Association Between Injection and Microseismicity in Geothermal Fields With Multiple Wells: Data-Driven Modeling of Rotokawa, New Zealand, and Husmuli, Iceland
Understanding injection-induced microseismicity in geothermal systems can provide insight into reservoir connectedness. However, fault and reservoir complexity are difficult to represent in simple analytical models, which makes it difficult to discern clear relationships from incidental associations...
Main Authors: | , , , , , , , |
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Format: | Article in Journal/Newspaper |
Language: | English |
Published: |
American Geophysical Union
2023
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Subjects: | |
Online Access: | https://hdl.handle.net/20.500.11850/610923 https://doi.org/10.3929/ethz-b-000610923 |
_version_ | 1828035162724630528 |
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author | Yu, Pengliang Dempsey, David Rinaldi, Antonio Pio id_orcid:0 000-0001-7052-8618 Calibugan, Aimee Ritz, Vanille id_orcid:0 000-0002-8773-7608 Archer, Rosalind |
author_facet | Yu, Pengliang Dempsey, David Rinaldi, Antonio Pio id_orcid:0 000-0001-7052-8618 Calibugan, Aimee Ritz, Vanille id_orcid:0 000-0002-8773-7608 Archer, Rosalind |
author_sort | Yu, Pengliang |
collection | ETH Zürich Research Collection |
description | Understanding injection-induced microseismicity in geothermal systems can provide insight into reservoir connectedness. However, fault and reservoir complexity are difficult to represent in simple analytical models, which makes it difficult to discern clear relationships from incidental associations. Here, we have used data-driven models to study how fluid injection and microseismicity are related in the Rotokawa (New Zealand) and Hellisheioi (Iceland) geothermal fields. We tested two classes of model: (a) lagged linear regression of seismicity rate as a function of well injection rates; and (b) systematic extraction of injection time series features that are then evaluated for associations with the seismicity. These models allowed us to determine which wells had the greatest correlation with microseismicity and to explain this association in a reservoir context. Finally, exploring different data types and transformations, we were unable to establish a link between rapid changes in injection rate and seismicity spikes, as suggested by some theoretical models. ISSN:2169-9313 ISSN:0148-0227 ISSN:2169-9356 |
format | Article in Journal/Newspaper |
genre | Iceland |
genre_facet | Iceland |
geographic | New Zealand |
geographic_facet | New Zealand |
id | ftethz:oai:www.research-collection.ethz.ch:20.500.11850/610923 |
institution | Open Polar |
language | English |
op_collection_id | ftethz |
op_doi | https://doi.org/20.500.11850/61092310.3929/ethz-b-00061092310.1029/2022JB025952 |
op_relation | info:eu-repo/semantics/altIdentifier/doi/10.1029/2022JB025952 info:eu-repo/semantics/altIdentifier/wos/000972152100001 http://hdl.handle.net/20.500.11850/610923 |
op_rights | info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by/4.0/ Creative Commons Attribution 4.0 International |
op_source | Journal of Geophysical Research: Solid Earth, 128 (4) |
publishDate | 2023 |
publisher | American Geophysical Union |
record_format | openpolar |
spelling | ftethz:oai:www.research-collection.ethz.ch:20.500.11850/610923 2025-03-30T15:15:56+00:00 Association Between Injection and Microseismicity in Geothermal Fields With Multiple Wells: Data-Driven Modeling of Rotokawa, New Zealand, and Husmuli, Iceland Yu, Pengliang Dempsey, David Rinaldi, Antonio Pio id_orcid:0 000-0001-7052-8618 Calibugan, Aimee Ritz, Vanille id_orcid:0 000-0002-8773-7608 Archer, Rosalind 2023-04 application/application/pdf https://hdl.handle.net/20.500.11850/610923 https://doi.org/10.3929/ethz-b-000610923 en eng American Geophysical Union info:eu-repo/semantics/altIdentifier/doi/10.1029/2022JB025952 info:eu-repo/semantics/altIdentifier/wos/000972152100001 http://hdl.handle.net/20.500.11850/610923 info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by/4.0/ Creative Commons Attribution 4.0 International Journal of Geophysical Research: Solid Earth, 128 (4) info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion 2023 ftethz https://doi.org/20.500.11850/61092310.3929/ethz-b-00061092310.1029/2022JB025952 2025-03-05T22:09:14Z Understanding injection-induced microseismicity in geothermal systems can provide insight into reservoir connectedness. However, fault and reservoir complexity are difficult to represent in simple analytical models, which makes it difficult to discern clear relationships from incidental associations. Here, we have used data-driven models to study how fluid injection and microseismicity are related in the Rotokawa (New Zealand) and Hellisheioi (Iceland) geothermal fields. We tested two classes of model: (a) lagged linear regression of seismicity rate as a function of well injection rates; and (b) systematic extraction of injection time series features that are then evaluated for associations with the seismicity. These models allowed us to determine which wells had the greatest correlation with microseismicity and to explain this association in a reservoir context. Finally, exploring different data types and transformations, we were unable to establish a link between rapid changes in injection rate and seismicity spikes, as suggested by some theoretical models. ISSN:2169-9313 ISSN:0148-0227 ISSN:2169-9356 Article in Journal/Newspaper Iceland ETH Zürich Research Collection New Zealand |
spellingShingle | Yu, Pengliang Dempsey, David Rinaldi, Antonio Pio id_orcid:0 000-0001-7052-8618 Calibugan, Aimee Ritz, Vanille id_orcid:0 000-0002-8773-7608 Archer, Rosalind Association Between Injection and Microseismicity in Geothermal Fields With Multiple Wells: Data-Driven Modeling of Rotokawa, New Zealand, and Husmuli, Iceland |
title | Association Between Injection and Microseismicity in Geothermal Fields With Multiple Wells: Data-Driven Modeling of Rotokawa, New Zealand, and Husmuli, Iceland |
title_full | Association Between Injection and Microseismicity in Geothermal Fields With Multiple Wells: Data-Driven Modeling of Rotokawa, New Zealand, and Husmuli, Iceland |
title_fullStr | Association Between Injection and Microseismicity in Geothermal Fields With Multiple Wells: Data-Driven Modeling of Rotokawa, New Zealand, and Husmuli, Iceland |
title_full_unstemmed | Association Between Injection and Microseismicity in Geothermal Fields With Multiple Wells: Data-Driven Modeling of Rotokawa, New Zealand, and Husmuli, Iceland |
title_short | Association Between Injection and Microseismicity in Geothermal Fields With Multiple Wells: Data-Driven Modeling of Rotokawa, New Zealand, and Husmuli, Iceland |
title_sort | association between injection and microseismicity in geothermal fields with multiple wells: data-driven modeling of rotokawa, new zealand, and husmuli, iceland |
url | https://hdl.handle.net/20.500.11850/610923 https://doi.org/10.3929/ethz-b-000610923 |