Structural Health Monitoring of RC structures using optic fiber strain measurements: a deep learning approach
Paper i proceeding, 2019

This paper reports the early findings of an ongoing project aimed at developing new methods to upgrade the current maintenance strategies of the civil and transport infrastructure. As part of these new methods, the use of Machine Learning (ML) algorithms is being investigated to constitute the core of a new generation of more accurate and robust structural health monitoring (SHM) systems for concrete structures. Unlike most of the existing SHM systems, relying on the analysis of the natural frequencies of the structure based on data obtained from accelerometers, the present study uses a distributed optic fiber system to monitor the strain distribution along steel reinforcing bars. The preliminary results of the study indicate that a semi-supervised Deep Autoencoder algorithm (DAE) can successfully quantify the damage attributable to transverse cracks in a reinforced concrete beam subjected to three-point loading. Future applications will feature the determination of crack locations, early detection of reinforcement corrosion as well as other types of damage such as splitting cracks or surface spalling.

deep autoencoders

concrete structures

machine learning

structural health monitoring

distributed optic fiber.

anomaly detection

Författare

Dimitrios Karypidis

Chalmers, Arkitektur och samhällsbyggnadsteknik, Konstruktionsteknik

Carlos Gil Berrocal

Chalmers, Arkitektur och samhällsbyggnadsteknik, Konstruktionsteknik

Rasmus Rempling

Chalmers, Arkitektur och samhällsbyggnadsteknik, Konstruktionsteknik

Mats Granath

Göteborgs universitet

Peter Simonsson

The Evolving Metropolis IABSE Congress New York City 2019

Vol. 114

2019 IABSE Congress New York City - The Evolving Metropolis
New York City, ,

SensIT – Sensorstyrd molnbaserad förvaltningsstrategi av infrastruktur

Trafikverket, 2018-07-01 -- 2020-08-31.

NCC AB, 2018-07-01 -- 2020-08-31.

Microsoft Research, 2018-07-01 -- 2020-08-31.

Thomas Concrete Group, 2018-07-01 -- 2020-08-31.

WSP Sverige, 2018-07-01 -- 2020-08-31.

Drivkrafter

Hållbar utveckling

Innovation och entreprenörskap

Styrkeområden

Building Futures (2010-2018)

Ämneskategorier

Samhällsbyggnadsteknik

Infrastrukturteknik

Mer information

Senast uppdaterat

2019-11-04