Performance of Particle Swarm Optimization on the fully-coherent all-sky search for gravitational waves from compact binary coalescences
Autor: | Weerathunga, Thilina S., Mohanty, Soumya D. |
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Rok vydání: | 2017 |
Předmět: | |
Zdroj: | Phys. Rev. D 95, 124030 (2017) |
Druh dokumentu: | Working Paper |
DOI: | 10.1103/PhysRevD.95.124030 |
Popis: | Fully-coherent all-sky search for gravitational wave (GW) signals from the coalescence of compact object binaries is a computationally expensive task. Approximations, such as semi-coherent coincidence searches, are currently used to circumvent the computational barrier with a concomitant loss in sensitivity. We explore the effectiveness of Particle Swarm Optimization (PSO) in addressing this problem. Our results, using a simulated network of detectors with initial LIGO design sensitivities and a realistic signal strength, show that PSO can successfully deliver a fully-coherent all-sky search with < 1/10 the number of likelihood evaluations needed for a grid-based search. Comment: 14 pages, 8 figures, Corrected typos, Eq. 40 has been corrected |
Databáze: | arXiv |
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