A high-level analysis framework for HAWC
arXiv:1508.07479
Abstract
The High Altitude Water Cherenkov (HAWC) Observatory continuously observes gamma-rays between 100 GeV to 100 TeV in an instantaneous field of view of about 2 steradians above the array. The large amount of raw data, the importance of small number statistics, the large dynamic range of gamma-ray signals in time (1 - sec) and angular extent (0.1 - 100 degrees), and the growing need to directly compare results from different observatories pose some special challenges for the analysis of HAWC data. To address these needs, we have designed and implemented a modular analysis framework based on the method of maximum likelihood. The framework facilitates the calculation of a binned Poisson Log-likelihood value for a given physics model (i.e., source model), data set, and detector response. The parameters of the physics model (sky position, spectrum, angular extent, etc.) can be optimized through a likelihood maximization routine to obtain a best match to the data. In a similar way, the parameters of the detector response (absolute pointing, angular resolution, etc.) can be optimized using a well-known source such as the Crab Nebula. The framework was designed concurrently with the Multi-Mission Maximum Likelihood (3ML) architecture, and allows for the definition of a general collection of sources with individually varying spectral and spatial morphologies. Compatibility with the 3ML architecture allows to easily perform powerful joint fits with other observatories. In this contribution, we overview the design and capabilities of the HAWC analysis framework, stressing the overarching design points that have applicability to other astronomical and cosmic-ray observatories.
Presented at the 34th International Cosmic Ray Conference (ICRC2015), The Hague, The Netherlands. See arXiv:1508.03327 for all HAWC contributions
Cited by in corpus (18)
- Extended gamma-ray sources around pulsars constrain the origin of the positron flux at Earth
- Constraining the Local Burst Rate Density of Primordial Black Holes with HAWC
- First HAWC Observations of the Sun Constrain Steady TeV Gamma-Ray Emission
- MAGIC and Fermi-LAT gamma-ray results on unassociated HAWC sources
- Monitoring TeV blazars with HAWC
- HAWC Observation of Supernova Remnants and Pulsar Wind Nebulae
- TeV Observations of the Galactic Plane with HAWC and Joint Analysis of GeV Data from Fermi
- Probing the extragalactic mid-infrared background with HAWC
- Selection of AGN to study the extragalactic background light with HAWC
- Surveying the TeV sky with HAWC
- First Limits on the Dark Matter Cross Section with the HAWC Observatory
- Monitoring the Variable Gamma-Ray Sky with HAWC
- Spectral analysis of Markarian 421 and Markarian 501 with HAWC
- On the TeV spectral energy distribution of HAWC's sources
- Studying Cosmic-ray Interactions in Giant Molecular Clouds with the HAWC Gamma-ray Observatory
- Monitoring radio galaxies at TeV energies with HAWC
- Spectral analysis of the blazars Markarian 421 and Markarian 501 with the HAWC Gamma-Ray Observatory
- A Survey of TeV emission from Galactic Supernova Remnants with HAWC