33 research outputs found
Extreme gas fractions in clumpy, turbulent disk galaxies at z~0.1
In this letter we report the discovery of CO fluxes, suggesting very high gas
fractions in three disk galaxies seen in the nearby Universe (z ~ 0.1). These
galaxies were investigated as part of the DYnamics of Newly Assembled Massive
Objects (DYNAMO) survey. High-resolution Hubble Space Telescope imaging of
these objects reveals the presence of large star forming clumps in the bodies
of the galaxies, while spatially resolved spectroscopy of redshifted Halpha
reveals the presence of high dispersion rotating disks. The internal dynamical
state of these galaxies resembles that of disk systems seen at much higher
redshifts (1 < z < 3). Using CO(1-0) observations made with the Plateau de Bure
Interferometer, we find gas fractions of 20-30% and depletion times of tdep ~
0.5 Gyr (assuming a Milky Way-like CO conversion factor). These properties are
unlike those expected for low- redshift galaxies of comparable specific star
formation rate, but they are normal for their high-z counterparts. DYNAMO
galaxies break the degeneracy between gas fraction and redshift, and we show
that the depletion time per specific star formation rate for galaxies is
closely tied to gas fraction, independent of redshift. We also show that the
gas dynamics of two of our local targets corresponds to those expected from
unstable disks, again resembling the dynamics of high-z disks. These results
provide evidence that DYNAMO galaxies are local analogues to the clumpy,
turbulent disks, which are often found at high redshift.Comment: Accepted to ApJ Letter
Participatory Science and Machine Learning Applied to Millions of Sources in the Hobby-Eberly Telescope Dark Energy Experiment
We are merging a large participatory science effort with machine learning to enhance the Hobby–Eberly Telescope Dark Energy Experiment (HETDEX). Our overall goal is to remove false positives, allowing us to use lower signal-to-noise data and sources with low goodness-of-fit. With six million classifications through Dark Energy Explorers, we can confidently determine if a source is not real at over 94% confidence level when classified by at least 10 individuals; this confidence level increases for higher signal-to-noise sources. To date, we have only been able to apply this direct analysis to 190,000 sources. The full sample of HETDEX will contain around 2–3 million sources, including nearby galaxies ([O ii] emitters), distant galaxies (Lyα emitters or LAEs), false positives, and contamination from instrument issues. We can accommodate this tenfold increase by using machine learning with visually vetted samples from Dark Energy Explorers. We have already increased by over tenfold the number of sources that have been visually vetted from our previous pilot study where we only had 14,000 visually vetted LAE candidates. This paper expands on the previous work by increasing the visually vetted sample from 14,000 to 190,000. In addition, using our currently visually vetted sample, we generate a real or false positive classification for the full candidate sample of 1.2 million LAEs. We currently have approximately 17,000 volunteers from 159 countries around the world. Thus, we are applying participatory or citizen scientist analysis to our full HETDEX data set, creating a free educational opportunity that requires no prior technical knowledge
Spatially resolved stellar, dust and gas properties of the post-interacting Whirlpool Galaxy system
Using infrared imaging from the Herschel Space Observatory, observed as part
of the VNGS, we investigate the spatially resolved dust properties of the
interacting Whirlpool galaxy system (NGC 5194 and NGC 5195), on physical scales
of 1 kpc. Spectral energy distribution modelling of the new infrared images in
combination with archival optical, near- through mid-infrared images confirms
that both galaxies underwent a burst of star formation ~370-480 Myr ago and
provides spatially resolved maps of the stellar and dust mass surface
densities. The resulting average dust-to-stellar mass ratios are comparable to
other spiral and spheroidal galaxies studied with Herschel, with NGC 5194 at
log M(dust)/M(star)= -2.5+/-0.2 and NGC 5195 at log M(dust)/M(star)=
-3.5+/-0.3. The dust-to-stellar mass ratio is constant across NGC 5194
suggesting the stellar and dust components are coupled. In contrast, the mass
ratio increases with radius in NGC 5195 with decreasing stellar mass density.
Archival mass surface density maps of the neutral and molecular hydrogen gas
are also folded into our analysis. The gas-to-dust mass ratio, 94+/-17, is
relatively constant across NGC 5194. Somewhat surprisingly, we find the dust in
NGC 5195 is heated by a strong interstellar radiation field, over 20 times that
of the ISRF in the Milky Way, resulting in relatively high characteristic dust
temperatures (~30 K). This post-starburst galaxy contains a substantial amount
of low-density molecular gas and displays a gas-to-dust ratio (73+/-35) similar
to spiral galaxies. It is unclear why the dust in NGC 5195 is heated to such
high temperatures as there is no star formation in the galaxy and its active
galactic nucleus is 5-10 times less luminous than the one in NGC 5194, which
exhibits only a modest enhancement in the amplitude of its ISRF.Comment: 26 pages, 24 figures, Accepted for publication in Ap
Searching for Supernovae in HETDEX Data Release 3
We have extracted 636 spectra taken at the positions of 583 transient sources from the third data release of the Hobby-Eberly Telescope Dark Energy eXperiment (HETDEX). The transients were discovered by the Zwicky Transient Facility (ZTF) during 2018-2022. The HETDEX spectra provide a potential means to obtain classifications for a large number of objects found by photometric surveys for free. We attempt to explore and classify the spectra by utilizing several template-matching techniques. We have identified two transient sources, ZTF20aatpoos = AT 2020fiz and ZTF19abdkelq, as supernova (SN) candidates. We classify AT 2020fiz as a Type IIP SN observed ∼10 days after explosion, and we propose ZTF19abdkelq as a likely Type Ia SN caught ∼40 days after maximum light. ZTF photometry of these two sources are consistent with their classifications as SNe. Beside these two objects, we have confirmed several ZTF transients as variable active galactic nuclei based on their spectral appearance, and determined the host galaxy types of several other ZTF transients
Using Dark Energy Explorers and Machine Learning to Enhance the Hobby-Eberly Telescope Dark Energy Experiment
We present analysis using a citizen science campaign to improve the
cosmological measures from the Hobby-Eberly Telescope Dark Energy Experiment
(HETDEX). The goal of HETDEX is to measure the Hubble expansion rate, ,
and angular diameter distance, , at 2.4, each to percent-level
accuracy. This accuracy is determined primarily from the total number of
detected Lyman- emitters (LAEs), the false positive rate due to noise,
and the contamination due to [O II] emitting galaxies. This paper presents the
citizen science project, Dark Energy Explorers, with the goal of increasing the
number of LAEs, decreasing the number of false positives due to noise and the
[O II] galaxies. Initial analysis shows that citizen science is an efficient
and effective tool for classification most accurately done by the human eye,
especially in combination with unsupervised machine learning. Three aspects
from the citizen science campaign that have the most impact are 1) identifying
individual problems with detections, 2) providing a clean sample with 100%
visual identification above a signal-to-noise cut, and 3) providing labels for
machine learning efforts. Since the end of 2022, Dark Energy Explorers has
collected over three and a half million classifications by 11,000 volunteers in
over 85 different countries around the world. By incorporating the results of
the Dark Energy Explorers we expect to improve the accuracy on the and
parameters at 2.4 by 10 - 30%. While the primary goal is to
improve on HETDEX, Dark Energy Explorers has already proven to be a uniquely
powerful tool for science advancement and increasing accessibility to science
worldwide.Comment: 14 pages, 6 figures, accepted for publication in The Astrophysical
Journa
Recommended from our members
The Active Galactic Nuclei in the Hobby-Eberly Telescope Dark Energy Experiment Survey (HETDEX). III. A Red Quasar with Extremely High Equivalent Widths Showing Powerful Outflows
We report an active galactic nucleus (AGN) with an extremely high equivalent width (EW), EWLyα+N V,rest ≳921 Å, in the rest frame, at z ∼ 2.24 in the Hobby-Eberly Telescope Dark Energy Experiment Survey (HETDEX), as a representative case of the high-EW AGN population. The continuum level is a nondetection in the HETDEX spectrum; thus the measured EW is a lower limit. The source is detected with significant emission lines (>7σ) at Lyα + N v λ1241, C iv λ1549, and a moderate emission line (∼4σ) at He ii λ1640 within the wavelength coverage of HETDEX (3500-5500 Å). The r-band magnitude is 24.57 from the Hyper Suprime-Cam-HETDEX joint survey with a detection limit of r = 25.12 at 5σ. The Lyα emission line spans a clearly resolved region of ∼10″ (85 kpc) in diameter. The Lyα line profile is strongly double peaked. The spectral decomposed blue gas and red gas Lyα emission are separated by ∼1.″2 (10.1 kpc) with a line-of-sight velocity offset of ∼1100 km s−1. This source is probably an obscured AGN with powerful winds
Cosmological-scale Lyα Forest Absorption around Galaxies and AGNs Probed with the HETDEX and SDSS Spectroscopic Data
We present cosmological-scale three-dimensional neutral hydrogen (H i) tomographic maps at z = 2-3 over a total of 837 deg2 in two blank fields that are developed with Lyα forest absorptions of 14,736 background Sloan Digital Sky Survey (SDSS) quasars at z = 2.08-3.67. Using the tomographic maps, we investigate the large-scale (≳10 h −1 cMpc) average H i radial profiles and two-direction profiles of the line-of-sight (LOS) and transverse directions around galaxies and active galactic nuclei (AGNs) at z = 2-3 identified by the Hobby-Eberly Telescope Dark Energy eXperiment survey and SDSS, respectively. The peak of the H i radial profile around galaxies is lower than the one around AGNs, suggesting that the dark matter halos of galaxies are less massive on average than those of AGNs. The LOS profile of AGNs is narrower than the transverse profile, indicating the Kaiser effect. There exist weak absorption outskirts at ≳30 h −1 cMpc beyond H i structures of galaxies and AGNs found in the LOS profiles that can be explained by the H i gas at ≳30 h −1 cMpc falling toward the source position. Our findings indicate that the H i radial profile of AGNs has transitions from proximity zones (≲a few h −1 cMpc) to the H i structures (∼1-30 h −1 cMpc) and the weak absorption outskirts (≳30 h −1 cMpc). Although there is no significant dependence of AGN types (type 1 vs. type 2) on the H i profiles, the peaks of the radial profiles anticorrelate with AGN luminosities, suggesting that AGNs’ ionization effects are stronger than the gas mass differences
The Pre-explosion Environments and The Progenitor of SN 2023ixf from the Hobby Eberly Telescope Dark Energy Experiment (HETDEX)
Supernova (SN) 2023ixf was discovered on May 19th, 2023. The host galaxy,
M101, was observed by the Hobby Eberly Telescope Dark Energy Experiment
(HETDEX) collaboration over the period April 30, 2020 -- July 10, 2020, using
the Visible Integral-field Replicable Unit Spectrograph (VIRUS;
\r{A}) on the 10-m Hobby-Eberly Telescope
(HET). The fiber filling factor within 30 arcsec of SN 2023ixf is 80%
with a spatial resolution of 1 arcsec. The r<5.5 arcsec surroundings are 100%
covered. This allows us to analyze the spatially resolved pre-explosion local
environments of SN 2023ixf with nebular emission lines. The 2-dimensional (2D)
maps of the extinction and the star-formation rate (SFR) surface density
() show weak increasing trends in the radial distributions
within the r<5.5 arcsec regions, suggesting lower values of extinction and SFR
in the vicinity of the progenitor of SN 2023ixf. The median extinction and that
of the surface density of SFR within r<3 arcsec are , and
. There is no significant change in extinction before and after the
explosion. The gas metallicity does not change significantly with the
separation from SN 2023ixf. The metal-rich branch of the calculations
indicates that the gas metallicity around SN 2023ixf is similar to the solar
metallicity (). The archival deep images from the
Canada-France-Hawaii Telescope Legacy Survey (CFHTLS) show a clear detection of
the progenitor of SN 2023ixf in the -band at mag, but
non-detections in the remaining four bands of CFHTLS (). The results
suggest a massive progenitor of 22 .Comment: 11 pages, 5 figures, Accepted by ApJ