Showing papers by "Peter Nugent published in 2021"

The Palomar Transient Factory Core-collapse Supernova Host-galaxy Sample. I. Host-galaxy Distribution Functions and Environment Dependence of Core-collapse Supernovae

Abstract: Author(s): Schulze, S; Yaron, O; Sollerman, J; Leloudas, G; Gal, A; Wright, AH; Lunnan, R; Gal-Yam, A; Ofek, EO; Perley, DA; Filippenko, AV; Kasliwal, MM; Kulkarni, SR; Neill, JD; Nugent, PE; Quimby, RM; Sullivan, M; Strotjohann, NL; Arcavi, I; Ben-Ami, S; Bianco, F; Bloom, JS; De, K; Fraser, M; Fremling, CU; Horesh, A; Johansson, J; Kelly, PL; Kneževic, N; Kneževic, S; Maguire, K; Nyholm, A; Papadogiannakis, S; Petrushevska, T; Rubin, A; Yan, L; Yang, Y; Adams, SM; Bufano, F; Clubb, KI; Foley, RJ; Green, Y; Harmanen, J; Ho, AYQ; Hook, IM; Hosseinzadeh, G; Howell, DA; Kong, AKH; Kotak, R; Matheson, T; McCully, C; Milisavljevic, D; Pan, YC; Poznanski, D; Shivvers, I; Van Velzen, S; Verbeek, KK | Abstract: Several thousand core-collapse supernovae (CCSNe) of different flavors have been discovered so far. However, identifying their progenitors has remained an outstanding open question in astrophysics. Studies of SN host galaxies have proven to be powerful in providing constraints on the progenitor populations. In this paper, we present all CCSNe detected between 2009 and 2017 by the Palomar Transient Factory. This sample includes 888 SNe of 12 distinct classes out to redshift z ≈ 1. We present the photometric properties of their host galaxies from the far-ultraviolet to the mid-infrared and model the host-galaxy spectral energy distributions to derive physical properties. The galaxy mass function of Type Ic, Ib, IIb, II, and IIn SNe ranges from 105 to 1011.5 M o˙, probing the entire mass range of star-forming galaxies down to the least-massive star-forming galaxies known. Moreover, the galaxy mass distributions are consistent with models of star-formation-weighted mass functions. Regular CCSNe are hence direct tracers of star formation. Small but notable differences exist between some of the SN classes. Type Ib/c SNe prefer galaxies with slightly higher masses (i.e., higher metallicities) and star formation rates than Type IIb and II SNe. These differences are less pronounced than previously thought. H-poor superluminous supernovae (SLSNe) and SNe Ic-BL are scarce in galaxies above 1010 M o˙. Their progenitors require environments with metallicities of l 0.4 and l 1 solar, respectively. In addition, the hosts of H-poor SLSNe are dominated by a younger stellar population than all other classes of CCSNe. Our findings corroborate the notion that low metallicity and young age play an important role in the formation of SLSN progenitors.

The Case for Strong Scaling in Deep Learning: Training Large 3D CNNs With Hybrid Parallelism

Abstract: We present scalable hybrid-parallel algorithms for training large-scale 3D convolutional neural networks. Deep learning-based emerging scientific workflows often require model training with large, high-dimensional samples, which can make training much more costly and even infeasible due to excessive memory usage. We solve these challenges by extensively applying hybrid parallelism throughout the end-to-end training pipeline, including both computations and I/O. Our hybrid-parallel algorithm extends the standard data parallelism with spatial parallelism, which partitions a single sample in the spatial domain, realizing strong scaling beyond the mini-batch dimension with a larger aggregated memory capacity. We evaluate our proposed training algorithms with two challenging 3D CNNs, CosmoFlow and 3D U-Net. Our comprehensive performance studies show that good weak and strong scaling can be achieved for both networks using up to 2K GPUs. More importantly, we enable training of CosmoFlow with much larger samples than previously possible, realizing an order-of-magnitude improvement in prediction accuracy.

AGNs on the Move: A Search for Off-nuclear AGNs from Recoiling Supermassive Black Holes and Ongoing Galaxy Mergers with the Zwicky Transient Facility

Abstract: Author(s): Ward, C; Gezari, S; Frederick, S; Hammerstein, E; Nugent, P; Van Velzen, S; Drake, A; Garcia-Perez, A; Oyoo, I; Bellm, EC; Duev, DA; Graham, MJ; Kasliwal, MM; Kaye, S; Mahabal, AA; Masci, FJ; Rusholme, B; Soumagnac, MT; Yan, L | Abstract: A supermassive black hole (SMBH) ejected from the potential well of its host galaxy via gravitational wave recoil carries important information about the mass ratio and spin alignment of the pre-merger SMBH binary. Such a recoiling SMBH may be detectable as an active galactic nucleus (AGN) broad-line region offset by up to 10 kpc from a disturbed host galaxy. We describe a novel methodology using forward modeling with The Tractor to search for such offset AGNs in a sample of 5493 optically variable AGNs detected with the Zwicky Transient Facility (ZTF). We present the discovery of nine AGNs that may be spatially offset from their host galaxies and are candidates for recoiling SMBHs. Five of these offset AGNs exhibit double-peaked broad Balmer lines, which may have arisen from unobscured accretion disk emission, and four show radio emission indicative of a relativistic jet. The fraction of double-peaked emitters in our spatially offset AGN sample is significantly larger than the 16% double-peaked emitter fraction observed for ZTF AGNs overall. In our sample of variable AGNs we also identified 52 merging galaxies, including a new spectroscopically confirmed dual AGN. Finally, we detected the dramatic rebrightening of SDSS 1133, a previously discovered variable object and recoiling SMBH candidate, in ZTF. The flare was accompanied by the reemergence of strong P Cygni line features, indicating that SDSS 1133 may be an outbursting luminous blue variable star.

Bright, Months-long stellar outbursts announce the explosion of interaction-powered supernovae

Abstract: Author(s): Strotjohann, NL; Ofek, EO; Gal-Yam, A; Bruch, R; Schulze, S; Shaviv, N; Sollerman, J; Filippenko, AV; Yaron, O; Fremling, C; Nordin, J; Kool, EC; Perley, DA; Ho, AYQ; Yang, Y; Yao, Y; Soumagnac, MT; Graham, ML; Barbarino, C; Tartaglia, L; De, K; Goldstein, DA; Cook, DO; Brink, TG; Taggart, K; Yan, L; Lunnan, R; Kasliwal, M; Kulkarni, SR; Nugent, PE; Masci, FJ; Rosnet, P; Adams, SM; Andreoni, I; Bagdasaryan, A; Bellm, EC; Burdge, K; Duev, DA; Dugas, A; Frederick, S; Goldwasser, S; Hankins, M; Irani, I; Karambelkar, V; Kupfer, T; Liang, J; Neill, JD; Porter, M; Riddle, RL; Sharma, Y; Short, P; Taddia, F; Tzanidakis, A; Van Roestel, J; Walters, R; Zhuang, Z | Abstract: Interaction-powered supernovae (SNe) explode within an optically thick circumstellar medium (CSM) that could be ejected during eruptive events To identify and characterize such pre-explosion outbursts, we produce forcedphotometry light curves for 196 interacting SNe, mostly of Type IIn, detected by the Zwicky Transient Facility between early 2018 and 2020 June Extensive tests demonstrate that we only expect a few false detections among the 70,000 analyzed pre-explosion images after applying quality cuts and bias corrections We detect precursor eruptions prior to 18 Type IIn SNe and prior to the Type Ibn SN 2019uo Precursors become brighter and more frequent in the last months before the SN and month-long outbursts brighter than magnitude -13 occur prior to 25% (5-69%, 95% confidence range) of all Type IIn SNe within the final three months before the explosion With radiative energies of up to 1049erg, precursors could eject ~1M⊙of material Nevertheless, SNe with detected precursors are not significantly more luminous than other SNe IIn, and the characteristic narrow hydrogen lines in their spectra typically originate from earlier, undetected mass-loss events The long precursor durations require ongoing energy injection, and they could, for example, be powered by interaction or by a continuum-driven wind Instabilities during the neon- and oxygen-burning phases are predicted to launch precursors in the final years to months before the explosion; however, the brightest precursor is 100 times more energetic than anticipated

Nebular Models of Sub-Chandrasekhar Mass Type Ia Supernovae: Clues to the Origin of Ca-rich Transients

Abstract: Author(s): Polin, A; Nugent, P; Kasen, D | Abstract: We use non-local thermal equilibrium radiative transport modeling to examine observational signatures of sub- Chandrasekhar mass double detonation explosions in the nebular phase. Results range from spectra that look like typical and subluminous Type Ia supernovae (SNe) for higher mass progenitors to spectra that look like Ca-rich transients for lower mass progenitors. This ignition mechanism produces an inherent relationship between emission features and the progenitor mass as the ratio of the nebular [Ca II]/[Fe III] emission lines increases with decreasing white dwarf mass. Examining the [Ca II]/[Fe III] nebular line ratio in a sample of observed SNe we find further evidence for the two distinct classes of SNe Ia identified in Polin et al. by their relationship between Si II velocity and B-band magnitude, both at time of peak brightness. This suggests that SNe Ia arise from more than one progenitor channel, and provides an empirical method for classifying events based on their physical origin. Furthermore, we provide insight to the mysterious origin of Ca-rich transients. Low-mass double detonation models with only a small mass fraction of Ca (1%) produce nebular spectra that cool primarily through forbidden [Ca II] emission.

Carnegie Supernova Project: The First Homogeneous Sample of "Super-Chandrasekhar Mass"/2003fg-like Type Ia Supernova

Abstract: Author(s): Ashall, C; Lu, J; Hsiao, EY; Hoeflich, P; Phillips, MM; Galbany, L; Burns, CR; Contreras, C; Krisciunas, K; Morrell, N; Stritzinger, MD; Suntzeff, NB; Taddia, F; Anais, J; Baron, E; Brown, PJ; Busta, L; Campillay, A; Castellon, S; Corco, C; Davis, S; Folatelli, G; Forster, F; Freedman, WL; Gonzalez, C; Hamuy, M; Holmbo, S; Kirshner, RP; Kumar, S; Marion, GH; Mazzali, P; Morokuma, T; Nugent, PE; Persson, SE; Piro, AL; Roth, M; Salgado, F; Sand, DJ; Seron, J; Shahbandeh, M; Shappee, BJ | Abstract: We present a multi-wavelength photometric and spectroscopic analysis of thirteen "Super-Chandrasekhar Mass"/2003fg-like type Ia Supernova (SNe~Ia). Nine of these objects were observed by the Carnegie Supernova Project. 2003fg-like have slowly declining light curves ($\Delta m_{15}$(B) $l$1.3 mag), and peak absolute $B$-band magnitudes between $-19

Variability-selected intermediate mass black hole candidates in dwarf galaxies from ZTF and WISE

Abstract: In this paper we present a sample of variability-selected AGN from a parent sample of dwarf galaxies using optical photometry from the Zwicky Transient Facility (ZTF) and forward-modeled mid-IR photometry of time-resolved Wide-field Infrared Survey Explorer (WISE) coadded images. We found that 44 out of 25,714 dwarf galaxies had optically variable AGN candidates, and 158 out of 79,879 dwarf galaxies had mid-IR variable AGN candidates, corresponding to active fractions of $0.17\pm0.03$% and $0.20\pm0.02$% respectively. Only two objects, NSA164884 and NSA451469, broad line AGN with virial masses $M_{\text{BH}}=10^{6.9}M_\odot$ and $M_{\text{BH}}=10^{6.3}M_\odot$ respectively, were found in both optical and mid-IR searches. We find that spectroscopic approaches to AGN identification would have missed 81% of our ZTF IMBH candidates and 69% of our WISE IMBH candidates. Only $9$ candidates have been detected previously in radio, X-ray, and variability searches for dwarf galaxy AGN. The IMBHs with broad Balmer lines have virial masses of $10^5M_\odot

Co-design Center for Exascale Machine Learning Technologies (ExaLearn):

Abstract: Rapid growth in data, computational methods, and computing power is driving a remarkable revolution in what variously is termed machine learning (ML), statistical learning, computational learning, ...

Tumbling dice: radio constraints on the presence of circumstellar shells around type Ia supernovae with impact near maximum light

Abstract: Author(s): Harris, CE; Chomiuk, L; Nugent, PE | Abstract: The progenitors of Type Ia supernovae (SNe Ia) are debated, particularly the evolutionary state of the binary companion that donates mass to the exploding carbon–oxygen white dwarf. In our previous work, we presented hydrodynamic models and optically thin radio synchrotron light curves of SNe Ia interacting with detached, confined shells of CSM, representing CSM shaped by novae. In this work, we extend these light curves to the optically thick regime, considering both synchrotron self-absorption and free–free absorption. We obtain simple formulae to describe the evolution of optical depth seen in the simulations, allowing optically thick light curves to be approximated for arbitrary shell properties. We then demonstrate the use of this tool by interpreting published radio data. First, we consider the nondetection of PTF11kx—an SN Ia known to have a detached, confined shell—and we find that the nondetection is consistent with current models for its CSM, and that observations at a later time would have been useful for this event. Second, we statistically analyze an ensemble of radio nondetections for SNe Ia with no signatures of interaction. We find that shells with masses (10−4–0.3) Me located (1015–1016) cm from the progenitor are currently not well constrained by radio datasets, due to their dim, rapidly evolving light curves.

Carnegie Supernova Project: The First Homogeneous Sample of "Super-Chandrasekhar Mass"/2003fg-like Type Ia Supernova

Abstract: We present a multi-wavelength photometric and spectroscopic analysis of thirteen ``Super-Chandrasekhar Mass"/2003fg-like type Ia Supernova (SNe Ia). Nine of these objects were observed by the Carnegie Supernova Project. 2003fg-like SNe have slowly declining light curves ($\Delta m_{15}$(B) $ $40 days longer than those of normal SNe Ia. They are also at least one magnitude brighter in the NIR bands than normal SNe Ia, peaking above $M_{H}<$ -19 mag, and generally have negative Hubble residuals. Spectroscopically, 2003fg-like SNe exhibit peculiarities such as unburnt carbon well past maximum light, a large spread (8000-12000 km s$^{-1}$) in Si II $\lambda$6355 velocities at maximum light with no rapid early velocity decline, no clear H-band break at +10d, and low ionization lines in the nebular phase. We find that SNe with a larger pseudo equivalent width of C II at maximum light have lower Si II $\lambda$6355 velocities and slower declining light curves. There are also multiple factors that contribute to the peak luminosity of 2003fg-like SNe. The explosion of a C-O degenerate core inside a carbon-rich envelope is consistent with these observations. Such a configuration may come from the core degenerate scenario.

Removing Atmospheric Fringes from Zwicky Transient Facility i-band Images using Principal Component Analysis

Abstract: Author(s): Medford, MS; Nugent, P; Goldstein, D; Masci, FJ; Andreoni, I; Beck, R; Coughlin, MW; Duev, DA; Mahabal, AA; Riddle, RL | Abstract: The Zwicky Transient Facility is a time-domain optical survey that has substantially increased our ability to observe and construct massive catalogs of astronomical objects by use of its 47 square degree camera that can observe in multiple filters. However the telescope’s i-band filter suffers from significant atmospheric fringes that reduce photometric precision, especially for faint sources and in multi-epoch co-additions. Here we present a method for constructing models of these atmospheric fringes using Principal Component Analysis that can be used to identify and remove these artifacts from contaminated images. In addition, we present the Uniform Background Indicator as a quantitative measurement of the reduced correlated background noise and photometric error present after removing fringes. We conclude by evaluating the effect of our method on measuring faint sources through the injection and recovery of artificial stars in both single-image epochs and co-additions. Our method for constructing atmospheric fringe models and applying those models to produce cleaned images is available for public download in the open source Python package fringez (https://github.com/MichaelMedford/fringez).

Spatial Graph Attention and Curiosity-driven Policy for Antiviral Drug Discovery

Abstract: Author(s): Wu, Yulun; Choma, Nicholas; Chen, Andrew; Cashman, Mikaela; Prates, Erica T; Shah, Manesh; Vergara, Veronica G Melesse; Clyde, Austin; Brettin, Thomas S; Jong, Wibe A de; Kumar, Neeraj; Head, Martha S; Stevens, Rick L; Nugent, Peter; Jacobson, Daniel A; Brown, James B | Abstract: We developed Distilled Graph Attention Policy Networks (DGAPNs), a curiosity-driven reinforcement learning model to generate novel graph-structured chemical representations that optimize user-defined objectives by efficiently navigating a physically constrained domain. The framework is examined on the task of generating molecules that are designed to bind, noncovalently, to functional sites of SARS-CoV-2 proteins. We present a spatial Graph Attention Network (sGAT) that leverages self-attention over both node and edge attributes as well as encoding spatial structure -- this capability is of considerable interest in areas such as molecular and synthetic biology and drug discovery. An attentional policy network is then introduced to learn decision rules for a dynamic, fragment-based chemical environment, and state-of-the-art policy gradient techniques are employed to train the network with enhanced stability. Exploration is efficiently encouraged by incorporating innovation reward bonuses learned and proposed by random network distillation. In experiments, our framework achieved outstanding results compared to state-of-the-art algorithms, while increasing the diversity of proposed molecules and reducing the complexity of paths to chemical synthesis.

Removing Atmospheric Fringes from Zwicky Transient Facility i-Band Images using Principal Component Analysis

Abstract: The Zwicky Transient Facility is a time-domain optical survey that has substantially increased our ability to observe and construct massive catalogs of astronomical objects by use of its 47 square degree camera that can observe in multiple filters. However the telescope's i-band filter suffers from significant atmospheric fringes that reduce photometric precision, especially for faint sources and in multi-epoch co-additions. Here we present a method for constructing models of these atmospheric fringes using Principal Component Analysis that can be used to identify and remove these image artifacts from science images. In addition, we present the Uniform Background Indicator as a quantitative measurement of correlated background noise and its relationship to reduced photometric error after removing fringes. We conclude by evaluating the effect of our method on measuring faint sources through the injection and recovery of artificial faint sources in both single-image epochs and co-additions. Our method for constructing atmospheric fringe models, and using those models for cleaning images, is available for public download in the open source python package fringez.

Tumbling Dice: Radio Constraints on the Presence of Circumstellar Shells around Type Ia Supernovae with Impact Near Maximum Light

Abstract: The progenitors of Type Ia supernovae (SNe Ia) are debated, particularly the evolutionary state of the binary companion that donates mass to the exploding carbon-oxygen white dwarf. In previous work, we presented hydrodynamic models and optically thin radio synchrotron light-curves of SNe Ia interacting with detached, confined shells of CSM, representing CSM shaped by novae. In this work, we extend these light-curves to the optically thick regime, considering both synchrotron self-absorption and free-free absorption. We obtain simple formulae to describe the evolution of optical depth seen in the simulations, allowing optically thick light-curves to be approximated for arbitrary shell properties. We then demonstrate the use of this tool by interpreting published radio data. First, we consider the non-detection of PTF11kx - an SN Ia known to have a detached, confined shell - and find that the non-detection is consistent with current models for its CSM, and that observations at a later time would have been useful for this event. Secondly, we statistically analyze an ensemble of radio non-detections for SNe Ia with no signatures of interaction, and find that shells with masses $(10^{-4}-0.3)~M_\odot$ located $(10^{15}-10^{16})$ cm from the progenitor are currently not well constrained by radio datasets, due to their dim, rapidly-evolving light-curves.