Matthew R. Jones

Constraining Gaussian processes for physics-informed acoustic emission mapping

Matthew R. Jones, Timothy J. Rogers, Elizabeth J. Cross · Mechanical Systems and Signal Processing · 2022 · 24 citations · Full text

Geometric Learning, Engineering, Machine Learning +20

Bayes linear analysis for Bayesian optimal experimental design

Matthew R. Jones, Michael Goldstein, Philip Jonathan et al. · Journal of Statistical Planning and Inference · 2015 · 21 citations · Full text

Bayesian Statistic, Bayesian Statistics, Uncertainty Quantification +5

A probabilistic approach for acoustic emission based monitoring techniques: With application to structural health monitoring

C.A. Lindley, Matthew R. Jones, Timothy J. Rogers et al. · Mechanical Systems and Signal Processing · 2023 · 21 citations · Full text

Engineering, Spectrum Estimation, Acoustic Sensor +19

A spectrum of physics-informed Gaussian processes for regression in engineering

Elizabeth J. Cross, Timothy J. Rogers, Daniel James Pitchforth et al. · Data-Centric Engineering · 2024 · 21 citations · Full text

Engineering, Machine Learning, Uncertainty Modeling +23

Statistics of extreme ocean environments: Non-stationary inference for directionality and other covariate effects

Matthew R. Jones, David Randell, Kevin Ewans et al. · Ocean Engineering · 2016 · 19 citations · Full text

Ocean Monitoring, Engineering, Physical Oceanography +5