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2020-07-30
2020-07-30
SMART meeting, 30 Jul 202
Present:
- Ramesh Bhat
- Keegan Smith
- Nick Swainston
- Sam McSweeney
- Zhongli Zhang
- Susmita Sett
- Marcin Sokolowski
- Isaac Colleran
- Mengyao Xue
- Ryan Shannon
- Willem van Straten
Update overview (Ramesh):
- Survey ramping up
- 3 student projects connected to SMART survey
- Have been awarded time on OzStar (1.5 million hours), looking ahead to Garrawarla
- 2-3 times speed increase on OzStar (compared to Galaxy)
- Adopted strategy of “quick look, first pass” pipeline constrained by PhD timelines
- Limited DM steps, 5-10 mins of data
- New pulsar (J0036-1033) gives us hope!
- Also important for “quick” turnaround of data processing so that fields can be re-observed if necessary
- 96 known pulsars detected with Keegan’s pipeline
- 5 fields have been processed (although not sifted for candidates)
- Alternative search strategies are being explored (cf Susmita & Marcin’s imaging pipeline)
- ADACS proposal initially turned down, but CIC resources have been allocated
- We have to take advantage of all remaining Phase 2 compact configuration time for data collection
- There will be a proposal call later this year
- At least 60% data is in the can
- By the end, ~3PB, 0.5 million beams, 7 million core hours for 1 round of processing
- Follow-up of J0036-1033 possible with ~10 existing archived VCS observations (both phase 1 and phase 2, extended and compact)
- For localisation, regridding/re-beamforming straightforward task w/out need for re-observing
- Sub-arcminute localisation unlocked
- Efforts to understand polarimetry -- for new pulsar (and more generally)
- Attempts to detect new pulsar in imaging
- So far unsuccessful
- Suggests that pulsar is “low luminosity pulsar”
- Proposal has been put in for Parkes, and will be put in for GMRT (deadline tomorrow)
- Will be basis for short paper
Nick’s update:
- Just about finished processing (quick look) 9 observations.
- Been through 1000’s of candidates
- New Nextflow pipeline:
- Has improved efficiency, uses containers
- Can now process 1 obs per week
- Installed on Garrawarla, Ozstar, and (almost) at SHAO
- ML part of pipeline helps a lot, but still produces many obvious noise candidates
- Working to decentralise candidate ranking (so that it’s not just Nick doing it)
- Also working on Single pulse candidates
- Likes LOFAR single pulse software/pipeline
- Have tried SHAO’s pipeline (STEP?) -- almost working, but indications that it may not be the best choice
- >15 candidates per beam → lots of candidates!!
Marcin’s update:
- Pipeline:
- Offline correlation (1 sec integration), RFI flagging, calibration, and other standard MWA processing, output = Stokes images from XX, YY
- Looking for J0036-1033 in imaging
- RMS 12 mJy (I) and 2.5 mJy (V) images show nothing convincing at pulsar’s location
- Pointing towards pulsar is <5mJy
- Also, GMRT image of same area of sky shows nothing (which gets down to 2.5 mJy/beam)
- Can see other pulsars in the field with same imaging techniqu
Sam’s update:
- LOFAR’s tree classifier
- DM curve, profile, freq-vs-phase, time-vs-phase features
- Generative adversarial networks
- Isaac’s ongoing project
- All available ML tools will feed into database app (with web interface) for human inspection.
- Working with CIC to develop database/web app.
Discussion:
- Fancy tricks for localisation? Follow up with Ryan’s FRB localisation techniques with ASKAP (Ryan to email Nick some Python code). May get down to ~1/10 of a (tied-array) beamwidth in precision.
- Imaging can help weed out nights when ionosphere is very active and moves sources around
- Test gridding method on known pulsar position to get errors
- Not likely for Nick’s pulsar to be in a sidelobe -- sidelobe detections have characteristic frequency dependence.