Journal article
An assessment of anomaly detection methods applied to microtunnelling
- Abstract:
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The proliferation of data collected by modern tunnel boring machines presents a substantial opportunity for the application of data-driven anomaly detection (AD) techniques that can adapt dynamically to site specific conditions. Based on jacking forces measured during microtunneling, this paper explores the potential for AD methods to provide a more accurate and robust detection of incipient faults. A selection of the most popular AD methods proposed in the literature, comprising both cluster...
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- Publication status:
- Published
- Peer review status:
- Peer reviewed
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Access Document
- Files:
-
-
(Accepted manuscript, 318.1KB)
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- Publisher copy:
- 10.1061/(ASCE)GT.1943-5606.0002326
Authors
Bibliographic Details
- Publisher:
- American Society of Civil Engineers Publisher's website
- Journal:
- Journal of Geotechnical and Geoenvironmental Engineering Journal website
- Volume:
- 146
- Issue:
- 9
- Publication date:
- 2020-07-10
- Acceptance date:
- 2020-04-06
- DOI:
- EISSN:
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1943-5606
- ISSN:
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1090-0241
Item Description
- Language:
- English
- Keywords:
- Pubs id:
-
1098751
- Local pid:
- pubs:1098751
- Deposit date:
- 2020-04-06
Terms of use
- Copyright holder:
- American Society of Civil Engineers
- Copyright date:
- 2020
- Rights statement:
- © 2020 American Society of Civil Engineers
- Notes:
- This is the accepted manuscript version of the article. The final version is available from American Society of Civil Engineers at: https://doi.org/10.1061/(ASCE)GT.1943-5606.0002326
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