GPU-Accelerated Periodic Source Identification in Large-Scale Surveys: Measuring and
arXiv:2006.06866 · doi:10.1093/mnras/stab504
Abstract
Many inspiraling and merging stellar remnants emit both gravitational and electromagnetic radiation as they orbit or collide. These gravitational wave events together with their associated electromagnetic counterparts provide insight about the nature of the merger, allowing us to further constrain properties of the binary. With the future launch of the Laser Interferometer Space Antenna (LISA), follow up observations and models are needed of ultracompact binary (UCB) systems. Current and upcoming long baseline time domain surveys will observe many of these UCBs. We present a new fast periodic object search tool capable of searching for generic periodic signals based on the Conditional Entropy algorithm. This new implementation allows for a grid search over both the period () and the time derivative of the period (). To demonstrate the usage of this tool, we use a small, hand-picked subset of a UCB population generated from the population synthesis code \cosmic, as well as a custom catalog for varying periods at fixed intrinsic parameters. We simulate light curves as likely to be observed by future time domain surveys by using an existing eclipsing binary light curve model accounting for the change in orbital period due to gravitational radiation. We find that a search with values is necessary for detecting binaries at orbital periods less than 10 min. We also show it is useful in finding and characterizing binaries with longer periods, but at a higher computational cost. Our code is called gce (GPU-Accelerated Conditional Entropy). It is available at https://github.com/mikekatz04/gce.
arXiv comment15 pages, 7 figures
References in corpus (33)
- Astropy: A Community Python Package for Astronomy
- The NumPy array: a structure for efficient numerical computation
- LSST: from Science Drivers to Reference Design and Anticipated Data Products
- The Zwicky Transient Facility: System Overview, Performance, and First Results
- Comprehensive analytic formulae for stellar evolution as a function of mass and metallicity
- Laser Interferometer Space Antenna
- The Zwicky Transient Facility: Data Processing, Products, and Archive
- LSST Science Book, Version 2.0
- The Zwicky Transient Facility: Science Objectives
- Mass models of the Milky Way
- A Second Source of Repeating Fast Radio Bursts
- COSMIC Variance in Binary Population Synthesis
- An Improved Distance and Mass Estimate for Sgr A* from a Multistar Orbit Analysis
- Prospects for detection of detached double white dwarf binaries with Gaia, LSST and LISA
- LISA verification binaries with updated distances from Gaia Data Release 2
- Predicting the LISA white dwarf binary population in the Milky Way with cosmological simulations
- Gravitational-wave emission from compact Galactic binaries
- General relativistic orbital decay in a seven-minute-orbital-period eclipsing binary system
- Pulsar braking and the P-Pdot diagram
- A comparison of period finding algorithms
- On the Formation of Double White Dwarfs through Stable Mass Transfer and a Common Envelope
- Detecting Double Neutron Stars with LISA
- CHIMERA: a wide-field, multi-color, high-speed photometer at the prime focus of the Hale telescope
- Populations of double white dwarfs in Milky Way satellites and their detectability with LISA
- Using conditional entropy to identify periodicity
- Torque Decay in the Pulsar (P,P_dot) Diagram. Effects of Crustal Ohmic Dissipation and Alignment
- Characterizing accreting double white dwarf binaries with the Laser Interferometer Space Antenna and Gaia
- The ZTF Source Classification Project: II. Periodicity and variability processing metrics
- ZTF J1901+5309: A 40.6-Minute Orbital Period Eclipsing Double White Dwarf System
- Long-term evolution of double white dwarf binaries accreting through direct impact
- Gravitational waves from dynamical tides in white dwarf binaries
- The Kitt Peak Electron Multiplying CCD demonstrator
- The Vera Rubin Observatory Legacy Survey of Space and Time and the Low Surface Brightness Universe
Cited by in corpus (5)
- A Systematic Search for Short-period Close White Dwarf Binary Candidates Based on Gaia EDR3 Catalog and Zwicky Transient Facility Data
- The ZTF Source Classification Project: I. Methods and Infrastructure
- The ZTF Source Classification Project: II. Periodicity and variability processing metrics
- Identifying Blue Large Amplitude Pulsators from Gaia DR2 & ZTF DR3
- GPU-Enabled Searches for Periodic Signals of Unknown Shape