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Jane Matthews

Deakin University - Geelong Waterfront Campus

SCHOLARLY PAPERS

6

DOWNLOADS

435

TOTAL CITATIONS

0

Scholarly Papers (6)

1.

Deep Learning and Object Detection of ‘Small’  Assets in Rail Construction: Challenges and Opportunities

Number of pages: 93 Posted: 21 Oct 2024
Deakin University - Geelong Waterfront Campus, Deakin University - Geelong Waterfront Campus, Curtin University - School of Civil and Mechanical Engineering and Deakin University - Geelong Waterfront Campus
Downloads 114 (630,858)

Abstract:

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Deep learning, performance metrics, object detection, rail assets, small objects.

2.

Out with the Old, in with the New, Introducing Quality II: A New Paradigm in Construction

Number of pages: 60 Posted: 11 Jul 2023
Curtin University - School of Civil and Mechanical Engineering, Deakin University - Geelong Waterfront Campus, Curtin University - School of Civil and Mechanical Engineering, Curtin University School of Design and the Built Environment and Curtin University - School of Civil and Mechanical Engineering
Downloads 104 (699,467)

Abstract:

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Construction, errors, paradigm, quality, performance, productivity, rework, safety

3.

Deep Learning-Based Point Cloud Completion for Rail Infrastructure Assets with a Novel Loss Function: Enhancing Quality Monitoring

Number of pages: 68 Posted: 29 Jan 2025
Deakin University - Geelong Waterfront Campus, Deakin University - Geelong Waterfront Campus, Curtin University - School of Civil and Mechanical Engineering and Deakin University - Geelong Waterfront Campus
Downloads 102 (684,672)

Abstract:

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Deep Learning, point cloud completion, reconstruction loss, large-scale point clouds, quality monitoring

4.

Radiant Ceiling Panels: An Evaluation of Thermal Performance

Number of pages: 30 Posted: 21 Oct 2024
Deakin University - Geelong Waterfront Campus, affiliation not provided to SSRN, Deakin University - Geelong Waterfront Campus, Deakin University - Geelong Waterfront Campus and Deakin University - Geelong Waterfront Campus
Downloads 46 (1,109,210)

Abstract:

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Thermal performance, cooling capacity, radiant panels, heat flux, time constant, heat transfer

5.

Positioning Design Science Research in Energy Science: Bridging the Gap Between Innovation and Implementation

Number of pages: 16 Posted: 17 Nov 2025
Jane Matthews, Peter Love and Hung Quang Do
Deakin University - Geelong Waterfront Campus, Curtin University and Deakin University - Geelong Waterfront Campus
Downloads 44 (1,157,785)

Abstract:

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Artifact, energy science, design science research, methodology

6.

Enabling the Unexpected: How Error-Mastery Cultures Foster Serendipitous Discovery in Infrastructure Projects

Number of pages: 31 Posted: 05 Dec 2025
Peter Love, Jane Matthews and Derek Walker
Curtin University - School of Civil and Mechanical Engineering, Deakin University - Geelong Waterfront Campus and affiliation not provided to SSRN
Downloads 25 (1,436,435)

Abstract:

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Construction, errors, infrastructure, quality, serendipity, unexpected events