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
image credit ESO-Gaia
LSST Science Drivers
Mapping the Milky Way and Local Volume
via resolved stellar population
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
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.
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 44, 63, 178, 182, 154, 160 23.8, 24.5, 24.0, 23.4 22.7, 23 26.9, 26.9, 26.4, 25.6, 24.8 |
SDSS
LSST-like HSC composite
http://faculty.washington.edu/ivezic/talks/NASAseminar.pdf
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.
http://faculty.washington.edu/ivezic/talks/NASAseminar.pdf
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 44, 63, 178, 182, 154, 160 23.8, 24.5, 24.0, 23.4 22.7, 23 26.9, 26.9, 26.4, 25.6, 24.8 |
~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
what's in a name?
Rubin Obs is the first ground-based US National Observatory named after a woman astrophysicist, Dr.
Vera Florence Cooper Rubin
pioneered studies of Dark Matter through rotational curves
VRO
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
3.2 Gigapixel camera
378 4K ultra-high-definition TV
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
Summer 2021
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 is being used for monthly on-sky commissioning
|
LOVE: LSST Operations Visualization Environment
LSST
data products
world public!
data right holders only
Time
Domain
Science
Static
Science
Alerts based
Catalog based
Deep stack
based
Deep stack
based
Time
Domain
Science
Static
Science
Alerts based
Catalog based
Deep stack
based
Time
Domain
Science
Static
Science
AGN
STRONG
LENSING
50M+ AGNs to z~7.5
variability, microlensing, binaries
cosmography from Lens Time Delays
calibration of cluster mass function with with S+W Lensing
resolved high z galaxy properties
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)
late 2024-
early 2025
mid 2025
2 years
from now
First data release 3y from now
LSST survey strategy optimization
Rubin has involved the community to an unprecedented level in survey design this is a uniquely "democratic" process!
Survey Cadence Optimization Committee
20 peer review papers accepted several more under review and in preparation https://iopscience.iop.org/journal/0067-0049/page/rubin_cadence
Rubin Observatory's Survey Strategy Performance for Tidal Disruption Events
Bricman, van Velzen, Nicholl, and Gomboc ApJS 268 13
Optimizing Cadences with Realistic Light-curve Filtering for Serendipitous Kilonova Discovery with Vera Rubin Observatory
Igor Andreoni et al ApJS 258 5
Target-of-opportunity Observations of Gravitational-wave Events with Vera C. Rubin Observatory
Igor Andreoni et al 2022 ApJS 260 18
(~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
cepheid
The minutes-second-subsecond Universe
The rotation, pulsation, and local accretion dynamics of these compact stellar remnants tends to occur on timescales ranging from seconds to milliseconds. Their extreme densities also makes them an excellent testing ground for nuclear, quantum, and gravitational physics.
Thomas and Kahn, 2018
Željko Ivezić et al 2019 ApJ 873 111
LSST: From Science Drivers to Reference Design and Anticipated Data Products
(~current plan: the Wide Fast Deep 75-90% of the sky time)
based on 2017 LSST simulations
time gaps (days)
# pairs of observations (1e5)
(~current plan: the Wide Fast Deep 75-90% of the sky time)
# pairs of observations (1e5)
time gaps (days)
based on 2017 LSST simulations
2017 simulations: between 3 and 32 KN can be identified (~300 detected)
(~current plan: the Wide Fast Deep 75-90% of the sky time)
newer simulations ->
<-bad good ->
2017 simulations: between 3 and 32 KN can be identified (~300 detected)
2023 simulations: 50% improvement
(~current plan: the Wide Fast Deep 75-90% of the sky time)
time gaps (days)
based on 2017 LSST simulations
newer simulations ->
<-bad good ->
2017 simulations: between 3 and 32 KN can be identified (~300 detected)
time gaps (days)
based on 2017 LSST simulations
Giulia Gianfagna's talk
from yesterday: a single KN cannot break the cosmology tension
2023 simulations: 50% improvement
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
March 2024 workshop organized by Andreoni + Margutti at UC Berkeley to define the ToO trigger and observing recommendations
(current plan: 3% of the LSST time devoted to ToO)
March 2024 workshop organized by Andreoni + Margutti at UC Berkeley to define the ToO trigger and observing recommendations
Marshall et al. 2017
Margutti et al. 2018
Cowperthwaite et al. 2018
Mortersen et al. 2019
within and beyond ToO
March 2024 workshop organized by Andreoni + Margutti at UC Berkeley to define the ToO trigger and observing recommendations
Marshall et al. 2017
Margutti et al. 2018
Cowperthwaite et al. 2018
Mortersen et al. 2019
within and beyond ToO
just submitted!
March 2024 workshop organized by Andreoni + Margutti at UC Berkeley to define the ToO trigger and observing recommendations
within and beyond ToO
Marshall et al. 2017
Margutti et al. 2018
Cowperthwaite et al. 2018
Mortersen et al. 2019
just submitted!
The LSST@europe series
has been exploring synergies with European missions and surveys
LSST@Europe6 - 2024 La Palma- Spain
Synergy and Survey coordination
Guy et al. https://arxiv.org/pdf/2201.03862.pdf
Synergy and Survey coordination
Talk by Nandini Hazra today 4PM
Vera Rubin Observatory and Einstein Telescope: kilonova observation strategies to understand ET detector design
Synergy and Survey coordination
LSST has profoundly changed the TDA infrastructure
Discovery Engine
10M alerts/night
Community Brokers
target observation managers
BABAMUL
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
Pies in the LSST sky
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
Will we discover new physics?
A comparative assessment of LSST potential surveys in the discovery of unknown unknowns
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