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James Knowles

Loughborough University

SCHOLARLY PAPERS

2

DOWNLOADS

236

TOTAL CITATIONS

1

Scholarly Papers (2)

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1.

Efficient Road Roughness Characterization Using Gaussian Process Regression and 2D Imaging

Downloads 136 (540,814)

Efficient Road Roughness Characterization Using Gaussian Process Regression and 2D Imaging

Number of pages: 22 Posted: 25 Oct 2025
Raffaele Stefanelli, Georgios Mavros, Miguel Martínez-García, James Knowles, Francesco Timpone and Flavio Farroni
University of Naples Federico II, Loughborough University, Loughborough University, Loughborough University, University of Naples Federico II and University of Naples Federico II
Downloads 72 (879,563)

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Surface Roughness, Image processing, Virtual Surface Reconstruction, Machine Learning

Efficient Road Roughness Characterization Using Gaussian Process Regression and 2D Imaging

Number of pages: 31 Posted: 22 Nov 2025
Raffaele Stefanelli, Georgios Mavros, Miguel Martínez-García, James Knowles, Francesco Timpone and Flavio Farroni
University of Naples Federico II, Loughborough University, Loughborough University, Loughborough University, University of Naples Federico II and University of Naples Federico II
Downloads 64 (938,792)

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Surface Roughness, Image Processing, Virtual Surface Reconstruction, Machine Learning

2.

Characterisation and Generation of Road Surface Roughness for Improved Tyre-Road Interaction Models

Downloads 100 (704,534)
Citation 1

Characterisation and Generation of Road Surface Roughness for Improved Tyre-Road Interaction Models

Number of pages: 16 Posted: 14 Jan 2025
Tom Sanders, Georgios Mavros and James Knowles
Loughborough University, Loughborough University and Loughborough University
Downloads 55 (1,049,673)

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Surface Power Spectrum, Road Surface Scanning, Road Surface Generation

Characterisation and Generation of Road Surface Roughness for Improved Tyre-Road Interaction Models

Number of pages: 16 Posted: 18 Sep 2024
Tom Sanders, Georgios Mavros and James Knowles
Loughborough University, Loughborough University and Loughborough University
Downloads 45 (1,157,169)
Citation 1

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Power spectrum, Surface Scanning, Surface Generation