heard that he’s getting better and better.
The late afternoon witnessed a considerable amount of clouds. But thanks to them, I enjoyed a spectacular sunset. The clouds were like burnt, against a violet background of the sky. As time evolved they changed their shapes. I was simply standing outside and looking at the sky, doing nothing else. As one of my favourite things in my childhood which I did a lot was looking at the sky during sunsets, the scene certainly brought me back, just like yesterday once more. I thought I were only a little kid at a moment.
I went back into the dome after the show faded. The clouds were great decorations during the sunset, but form a bad thing for our observing run. The dome was shut down because of them. We had to wait till ~11 pm until the sky turned clear. Our first target was 315P, which displayed a fan-shaped broad tail. A super bright comet we observed was C/2015 ER61 (PANSTARRS), which was initially discovered as an asteroid by Pan-STARRS, but later a cometary feature was found.
This day’s observing run ended again by observing C/2017 E1. Earlier, our advisor Dave emailed us asking whether we’d observed it; it might be a potentially disintegrating candidate due to the rotational instability. Frankly I didn’t think about this point, but just thought that we shall observe it to improve the orbit; the current solution was still pretty nasty, because we saw a significant discrepancy between the observed and predicted positions. Anyway, this time we put more efforts to this comet, and we were able to obtain seven R-band images on it.
Before going back to the dorm, we saw the very elegantly thin crescent Moon rising in the east.
I finally managed to adapt to the timezone for astronomers, which is good. But unfortunately it was the last day of our observing trip, which is bad.
We planned to end the whole KP observing run by observing C/2017 E1 again. However, for some reason an attempt image showed that the image quality couldn’t be even more nasty, and thus we decided to observe C/2013 C2 (Tenagra), which was predicted to be bright enough, provided that the prediction didn’t go wrong. It hadn’t been observed for almost a year, based on the MPC. So we did. But we couldn’t see anything obvious, so at least it wasn’t that bright. I haven’t yet reduced the data. Maybe something will show up, hopefully.
It’d been pretty bright at the time we shut down the dome. I knew that Venus should be visible, so on the way back we searched for it for awhile. Indeed we managed to spot it by naked eye! It just passed the inferior conjunction with the Sun a day ago! This definitely becomes my record of seeing Venus closest to the Sun during non-transits by naked eye. Alas my camera was left in my office, a bit pity.
I got up at noon the next day. Before we left the mountain I grabbed something for lunch. After checking out, Ariel and I drove back to downtown Tucson at 2 pm, and then took a Uber to the airport. Our flight was ~5:15 pm and landed in LAX an hour later. So the whole trip came to an end, but I still have to reduce and measure all the images from Day 6.
Recently I have been more dissatisfied with astrometry.net, because no matter how I tweak the parameters, some portions in an image can never have catalogue stars’ positions overlaid with the corresponding actual stars. I also have learnt that astrometry.net only provides crude solutions to plate constants of images, and therefore, if one needs high-quality astrometry, WCS by astrometry.net is not accurate enough yet, and other better astrometric software should be used. This is the reason why I need to use WCSTools.
The following is simply a memo to record my steps to install the software. My reference is basically from this webpage.
(1) Download the latest version of WCSTools (3.9.4).
(2) Go to the directory where the file is downloaded, and type in the following commands to install it:
$ tar xvfz wcstools-3.9.4.tar.gz $ cd wcstools-3.9.4 $ make all
(3) Now the environment needs to be set:
$ sudo cp wcstools /usr/local/bin/ $ sudo cp ./bin/* /usr/local/bin/ $ sudo cp libwcs/*.h /usr/local/include/ $ sudo cp libwcs/libwcs.a /usr/local/lib/
(4) Test the installation:
(5) You should see a very lengthy message including the version of the software, as well as a number of programme names. The following is what I can get (truncated):
WCSTools 3.9.4 Programs http://tdc-www.harvard.edu/software/wcstools/
addpix: Add a constant value(s) to specified pixel(s) bincat: Bin a catalog into a FITS image in flux or number char2sp: Replace this character with spaces in output (default=_) conpix: Operate on all of the pixels of an image cphead: Copy keyword values between FITS or IRAF images crlf: Change CR's to newlines in text file (for imwcs, imstar logs) delhead: Delete specified keywords from FITS or IRAF image file headers ...
Since I am using an online servers to visit star catalogues, the environment variables such as the following ones have been set:
setenv UB1_PATH http://tdc-www.harvard.edu/cgi-bin/scat setenv SAO_PATH http://tdc-www.harvard.edu/cgi-bin/scat setenv UCAC3_PATH http://tdc-www.harvard.edu/cgi-bin/scat
Note that I haven’t yet figured out how to connect to catalogue UCAC4. Apparently WCSTools cannot cope with the newly released Gaia either.
As still being in a process of learning the software, I may update this post infrequently in the future.