Small near-Earth asteroids in the Palomar Transient Factory survey: A real-time streak-detection system
arXiv:1609.08018 · doi:10.1088/1538-3873/129/973/034402
Abstract
Near-Earth asteroids (NEAs) in the 1-100 meter size range are estimated to be 1,000 times more numerous than the 15,000 currently-catalogued NEAs, most of which are in the 0.5-10 kilometer size range. Impacts from 10-100 meter size NEAs are not statistically life-threatening but may cause significant regional damage, while 1-10 meter size NEAs with low velocities relative to Earth are compelling targets for space missions. We describe the implementation and initial results of a real-time NEA-discovery system specialized for the detection of small, high angular rate (visually-streaked) NEAs in Palomar Transient Factory (PTF) images. PTF is a 1.2-m aperture, 7.3-deg field-of-view optical survey designed primarily for the discovery of extragalactic transients (e.g., supernovae) in 60-second exposures reaching 20.5 visual magnitude. Our real-time NEA discovery pipeline uses a machine-learned classifier to filter a large number of false-positive streak detections, permitting a human scanner to efficiently and remotely identify real asteroid streaks during the night. Upon recognition of a streaked NEA detection (typically within an hour of the discovery exposure), the scanner triggers follow-up with the same telescope and posts the observations to the Minor Planet Center for worldwide confirmation. We describe our ten initial confirmed discoveries, all small NEAs that passed 0.3-15 lunar distances from Earth. Lastly, we derive useful scaling laws for comparing streaked-NEA-detection capabilities of different surveys as a function of their hardware and survey-pattern characteristics. This work most directly informs estimates of the streak-detection capabilities of the Zwicky Transient Facility (ZTF, planned to succeed PTF in 2017), which will apply PTF's current resolution and sensitivity over a 47-deg field-of-view.
arXiv commentAccepted 11-September-2016 to Publications of the Astronomical Society of the Pacific (PASP)
References in corpus (28)
- The Palomar Transient Factory: System Overview, Performance and First Results
- Exploring the Optical Transient Sky with the Palomar Transient Factory
- NEOWISE Observations of Near-Earth Objects: Preliminary Results
- A Gravitational Tractor for Towing Asteroids
- Mapping the Galaxy Color-Redshift Relation: Optimal Photometric Redshift Calibration Strategies for Cosmology Surveys
- The Pan-STARRS Moving Object Processing System
- Automating Discovery and Classification of Transients and Variable Stars in the Synoptic Survey Era
- The Palomar Transient Factory photometric calibration
- Using Machine Learning for Discovery in Synoptic Survey Imaging
- The population of natural Earth satellites
- How Many Ore-Bearing Asteroids?
- The IPAC Image Subtraction and Discovery Pipeline for the intermediate Palomar Transient Factory
- Asteroid lightcurves from the Palomar Transient Factory survey: Rotation periods and phase functions from sparse photometry
- Light curve analysis of Variable stars using Fourier decomposition and Principal component analysis
- Discovery and redshift of an optical afterglow in 71 square degrees: iPTF13bxl and GRB 130702A
- Improved Asteroid Astrometry and Photometry with Trail Fitting
- The First High Redshift Quasar from Pan-STARRS
- The automated classification of astronomical lightcurves using Kohonen self-organising maps
- Automated Classification of Periodic Variable Stars detected by the Wide-field Infrared Survey Explorer
- PAndromeda - first results from the high-cadence monitoring of M31 with Pan-STARRS 1
- Ultra-Low Delta-v Objects and the Human Exploration of Asteroids
- Automated classification of periodic variable stars{Improved methodology for the automated classification of periodic variable stars}
- Detecting Earth's Temporarily-Captured Natural Satellites - Minimoons
- Automated Probabilistic Classification of Transients and Variables
- Asteroid rotation periods from the Palomar Transient Factory survey
- Main-belt comets in the Palomar Transient Factory survey: I. The search for extendedness
- 313 new asteroid rotation periods from Palomar Transient Factory observations
- Design Differences between the Pan-STARRS PS1 and PS2 Telescopes
Cited by in corpus (20)
- The Zwicky Transient Facility: System Overview, Performance, and First Results
- The Zwicky Transient Facility: Data Processing, Products, and Archive
- The Zwicky Transient Facility: Science Objectives
- Physics of Meteor Generated Shock Waves in the Earth's Atmosphere - A Review
- Machine Learning for the Zwicky Transient Facility
- Optimal and Efficient Streak Detection in Astronomical Images
- DeepStreaks: identifying fast-moving objects in the Zwicky Transient Facility data with deep learning
- Prediscovery Observations and Orbit of Comet C/2017 K2 (PANSTARRS)
- A fast algorithm for the detection of faint orbital debris tracks in optical images
- Optical Transient Object Classification in Wide Field Small Aperture Telescopes with Neural Networks
- Towards Efficient Detection of Small Near-Earth Asteroids Using the Zwicky Transient Facility (ZTF)
- Machine Learning Based Real Bogus System for HSC-SSP Moving Object Detecting Pipeline
- Linear feature detection algorithm for astronomical surveys - I. Algorithm description
- Automated Detection of Satellite Trails in Ground-Based Observations Using U-Net and Hough Transform
- Euclid: Identification of asteroid streaks in simulated images using StreakDet software
- A Shiny New Method for SETI: Specular Reflections from Interplanetary Artifacts
- The Umbrella software suite for automated asteroid detection
- Asteroids in the High cadence Transient Survey
- Life Beyond PTF
- Near Ultraviolet Transient Explorer (NUTEx): A CubeSat-Based NUV Imaging Payload for Transient Sky Surveys