Personal profile
Biography
Tom Lymburn received his Ph.D. in applied mathematics from The University of Western Australia in 2021. Prior to that, he received a B.Phil. in physics and mathematics in 2017, also from The University of Western Australia.
His research interests are in complex systems and artificial intelligence, including topics such as synchronisation, unconventional computation, and the optimisation of complex models.
Education/Academic qualification
Applied Mathematics, Doctor of Philosophy, Beyond the echo state property: Generalised synchronisation and consistency in reservoir computers, The University of Western Australia
19 Feb 2019 → 14 Oct 2021
Award Date: 14 Oct 2021
Physics and Mathematics, Bachelor of Philosophy, The University of Western Australia
Award Date: 14 Dec 2017
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Collaborations and top research areas from the last five years
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Estimating gap acceptance parameters with a Bayesian approach
Ting, S., Lymburn, T., Stemler, T., Sun, Y. & Small, M., Feb 2025, In: Transportation Research Part B: Methodological. 192, p. 1-26 26 p., 103157.Research output: Contribution to journal › Article › peer-review
Open Access1 Link opens in a new tab Citation (Scopus) -
Parameter estimation for Gipps’ car following model in a Bayesian framework
Ting, S., Lymburn, T., Stemler, T., Sun, Y. & Small, M., 1 Apr 2024, In: Physica A: Statistical Mechanics and its Applications. 639, 129671.Research output: Contribution to journal › Article › peer-review
Open Access4 Link opens in a new tab Citations (Scopus) -
Consistency Hierarchy of Reservoir Computers
Jungling, T., Lymburn, T. & Small, M., 1 Jun 2022, In: IEEE Transactions on Neural Networks and Learning Systems. 33, 6, p. 2586-2595 10 p.Research output: Contribution to journal › Article › peer-review
9 Link opens in a new tab Citations (Scopus) -
Beyond the Echo State Property - Generalised Synchronisation and Consistency in Reservoir Computers -
Lymburn, T., 2021, (Unpublished)Research output: Thesis › Doctoral Thesis
File204 Downloads (Pure) -
Reservoir computing with swarms
Lymburn, T., Algar, S. D., Small, M. & Jüngling, T., 1 Mar 2021, In: Chaos. 31, 3, 033121.Research output: Contribution to journal › Article › peer-review
Open AccessFile21 Link opens in a new tab Citations (Scopus)976 Downloads (Pure)
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RoadSense Analytics: AI-enabled Traffic Intelligence
Sun, C. (Investigator 01), Banchero, S. (Investigator 02), Lymburn, T. (Investigator 03), Marsland, A. (Investigator 04), Ross, C. (Investigator 05), Venables, C. (Investigator 06) & Lai, M. (Investigator 07)
Department of Education (Australia)
27/06/25 → 27/12/27
Project: Research
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Roundabout safety review using drone video analytics
Sun, C. (Investigator 01), Lymburn, T. (Investigator 02), Banchero, S. (Investigator 03), Cummins, L. (Investigator 04), Ting, S. (Investigator 05) & Biermann, S. (Investigator 06)
3/04/25 → 2/10/26
Project: Research
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Safe Paths: Enhancing Active Transport Infrastructure Through Video Analytics and Community Reporting
Sun, C. (Investigator 01), Davidson, M. (Investigator 02), Cummins, L. (Investigator 03), Ting, S. (Investigator 04), Banchero, S. (Investigator 05), Lymburn, T. (Investigator 06), Stemler, T. (Investigator 07), Olaru, D. (Investigator 08) & Biermann, S. (Investigator 09)
Department of Infrastructure, Transport, Regional Development, Communications and the Arts
31/03/25 → 30/01/27
Project: Research
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Assessing the Efficacy of Video Analytics for Comprehensive Active Transport Monitoring
Sun, C. (Investigator 01), Small, M. (Investigator 02), Stemler, T. (Investigator 03), Olaru, D. (Investigator 04), Banchero, S. (Investigator 05), Davidson, M. (Investigator 06), Lymburn, T. (Investigator 07), Biermann, S. (Investigator 08), Ting, S. (Investigator 09) & Cummins, L. (Investigator 10)
1/11/24 → 30/04/26
Project: Research
Prizes
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School of Social Sciencess Award in Research Impact and Innovation
Sun, C. (Recipient), Banchero, S. (Recipient), Lymburn, T. (Recipient), Demiris, D. (Recipient), Ting, S. (Recipient) & Biermann, S. (Recipient), 2022
Prize: Award