Search Results - "Bull, L.A."
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Probabilistic active learning: An online framework for structural health monitoring
Published in Mechanical systems and signal processing (01-12-2019)“…•A critical issue for data-based SHM is a lack of descriptive labels for measured data.•For many applications, these labels are costly and/or impractical to…”
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Foundations of population-based SHM, Part III: Heterogeneous populations – Mapping and transfer
Published in Mechanical systems and signal processing (15-02-2021)“…•For the first time a new population-based methodology is proposed that alleviates problems with sparsity of data in SHM.•The applicability of domain…”
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Towards semi-supervised and probabilistic classification in structural health monitoring
Published in Mechanical systems and signal processing (01-06-2020)“…•A semi-supervised algorithm alleviates issues with sparsely labelled measurements in SHM.•A probabilistic GMM informs damage-classification, given labelled…”
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On robust risk-based active-learning algorithms for enhanced decision support
Published in Mechanical systems and signal processing (01-12-2022)“…Classification models are a fundamental component of physical-asset management technologies such as structural health monitoring (SHM) systems and digital…”
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On the application of kernelised Bayesian transfer learning to population-based structural health monitoring
Published in Mechanical systems and signal processing (15-03-2022)“…Data-driven approaches to Structural Health Monitoring (SHM) generally suffer from a lack of available health-state data. In particular, for most structures,…”
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Foundations of Population-based SHM, Part II: Heterogeneous populations – Graphs, networks, and communities
Published in Mechanical systems and signal processing (01-02-2021)“…•Second paper in a three-part series laying a foundation for population-based SHM (PBSHM).•Introduces the Irreducible Element (IE) model as a basis for a novel…”
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On the hierarchical Bayesian modelling of frequency response functions
Published in Mechanical systems and signal processing (15-02-2024)“…Structural health monitoring (SHM) strategies seek to evaluate, predict, and maintain structural integrity, to improve the safety and design service life of…”
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Overcoming the problem of repair in structural health monitoring: Metric-informed transfer learning
Published in Journal of sound and vibration (13-10-2021)“…Structural repairs alter the physical properties of a structure, changing its responses, both in terms of its normal condition and of its different damage…”
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Foundations of population-based SHM, Part I: Homogeneous populations and forms
Published in Mechanical systems and signal processing (01-02-2021)“…•A new population-based methodology alleviates problems with sparsity of data in SHM.•The population Form is proposed and modelled, to monitor nominally…”
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Modelling variability in vibration-based PBSHM via a generalised population form
Published in Journal of sound and vibration (10-11-2022)“…Structural health monitoring (SHM) has been an active research area for the last three decades, and has accumulated a number of critical advances over that…”
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On risk-based active learning for structural health monitoring
Published in Mechanical systems and signal processing (15-03-2022)“…A primary motivation for the development and implementation of structural health monitoring systems, is the prospect of gaining the ability to make informed…”
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A population-based SHM methodology for heterogeneous structures: Transferring damage localisation knowledge between different aircraft wings
Published in Mechanical systems and signal processing (01-06-2022)“…Population-based structural health monitoring (PBSHM) offers a new viewpoint for structural health monitoring (SHM), allowing diagnostic information to be…”
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Outlier ensembles: A robust method for damage detection and unsupervised feature extraction from high-dimensional data
Published in Journal of sound and vibration (04-08-2019)“…Outlier ensembles are shown to provide a robust method for damage detection and dimension reduction via a wholly unsupervised framework. Most interestingly,…”
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On the transfer of damage detectors between structures: An experimental case study
Published in Journal of sound and vibration (09-06-2021)“…Incomplete data – which fail to represent environmental effects or damage – are a significant challenge for structural health monitoring (SHM)…”
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15
Bayesian modelling of multivalued power curves from an operational wind farm
Published in Mechanical systems and signal processing (15-04-2022)“…Power curves capture the relationship between wind speed and output power for a specific wind turbine. Accurate regression models of this function prove useful…”
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Segmentation of Mississippi's natural and artificial lakes
Published in Lake and reservoir management (02-10-2018)“…Miranda L, Bull L, Colvin M, Hubbard W, Pugh L. 2018. Segmentation of Mississippi's natural and artificial lakes. Lake Reserv Manage. 34:376-391. Segmentations…”
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Molecular studies of pressure/temperature-induced structural changes in bovine β-lactoglobulin
Published in Journal of the science of food and agriculture (15-04-2004)“…β-Lactoglobulin in 50 mM Tris/HCl buffer at pH 7 was subjected to combined pressure and temperature treatments using a central composite experimental design…”
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Differential scanning calorimetry study of pressure/temperature processed β-lactoglobulin: The effect of dextran sulphate
Published in Food research international (2004)“…β-Lactoglobulin at pH 7 in the presence or absence of dextran sulphate (1:1 weight ratio) was subjected to a combined pressure and temperature treatment…”
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