federica bianco
astro | data science | data for good
Vera C. Rubin Observatory:
Federica Bianco
University of Delaware
Department of Physics and Astronomy
Biden School of Public Policy and Administration
Data Science Institute
Rubin Legacy Survey of Space and Time
Deputy Project Scientist, Rubin Construction
Interim Head of Science, Rubin Operation
Site: Cerro Pachon, Chile
Funding: US NSF + DOE
Status: final phases of construction - completion expected 2023
LSST Science Drivers
Probing Dark Energy and Dark Matter
An unprecedented inventory of the Solar System from threatening NEO to the distant Oort Cloud
LSST Science Drivers
LSST Science Drivers
image credit: ESA-Justyn R. Maund
Exploring the Transients and Variable Universe
10M alerts every night shared with the world
60 seconds after observation
image credit ESO-Gaia
LSST Science Drivers
Mapping the Milky Way and Local Volume
via resolved stellar population
To accomplish this, we need:
1) a large telescope mirror to be sensitive - 8m (6.7m)
2) a large field-of-view for sky-scanning speed - 10 deg2
3) high spatial resolution, high quality images - 0.2''/pixels
4) Process images and produce catalogs of all 37B objects
2M 3,200 Megapixel images in 10 years -about 60 PB of data
Objective: provide a science-ready dataset to transform the 4 key science area
single image depth ~24
10-year stack image depth ~26
image resolution 0.2'' (seeing limited)
18,000 sq degrees
839 images over 10 years in 6 filters
2-3 images per night
each fields reobserved within ~days
5 fields observed to higher cadence and more images
~25.9, 26.8, 26.8, 26.3, 25.6, 24.8
~56, 74, 184, 187, 166, 171
At this level of precision,everything is variable, everything is blended, everything is moving.
SDSS
LSST-like HSC composite
*pstn-054.lsst.io v3.3 simulations
u,g,r,i,z,y | |
---|---|
Photometric precision' Photometric accuracy' Astrometric precision' Astrometric accuracy' # visits* mag single image* mag single coadd* |
5 mmag 10 mmag 10 mas 50 mas 51, 66, 178, 184, 160, 161 23.2, 24.44, 24.05, 23.55 22.94, 22.03 25.34, 26.79, 26.93, 26.45, 25.75, 24.81 |
SDSS 2x4 arcmin sq griz
MYSUC (Gawiser 2014) 1 mag shallower than LSST coadds
At this level of precision,everything is variable, everything is blended, everything is moving.
u,g,r,i,z,y | |
---|---|
Photometric precision' Photometric accuracy' Astrometric precision' Astrometric accuracy' # visits* mag single image* mag single coadd* |
5 mmag 10 mmag 10 mas 50 mas 51, 66, 178, 184, 160, 161 23.2, 24.44, 24.05, 23.55 22.94, 22.03 25.34, 26.79, 26.93, 26.45, 25.75, 24.81 |
*pstn-054.lsst.io v3.3 simulations
~1000 images per night
10M alerts per night (5sigma changes)
17B stars 30B galaxies Ivezic+19
∼200 quadruply-lensed quasars Minghao+19
~50 kilonovae Setzer+19, Andreoni+19 (+ ToO)
>10 interstellar objects
~10k SuperLuminous Supernovae Villar+ 2018
~ 50k Tidal Disruption Events Brickman+ 2020
~10 million QSO Mary Loli+21
~1000 SNe every night in the LSST sky
Cosmology in the LSST era
Use of multiple cross-checking probes that reach unprecedented precision .
Dark energy manifests itself in two ways. The first is the relationship between redshift and distance (the Hubble diagram), or equivalently the expansion rate of the universe as a function of cosmic time. The second is the rate at which matter clusters with time.
Iveziv 2019
Cosmology in the LSST era: the DARK sector
Rubin Observatory Status
September 2016
Fabruary 2020
May 2022
November 2022
May 2022
May 2022 - Telescope Mount Assembly
weight 2e5 kg, max slew rate 0.2 rad/s
Most of the weight in a 10m disk
Angular momentum
Secondary mirror coaded - to be mounte in April 2024
3.2 Gigapixel camera
378 4K ultra-high-definition TV
Ready to go on sky lsater this yeas!
3024 science raft amplifier channels
Camera and Cryostat integration completed at SLAC in May 2022,
Shutter and filter auto-changer integrated into camera body
LSSTCam undergoing final stages of testing at SLAC to be shipped soon!
𝑢 (left) and 𝑦 band (right) magnitude corrections associated with read-noise, QE, and vignetting effects for each amplifier in the CCD plane.
ΔCm∞
0.4
- 0.4
AuxTel runs regularly since 2022 testing of Rubin software components and observatory workflows, data aquisition for testing pipelines, calibration & data analysis and Operations training.
|
LOVE: LSST Operations Visualization Environment
K. Bechtol
late 2024-
early 2025
mid 2025
2 years
from now
First data release 3y from now
K. Bechtol
LSST
data products
world public!
Template production : initial template can use as few as 3 good seeing images
Incremental templates in Y1:
Discovery Engine
10M alerts/night
Community Brokers
target observation managers
BABAMUL
data right holders only
slide: Leanne Guy
LSST IN-KIND PROGRAM
LSSTdata rights are open to US and Chilean scientists
International organizations can acquire data rights via in-kind contributions
Data rights are awarded to PIs and their team (5 ppl per team)
~80 Italian PIs w 26 in-kind contributions
LSST IN-KIND PROGRAM
LSSTdata rights are open to US and Chilean scientists
International organizations can acquire data rights via in-kind contributions
Data rights are awarded to PIs and their team (5 ppl per team)
~80 Italian PIs w 26 in-kind contributions
LSST IN-KIND PROGRAM
LSSTdata rights are open to US and Chilean scientists
International organizations can acquire data rights via in-kind contributions
Data rights are awarded to PIs and their team (5 ppl per team)
LSST survey strategy optimization
Milky Way
Transients & Variables
Cosmology
Solar System
Milky Way
Transients & Variables
Cosmology
Solar System
Rubin has involved the community to an unprecedented level in survey design this is a uniquely "democratic" process!
Survey Cadence Optimization Committee
The SCOC is advisory to the Rubin Observatory Operations Director (currently Bob Blum). It will begin its work in 2020, and will be a standing committee throughout the life of Rubin Observatory operations.
20 peer review papers accepted several more under review and in preparation https://iopscience.iop.org/journal/0067-0049/page/rubin_cadence
Simulating the Legacy Survey of Space and Time Stellar Content with TRILEGAL - P. Dal Tio+ 2022 ApJS 262 22
LSST Survey Strategies and Brown Dwarf Parallaxes - J. E. Gizis+ 2022 ApJS 263 23
Rubin LSST Observing Strategies to Maximize Volume and Uniformity Coverage of Star-forming Regions in the Galactic Plane - L. Prisinzano+ 2023 ApJS 265 39
Light-curve Recovery with the Vera Rubin Observatory’s LSST. I. Pulsating Stars in Local Group Dwarf Galaxies - M. Di Criscienzo+ 2023 ApJS 265 41
LSST Survey Strategy in the Galactic Plane and Magellanic Clouds - R. A. Street+ 2023 ApJS 267 15
An Evenly Spaced LSST Cadence for Rapidly Variable Stars - E. D. Feigelson+ 2023 ApJS 268 11
(~current plan: the Wide Fast Deep 75-90% of the sky time)
Over 500 survey strategy simulations have been vetted by the community for science throughput
Observing Strategy team lead: Lynne Jones
newer simulations ->
<-bad good ->
Survey Strategy contines to improve the majority of LSST Science Cases
v3.3 OpSims integrate new throughput curves corresponding to Agx3 mirror coating plan
(alternative to Al-Ag-Al)
Change in cumulative depth and number of visits over successive baseline simulations
v3.3 OpSims integrate new throughput curves corresponding to Agx3 mirror coating plan
(alternative to Al-Ag-Al)
http://astro-lsst-01.astro.washington.edu:8080/?runId=2
26.8
29.1
28.6
26.8
(current plan: the Deep Drilling Fields)
700 N visits. 1200
r
r
COSMOS
Euclid DF-S
high-visit MW (6.6%) low-visit MW (6.3%) SCP (0.9%) MCs (1.6%)
(~current plan: the Wide Fast Deep 75-90% of the sky time)
Over 500 survey strategy simulations have been vetted by the community for science throughput
Observing Strategy team lead: Lynne Jones
<-bad good ->
newer simulations ->
newer simulations ->
2.40 mas
2.05 mas
0.1975 mas
0.1825 mas
Median PM Uncertainty @20.5
Median PM Uncertainty @24.0
<-bad good ->
newer simulations ->
newer simulations ->
10 mas
8.25 mas
2.45 mas
2.10 mas
Median Parallax Uncertainty @22.4
Median Parallax Uncertainty @24.0
Note: this may change if we move from 2x15 seconds snaps to 1x30 seconds image - we will know in commissioning
13.5
15.2
15.15
13.65
g band median saturation
r band median saturation
Blended and unblended
v3.3 OpSims integrate new throughput curves corresponding to Agx3 mirror coating plan
(alternative to Al-Ag-Al)
LSST has profoundly changed the TDA infrastructure
highest participation of any astronomical Kaggle challenges
Rubin will see ~1000 SN every night!
Credit: Alex Gagliano University of Illinois, IAIFI fellow 2023
Deep Drilling Fields
Deep Drilling Fields
Wide Fast Deep
Willow Fox Fortino
UDel grad student
When they go high, we go low
Classification power vs spectral resolution for SNe subtypes
Neural Network
classifier architectures:
- transformers
- CNNs
Some fun stuff we are doing at FASTLab
AILE: the first AI-based platform for the detection and study of Light Echoes
YOLO3 + "attention" mechanism
precision 80% at 70% recall with a training set of 19 light echo examples!
Xiaolong Li
LSSTC Catalyst Fellow 2023
UDelaware->John Hopkins
Atmosphere-aided studies
dM energy
dDCR color temperature
Riley Clarke, Davenport, Gizis, Bianco, in prep
Riley Clarke
Atmosphere-aided studies
Riley Clarke, Davenport, Gizis, Bianco, in prep
Riley Clarke
Will we discover new physics?
A comparative assessment of LSST potential surveys in the discovery of unknown unknowns
Xiaolong Li
Proper motion anomalies
Ragosta, Li, Clarkson, Bianco
Xiaolong Li
Rubin Operations Research Inclusion team
how to get involved
8 teams
>1500 members
>2000 affiliations
5 continents
We aspire to be an inclusive, equitable, and ultimately just group and we are working with renewed vigor in the wake of the recent event that exposed inequity and racism in our society to turning this aspiration into action.
No commitment required for basic membership
No data rights required (being a member of an SC does not confer data rights
Will Clarkson
SC coordinator
Rubin Community Forum (Community.lsst.org) is available to everyone, and the posting of any and all Rubin/LSST-related questions is encouraged.
thank you!
University of Delaware
Department of Physics and Astronomy
Biden School of Public Policy and Administration
Data Science Institute
federica bianco
fbianco@udel.edu
MMA and LEOsats
Iridium satellite number 35 lit up the predawn sky west of Boston at 5 a.m. EST on February 1, 1998, Sky & Telescope
Satellite flares
can be mitigated:
- orientation of satellite,
- directing flares away from observer
- knowing coordinates to associate them to alerts
if not mitigate there would be bogus alerts and images ruined by saturating flares
Science Collaborations
By federica bianco