Machine Learning Models Applied to a GNSS Sensor Network for Automated Bridge Anomaly Detection

Author:

Manzini Nicolas1,Orcesi André2ORCID,Thom Christian3ORCID,Brossault Marc-Antoine4,Botton Serge5,Ortiz Miguel6,Dumoulin John7

Affiliation:

1. Research Engineer, SITES SAS, 92500 Rueil-Malmaison, France; MAST-EMGCU, Univ. Gustave Eiffel, IFSTTAR, F-77447 Marne-la-Vallée, France; LASTIG, Univ. Gustave Eiffel, ENSG, IGN, 94165 Saint-Mandé, France.

2. Senior Research Engineer, Cerema, Research team ENDSUM, DTecITM/DTOA/GITEX, 6 allée Kepler, Parc de la haute maison, 77420 Champs-sur-Marne, France; MAST-EMGCU, Univ. Gustave Eiffel, IFSTTAR, F-77447 Marne-la-Vallée (corresponding author). ORCID: .

3. Senior Research Engineer, LASTIG, Univ. Gustave Eiffel, ENSG, IGN, 94165 Saint-Mandé, France. ORCID: .

4. Engineer, SITES SAS, 69570 Dardilly, France.

5. Engineer, ENSG, Univ. Gustave Eiffel, IGN, F-77447 Marne-la-Vallée, France.

6. Research Engineer, AME-GEOLOC, Univ. Gustave Eiffel, IFSTTAR, F-44344 Bouguenais, France.

7. Engineer, Cerema, 33000 Bordeaux, France.

Publisher

American Society of Civil Engineers (ASCE)

Subject

Mechanical Engineering,Mechanics of Materials,General Materials Science,Building and Construction,Civil and Structural Engineering

Reference65 articles.

1. Sensor fusion of a railway bridge load test using neural networks

2. Real-time deformation monitoring by a wireless network of low-cost GPS;Benoit L.;J. Appl. Geod.,2014

3. Regression

4. Box, G. E., G. M. Jenkins, G. C. Reinsel, and G. M. Ljung. 2015. Time series analysis: Forecasting and control. New York: Wiley.

5. Engineering vibration monitoring by GPS: long duration records

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