Peter K. G. Williams’s research while affiliated with Center for Astrophysics Harvard & Smithsonian and other places

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Publications (160)


PS1-11aop: Probing the Mass-loss History of a Luminous Interacting Supernova Prior to Its Final Eruption with Multiwavelength Observations
  • Article
  • Full-text available

January 2025

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9 Reads

The Astrophysical Journal

Adaeze L. Ibik

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Maria R. Drout

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[...]

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Peter K. G. Williams

Luminous interacting supernovae (SNe) are a class of stellar explosions whose progenitors underwent vigorous mass loss in the years prior to core collapse. While the mechanism by which this material is ejected is still debated, obtaining the full density profile of the circumstellar medium (CSM) could reveal more about this process. Here, we present an extensive multiwavelength study of PS1-11aop, a luminous and slowly declining Type IIn SNe discovered by the Pan-STARRS Medium Deep Survey. PS1-11aop had a peak r -band magnitude of −20.5 mag, a total radiated energy >8 × 10 ⁵⁰ erg, and it exploded near the center of a star-forming galaxy with super-solar metallicity. We obtained multiple detections at the location of PS1-11aop in the radio and X-ray bands between 4 and 10 yr post-explosion, and if due to the supernova (SN), it is one of the most luminous radio SNe identified to date. Taken together, the multiwavelength properties of PS1-11aop are consistent with a CSM density profile with multiple zones. The early optical emission is consistent with the SN blastwave interacting with a dense and confined CSM shell, which contains multiple solar masses of material that was likely ejected in the final <10–100 yr prior to the explosion, (∼0.05−1.0 M ⊙ yr ⁻¹ at radii of ≲10 ¹⁶ cm). The radio observations, on the other hand, are consistent with a sparser environment (≲2 × 10 ⁻³ M ⊙ yr ⁻¹ at radii of ∼0.5–1 × 10 ¹⁷ cm)—thus probing the history of the progenitor star prior to its final mass-loss episode.

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A demonstration of the effect of fringe-rate filtering in the hydrogen epoch of reionization array delay power spectrum pipeline

November 2024

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17 Reads

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2 Citations

Monthly Notices of the Royal Astronomical Society

Radio interferometers targeting the 21cm brightness temperature fluctuations at high redshift are subject to systematic effects that operate over a range of different timescales. These can be isolated by designing appropriate Fourier filters that operate in fringe-rate (FR) space, the Fourier pair of local sidereal time (LST). Applications of FR filtering include separating effects that are correlated with the rotating sky vs. those relative to the ground, down-weighting emission in the primary beam sidelobes, and suppressing noise. FR filtering causes the noise contributions to the visibility data to become correlated in time however, making interpretation of subsequent averaging and error estimation steps more subtle. In this paper, we describe fringe rate filters that are implemented using discrete prolate spheroidal sequences, and designed for two different purposes – beam sidelobe/horizon suppression (the ‘mainlobe’ filter), and ground-locked systematics removal (the ‘notch’ filter). We apply these to simulated data, and study how their properties affect visibilities and power spectra generated from the simulations. Included is an introduction to fringe-rate filtering and a demonstration of fringe-rate filters applied to simple situations to aid understanding.


PS1-11aop: Probing the Mass Loss History of a Luminous Interacting Supernova Prior to its Final Eruption with Multi-wavelength Observations

October 2024

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3 Reads

Luminous interacting supernovae are a class of stellar explosions whose progenitors underwent vigorous mass loss in the years prior to core-collapse. While the mechanism by which this material is ejected is still debated, obtaining the full density profile of the circumstellar medium (CSM) could reveal more about this process. Here, we present an extensive multi-wavelength study of PS1-11aop, a luminous and slowly declining Type IIn SN discovered by the PanSTARRS Medium Deep Survey. PS1-11aop had a peak r-band magnitude of -20.5\,mag, a total radiated energy >> 8×\times1050^{50}\,erg, and it exploded near the center of a star-forming galaxy with super-solar metallicity. We obtained multiple detections at the location of PS1-11aop in the radio and X-ray bands between 4 and 10\,years post-explosion, and if due to the SN, it is one of the most luminous radio supernovae identified to date. Taken together, the multiwavelength properties of PS1-11aop are consistent with a CSM density profile with multiple zones. The early optical emission is consistent with the supernova blastwave interacting with a dense and confined CSM shell which contains multiple solar masses of material that was likely ejected in the final <<10-100 years prior to the explosion,(\sim0.05-1.0 M_{\odot}yr1^{-1} at radii of \lesssim1016^{16}\,cm). The radio observations, on the other hand, are consistent with a sparser environment (\lesssim2×103\times 10^{-3} M_{\odot}yr1^{-1} at radii of \sim0.5-1×\times1017^{17}\,cm) -- thus probing the history of the progenitor star prior to its final mass loss episode.


Bayesian estimation of cross-coupling and reflection systematics in 21cm array visibility data

September 2024

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17 Reads

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1 Citation

Monthly Notices of the Royal Astronomical Society

Observations with radio arrays that target the 21-cm signal originating from the early Universe suffer from a variety of systematic effects. An important class of these are reflections and spurious couplings between antennas. We apply a Hamiltonian Monte Carlo sampler to the modelling and mitigation of these systematics in simulated Hydrogen Epoch of Reionisation Array (HERA) data. This method allows us to form statistical uncertainty estimates for both our models and the recovered visibilities, which is an important ingredient in establishing robust upper limits on the Epoch of Reionisation (EoR) power spectrum. In cases where the noise is large compared to the EoR signal, this approach can constrain the systematics well enough to mitigate them down to the noise level for both systematics studied. Incoherently averaging the recovered power spectra can further reduce the noise and improve recovery. Where the noise level is lower than the EoR, our modelling can mitigate the majority of the reflections and coupling with there being only a minor level of residual systematics. Our approach performs similarly to existing filtering/fitting techniques used in the HERA pipeline, but with the added benefit of rigorously propagating uncertainties. In all cases it does not significantly attenuate the underlying signal.


Figure 7. Flux predictions from Turnpenney et al. (2018) for six nearby exoplanets and our measured upper limits. We establish upper limits more stringent than their predicted fluxes for three planets. Two of these planets belong to the same system, GJ 876. Figure 8. Spectral-type distribution of our observed sample of stellar systems. The spectral type for each observed star is taken from the NASA Exoplanet Archive's Planetary Systems Composite Planet Data Table.
15B-326 Results
A Volume-limited Radio Search for Magnetic Activity in 140 Exoplanets with the Very Large Array

August 2024

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19 Reads

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2 Citations

The Astronomical Journal

We present results from a search for radio emission in 77 stellar systems hosting 140 exoplanets, predominantly within 17.5 pc using the Very Large Array (VLA) at 4–8 GHz. This is the largest and most sensitive search to date for radio emission in exoplanetary systems in the GHz frequency range. We obtained new observations of 58 systems and analyzed archival observations of an additional 19 systems. Our choice of frequency and volume limit is motivated by radio detections of ultracool dwarfs (UCDs), including T dwarfs with masses at the exoplanet threshold of ∼13 M J . Our surveyed exoplanets span a mass range of ≈10 ⁻³ –10 M J and semimajor axes of ≈10 ⁻² –10 au. We detect a single target—GJ 3323 (M4) hosting two exoplanets with minimum masses of 2 and 2.3 M ⊕ —with a circular polarization fraction of ≈40%; the radio luminosity agrees with its known X-ray luminosity and the Güdel–Benz relation for stellar activity suggesting a likely stellar origin, but the high circular polarization fraction may also be indicative of star–planet interaction. For the remaining sources our 3 σ upper limits are generally L ν ≲ 10 12.5 erg s ⁻¹ Hz ⁻¹ , comparable to the lowest radio luminosities in UCDs. Our results are consistent with previous targeted searches of individual systems at GHz frequencies while greatly expanding the sample size. Our sensitivity is comparable to predicted fluxes for some systems considered candidates for detectable star–planet interaction. Observations with future instruments such as the Square Kilometre Array and Next-Generation VLA will be necessary to further constrain emission mechanisms from exoplanet systems at GHz frequencies.


Figure 1. Original and tapered maps at 159.04 MHz. We use the DOM algorithm (X22) to map the noiseless simulation data to regular R.A./decl. grids. The original map consists of 32 × 16 = 512 pixels, covering 16° × 8° = 128 deg 2 . After tapering with the Blackman-Harris function along three dimensions, the off-center signals are highly attenuated to suppress ringing structures from Fourier transform. We select the center frequency for plotting where the frequency tapering effect is minimal. In total, we map 180 maps in the frequency range from 150.34 to 167.84 MHz.
Parameters for the Image Cube
Direct Optimal Mapping Image Power Spectrum and its Window Functions

August 2024

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27 Reads

The Astrophysical Journal

The key to detecting neutral hydrogen during the epoch of reionization (EoR) is to separate the cosmological signal from the dominating foreground radiation. We developed direct optimal mapping (DOM) to map interferometric visibilities; it contains only linear operations, with full knowledge of point spread functions from visibilities to images. Here, we demonstrate a fast Fourier transform-based image power spectrum and its window functions computed from the DOM images. We use noiseless simulation, based on the Hydrogen Epoch of Reionization Array Phase I configuration, to study the image power spectrum properties. The window functions show <10 ⁻¹¹ of the integrated power leaks from the foreground-dominated region into the EoR window; the 2D and 1D power spectra also verify the separation between the foregrounds and the EoR.


Making Research Data Flow With Python

July 2024

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1 Read

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4 Citations

The increasing volume of research data in fields such as astronomy, biology, and engineering necessitates efficient distributed data management. Traditional commercial solutions are often unsuitable for the decentralized infrastructure typical of academic projects. This paper presents the Librarian, a custom framework designed for data transfer in large academic collaborations, designed for the Simons Observatory (SO) as a ground up re-architechture of a previous astronomical data management tool called the ‘HERA Librarian’ from which it takes its name. SO is a new-generation observatory designed for observing the Cosmic Microwave Background, and is located in the Atacama desert in Chile at over 5000 meters of elevation. Existing tools like Globus Flows, iRODS, Rucio, and Datalad were evaluated but were found to be lacking in automation or simplicity. Librarian addresses these gaps by integrating with Globus for efficient data transfer and providing a RESTful API for easy interaction. It also supports transfers through the movement of physical media for environments with intermittent connectivity. Using technologies like Python, FastAPI, and SQLAlchemy, the Librarian ensures robust, scalable, and user-friendly data management tailored to the needs of large-scale scientific projects. This solution demonstrates an effective method for managing the substantial data flows in modern ‘big science’ endeavors.


Hydrogen Epoch of Reionization Array (HERA) Phase II Deployment and Commissioning

April 2024

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112 Reads

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14 Citations

Publications of the Astronomical Society of the Pacific

This paper presents the design and deployment of the Hydrogen Epoch of Reionization Array (HERA) phase II system. HERA is designed as a staged experiment targeting 21 cm emission measurements of the Epoch of Reionization. First results from the phase I array are published as of early 2022, and deployment of the phase II system is nearing completion. We describe the design of the phase II system and discuss progress on commissioning and future upgrades. As HERA is a designated Square Kilometre Array pathfinder instrument, we also show a number of “case studies” that investigate systematics seen while commissioning the phase II system, which may be of use in the design and operation of future arrays. Common pathologies are likely to manifest in similar ways across instruments, and many of these sources of contamination can be mitigated once the source is identified.


The Luminosity Phase Space of Galactic and Extragalactic X-Ray Transients Out to Intermediate Redshifts

December 2023

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43 Reads

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4 Citations

The Astrophysical Journal

We present a detailed compilation and analysis of the X-ray phase space of low- to intermediate-redshift (0 ≤ z ≤ 1) transients that consolidates observed light curves (and theory where necessary) for a large variety of classes of transient/variable phenomena in the 0.3–10 keV energy band. We include gamma-ray burst afterglows, supernovae, supernova shock breakouts and shocks interacting with the environment, tidal disruption events and active galactic nuclei, fast blue optical transients, cataclysmic variables, magnetar flares/outbursts and fast radio bursts, cool stellar flares, X-ray binary outbursts, and ultraluminous X-ray sources. Our overarching goal is to offer a comprehensive resource for the examination of these ephemeral events, extending the X-ray duration–luminosity phase space (DLPS) to show luminosity evolution. We use existing observations (both targeted and serendipitous) to characterize the behavior of various transient/variable populations. Contextualizing transient signals in the larger DLPS serves two primary purposes: to identify areas of interest (i.e., regions in the parameter space where one would expect detections, but in which observations have historically been lacking), and to provide initial qualitative guidance in classifying newly discovered transient signals. We find that while the most luminous (largely extragalactic) and least luminous (largely Galactic) part of the phase space is well populated at t > 0.1 days, intermediate-luminosity phenomena ( L X = 10 ³⁴ –10 ⁴² erg s ⁻¹ ) represent a gap in the phase space. We thus identify L X = 10 ³⁴ –10 ⁴² erg s ⁻¹ and t = 10 ⁻⁴ to 0.1 days as a key discovery phase space in transient X-ray astronomy.


Large Synthetic Data from the arχ\mathrm {\chi }iv for OCR Post Correction of Historic Scientific Articles

September 2023

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27 Reads

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1 Citation

Lecture Notes in Computer Science

Historical scientific articles often require Optical Character Recognition (OCR) to transform scanned documents into machine-readable text, a process that often produces errors. We present a pipeline for the generation of a synthetic ground truth/OCR dataset to correct the OCR results of the astrophysics literature holdings of the NASA Astrophysics Data System (ADS). By mining the arχ\mathrm {\chi }iv we create, to the authors’ knowledge, the largest scientific synthetic ground truth/OCR post correction dataset of 203,354,393 character pairs. Baseline models trained with this dataset find the mean improvement in character and word error rates of 7.71% and 18.82% for historical OCR text, respectively. Interactive dashboards to explore the dataset are available online: https://readingtimemachine.github.io/projects/1-ocr-groundtruth-may2023, and data and code, are hosted on GitHub: https://github.com/ReadingTimeMachine/ocr_post_correction.


Citations (46)


... A mathematically rigorous and generalised treatment of fringe-rate filters is provided in Martinot (in preparation). These works are rounded out by a simulation-based investigation of how effects from fringe-rate filtering manifest in interferometric visibilities and power spectrum estimates in Garsden et al. (2024). ...

Reference:

Investigating Mutual Coupling in the Hydrogen Epoch of Reionization Array and Mitigating its Effects on the 21-cm Power Spectrum
A demonstration of the effect of fringe-rate filtering in the hydrogen epoch of reionization array delay power spectrum pipeline
  • Citing Article
  • November 2024

Monthly Notices of the Royal Astronomical Society

... This will enabled rapid copying of the data via the Librarian to NERSC. For more details on the Librarian see Borrow et al. 2024. 19 We deploy several separate JupyterHub installations, split across three KVM guests running on two servers, to enable user interactive data exploration. ...

Making Research Data Flow With Python
  • Citing Conference Paper
  • July 2024

... Detecting this signal will provide insight into the evolution of stars and galaxies. There are a number of radio interferometry experiments currently targeting the cosmological 21 cm power spectrum, including the Murchison Widefield Array (MWA; Tingay et al. 2013a;Wayth et al. 2018) and the Hydrogen Epoch of Reionization Array (HERA; DeBoer et al. 2017;Berkhout et al. 2024). ...

Hydrogen Epoch of Reionization Array (HERA) Phase II Deployment and Commissioning

Publications of the Astronomical Society of the Pacific

... The light curves of Sw J1644+57 and AT2022cmc are taken from refs. [65]. The light curve of AT2022cmc consists measurements by NICER (taken from refs. ...

The Luminosity Phase Space of Galactic and Extragalactic X-Ray Transients Out to Intermediate Redshifts

The Astrophysical Journal

... These findings are critical as they illustrate the limitations of traditional OCR technologies in handling severe document degradations, which are prevalent in the datasets used for this research. Work on OCR for historical text includes the generation of ground truth datasets [8], dedicated tools [9], dedicated layout detection and pre-processing [10], benchmark datasets for postcorrection [11]. ...

Large Synthetic Data from the arχ\mathrm {\chi }iv for OCR Post Correction of Historic Scientific Articles
  • Citing Chapter
  • September 2023

Lecture Notes in Computer Science

... The early light curve and spectroscopy of many corecollapse supernovae (CCSNe) indicate the presence of compact circumstellar material (CSM), which refers to CSM with which the explosion ejecta interacts within several days after the CCSN explosion. Two prominent examples are the two relatively close and recent CCSNe SN 2023ixf (e.g., Berger et al. 2023;Bostroem et al. 2023Bostroem et al. , 2024Grefenstette et al. 2023;Kilpatrick et al. 2023;Teja et al. 2023;Van Dyk et al. 2024;Hu et al. 2024;Kumar et al. 2024) and SN 2024ggi (e.g., Chen et al. 2024b;Jacobson-Galán et al. 2024;Pessi et al. 2024;Xiang et al. 2024;Zhang et al. 2024;Chen et al. 2024a). In these two CCSNe, there are no indications of pre-explosion outbursts within tens of years before the explosion (e.g., Jencson et al. 2023;Soraisam et al. 2023;Neustadt et al. 2024;Shrestha et al. 2024). ...

Millimeter Observations of the Type II SN 2023ixf: Constraints on the Proximate Circumstellar Medium

The Astrophysical Journal Letters

... The fourth paper [16], "The Digitization of Historical Astrophysical Literature with Highly-Localized Figures and Figure Captions," by Jill P. Naiman, Peter K. G. Williams, and Alyssa Goodman, delves into the challenges of digitizing scientific articles from the pre-digital age. Focusing on historical astrophysical literature, the paper introduces a YOLO-based method for extracting figures and captions from scanned pages through Optical Character Recognition (OCR). ...

The digitization of historical astrophysical literature with highly localized figures and figure captions

International Journal on Digital Libraries

... By measuring spatial fluctuations in the 21 cm signal with radio interferometry, it is possible to create tomographic maps of Hi regions throughout the sky. The detection of the redshifted Hi 21 cm signal from CD/EoR is a pivotal science goal of first-generation radio interferometers such as GMRT [2], MWA [3], LOFAR [4], and HERA [5]. Due to the low signal-to-noise (SNR) ratio, these interferometers were focused on statistical detection of the target signal, such as the power spectrum. ...

Improved Constraints on the 21 cm EoR Power Spectrum and the X-Ray Heating of the IGM with HERA Phase I Observations

The Astrophysical Journal

... All experiments that aim to detect the faint HI signal aim to improve and develop better signal extraction and calibration algorithms. In recent works, we have been obtaining more stringent upper limits on 21-cm signal power spectrum measurements from the EoR, with increasingly more sensitive instruments and better calibration methods (LOFAR [32], HERA [33,34] and MWA [35]). ...

Search for the epoch of reionisation with hera: Upper Limits on the Closure Phase Delay Power Spectrum

Monthly Notices of the Royal Astronomical Society

... These methods have a long history in cosmic microwave background analyses to handle missing sky coverage (de Oliveira-Costa & Tegmark 2006;Abrial et al. 2008;Feeney et al. 2011;Starck et al. 2013;Gruetjen et al. 2017). For instance, Paciga et al. (2013) adopted a Hermite basis to perform the line-of-sight transformation; Trott et al. (2016) performed a least square spectral analysis (LSSA, Vaníček 1969, 1971 to fit for Fourier coefficients in MWA data; Patil et al. (2017); Gehlot et al. (2019); Mertens et al. (2020) also partly utilized the LSSA method for the LOFAR data, while Barry et al. (2019) adopted the similar Lomb-Scargle method (Lomb 1976;Scargle 1982) for the MWA data; Ewall-Wice et al. (2021) proposed filtering the foreground using the discrete prolate spheroidal sequence (DPSS, Slepian 1978), which was later applied to the CHIME observations (Amiri et al. 2023;CHIME Collaboration et al. 2023); lastly, many machine learning based methods such as Gaussian Process Regression (Rybicki & Press 1992;Mertens et al. 2018;Offringa et al. 2019; and Convolutional Neural Networks (Pagano et al. 2023) have also gained growing interest in the community and have been actively applied to real data. ...

Characterization Of Inpaint Residuals In Interferometric Measurements of the Epoch Of Reionization
  • Citing Article
  • February 2023

Monthly Notices of the Royal Astronomical Society