Abstract
Despite the evidence that noise does not conform to the White Gaussian Noise (WGN) assumption, the robustness
of new processing and imaging algorithms are still tested with WGN. This paper presents an alternative noise modelling method, based on multivariate statistics, to generate realistic noise for incorporation in synthetic datasets. The realistic noise model captures the complex nature of noise arising from multiple sources and the varying signal-to-noise (SNR) observed at the different stations across the array. This complex noise structure results in microseismic events being detected at lower SNR than would be implied using a WGN model. It also successfully re-creates smearing of energy during imaging of microseismic events at low SNRs. This modelling method provides an opportunity to test the robustness of new algorithms under realistic noise conditions prior to recording data in the field.
of new processing and imaging algorithms are still tested with WGN. This paper presents an alternative noise modelling method, based on multivariate statistics, to generate realistic noise for incorporation in synthetic datasets. The realistic noise model captures the complex nature of noise arising from multiple sources and the varying signal-to-noise (SNR) observed at the different stations across the array. This complex noise structure results in microseismic events being detected at lower SNR than would be implied using a WGN model. It also successfully re-creates smearing of energy during imaging of microseismic events at low SNRs. This modelling method provides an opportunity to test the robustness of new algorithms under realistic noise conditions prior to recording data in the field.
Original language | English |
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Title of host publication | SEG Technical Program Expanded Abstracts 2016 |
Publisher | Society of Exploration Geophysicists, Tulsa, USA |
Pages | 2622-2626 |
Number of pages | 5 |
DOIs | |
Publication status | Published - 19 Oct 2016 |
Event | SEG International Exposition and 86th Annual Meeting - Kay Bailey Hutchison Convention Center, Dallas, United States Duration: 16 Oct 2016 → 21 Nov 2016 http://seg.org/Annual-Meeting-2016 |
Publication series
Name | SEG Technical Program Expanded Abstracts 2016 |
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Publisher | Society of Exploration Geophysicists |
ISSN (Electronic) | 1949-4645 |
Conference
Conference | SEG International Exposition and 86th Annual Meeting |
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Country/Territory | United States |
City | Dallas |
Period | 16/10/16 → 21/11/16 |
Internet address |
Keywords
- microseismic
- statistical
- passive imaging
- modeling
- noise