The impact of outliers on pulsar timing arrays
Fuente:
arXiv
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| Autori principali: | , , |
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| Natura: | Preprint |
| Pubblicazione: |
2023
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| _version_ | 1866912361668935680 |
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| author | Fumagalli, Giulia Shaifullah, Golam Sesana, Alberto |
| author_facet | Fumagalli, Giulia Shaifullah, Golam Sesana, Alberto |
| contents | The detection of gravitational waves with Pulsar Timing Arrays (PTAs) requires precise measurement of the difference between the pulsars' timing models and their observed pulses, as well as dealing with numerous and sometimes hard to diagnose sources of noise. Outliers may have an impact on this already difficult procedure, especially if the methods used are not robust to such anomalous observations. Until now, no complete and practical quantification of their effects on PTA data has been provided. With this work, we aim to fill this gap. We corrupt simulated datasets featuring an increasing degree of complexity with varying percentages of uniformly distributed outliers and investigate the impact of the latter on the recovery of the injected gravitational wave signals and pulsar noise terms. We found that the gravitational waves signal, due to its expected correlation, is more robust against these anomalous observations when compared to the other injected processes. This result is especially relevant in the context of the emerging statistical evidence for the gravitational wave background in PTA datasets, further strengthening those claims. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2311_01505 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | The impact of outliers on pulsar timing arrays Fumagalli, Giulia Shaifullah, Golam Sesana, Alberto High Energy Astrophysical Phenomena Instrumentation and Methods for Astrophysics The detection of gravitational waves with Pulsar Timing Arrays (PTAs) requires precise measurement of the difference between the pulsars' timing models and their observed pulses, as well as dealing with numerous and sometimes hard to diagnose sources of noise. Outliers may have an impact on this already difficult procedure, especially if the methods used are not robust to such anomalous observations. Until now, no complete and practical quantification of their effects on PTA data has been provided. With this work, we aim to fill this gap. We corrupt simulated datasets featuring an increasing degree of complexity with varying percentages of uniformly distributed outliers and investigate the impact of the latter on the recovery of the injected gravitational wave signals and pulsar noise terms. We found that the gravitational waves signal, due to its expected correlation, is more robust against these anomalous observations when compared to the other injected processes. This result is especially relevant in the context of the emerging statistical evidence for the gravitational wave background in PTA datasets, further strengthening those claims. |
| title | The impact of outliers on pulsar timing arrays |
| topic | High Energy Astrophysical Phenomena Instrumentation and Methods for Astrophysics |
| url | https://arxiv.org/abs/2311.01505 |