Personal profile
Biography
Dr Chang Liu received the B.Sc. degree in automation from Tianjin University, China, in 2010, and the Ph.D. degree in testing, measurement technology and instrument in Beihang University, China, in 2016. From April 2016 to January 2018, he was a postdoctoral researcher in the department of air pollution and environmental technology, Empa-Swiss Federal Laboratories for Materials Science and Technology (ETH Domain), Dübendorf, Switzerland. He is now a lecturer in the Agile Tomography Group at the School of Engineering, University of Edinburgh.
Dr Liu’s current research interests include laser spectroscopy, laser imaging, data-driven imaging techniques and their applications to reacting flow-fields diagnostics and environmental monitoring. His expertise is in design of near/mid infrared LAS sensing systems, and development of high-sensitivity and data-driven laser imaging methodologies. It covers fundamental spectroscopic modeling, inverse problem solving, machine learning, signal processing, embedded system and hardware/software interface design. In collaboration with worldwide industrial and academic partners, Dr Liu and his team focus on providing cutting-edge laser-based sensing solutions for various challenging problems in both the industry and academia.
Research Interests
- 2D/3D data-driven optical imaging
- Laser sensing for combustion diagnosis and environmental monitoring
- Inverse problem
Research Groups
Agile Tomography Group
Education/Academic qualification
Testing, measurement technology and instrument, Doctor of Philosophy (PhD), Laser absorption spectroscopy tomography and monitoring of combustion process, Beihang University
Award Date: 15 Jan 2016
Automation, Bachelor of Science, Numerical simulation of appearance of gas-liquid two-phase vortex street in the vertically upward pipeline, Tianjin University
Award Date: 1 Jul 2010
Fingerprint
- 1 Similar Profiles
Collaborations and top research areas from the last five years
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Chemical Species Tomography with Absorption-Guided Region of Interest
Kumar, S., Zhou, M., Xia, Y., Chen, Y. & Liu, C., 30 Mar 2026, (E-pub ahead of print) In: Measurement Science and Technology. 37, 12, 125403.Research output: Contribution to journal › Article › peer-review
Open Access -
Visual Robot Aided Laser Standoff Methane Sensor for Pipeline Leak Detection
Li, J., Ran, X., Gong, W., Yang, X. & Liu, C., 2026, In: IEEE Transactions on Instrumentation and Measurement. 75, 2503415.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
A Modularized Chemical Species Tomography Sensor for Dynamic Imaging of Gas-Turbine Exhaust
Zhou, M., Zhang, R., Xia, Y., Chen, Y., Ahmed, I., Pourkashanian, M., Armstrong, I., Lengden, M., Johnstone, W., McCann, H. & Liu, C., 1 Dec 2025, In: Sensors and Actuators B: Chemical. 444, 138459.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Unsupervised neural-implicit laser absorption tomography for quantitative imaging of unsteady flames
Molnar, J. P., Xia, J., Zhang, R., Grauer, S. J. & Liu, C., Sept 2025, In: Combustion and Flame. 279, 114298.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Machine Learning-Enhanced Laser Absorption Spectroscopy for Harsh-Environment Combustion Diagnosis
Chen, Y. (Lead Author), Xia, J., Zhang, R., Xia, Y., Zhou, M., Fu, Y., Ahmed, I., Armstrong, I., Upadhyay, A., Lengden, M., Johnstone, W., Wright, P., Ozanyan, K., Pourkashanian, M., McCann, H. & Liu, C., 10 Jul 2025, (E-pub ahead of print) In: IEEE Transactions on Instrumentation and Measurement. 74, 7011110.Research output: Contribution to journal › Article › peer-review
Open AccessFile
Activities
- 2 Invited talk
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Aero-Engine Combustion Diagnosis and Trace Gas Sensing
Liu, C. (Invited speaker)
27 Dec 2018Activity: Academic talk or presentation types › Invited talk
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Tomographic Absorption Spectroscopy for Combustion Diagnosis
Liu, C. (Invited speaker)
13 Aug 2018Activity: Academic talk or presentation types › Invited talk
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Data assimilation of ammonia-hydrogen reacting flows using chemical species tomography
Liu, C. (Principal Investigator)
1/01/26 → 31/12/27
Project: Research
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On-airport intelligent diagnostics for aircraft engine health and sustainability
Liu, C. (Principal Investigator) & Chen, Y. (Co-investigator)
1/12/25 → 30/06/26
Project: Research
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On-airport diagnosis of aircraft-engine health for sustainable aviation
Liu, C. (Principal Investigator)
1/09/25 → 30/06/26
Project: Research
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FIGS (Fast Imaging of Gas Sensors): Fast Imaging of Gas Properties Using Laser Spectroscopic Sensor
Liu, C. (Other), Chen, Y. (Other), McCarthy, K. (Other) & Freeborn, S. (Other)
24/09/24 → 10/01/25
Project: Research Collaboration with external organisation
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Laser Imaging Enhanced Plasma Digital Twins for Ultra Precision Surfaces
Liu, C. (Principal Investigator)
1/02/24 → 30/04/25
Project: Research
Datasets
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Visual Data for Paper: "LAS-on-Edge: A Real-Time Laser Absorption Spectroscopic Water Vapor Sensor on Edge Computing Platforms"
Xia, Y. (Creator), Zhang, R. (Creator), Yu, N. (Creator), Xiao, D. (Creator), Xia, J. (Creator) & Liu, C. (Creator), Edinburgh DataShare, 20 May 2026
DOI: 10.7488/ds/7734
Dataset
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Laser Absorption Spectroscopy Tomography of Dynamic Flames
Fu, Y. (Creator), Zhang, R. (Creator), Enemali, G. (Creator), Liu, C. (Creator) & Xia, J. (Creator), Edinburgh DataShare, 16 Nov 2022
DOI: 10.7488/ds/3783
Dataset
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Video animation for TRAFIR Ulster Travelling Fire Test 1 scaled-up model vs. Test.
Alam, N. (Creator), Liu, C. (Creator), Rush, D. (Creator), Welch, S. (Creator), Nadjai, A. (Creator) & Dai, X. (Creator), Edinburgh DataShare, 23 Jan 2024
DOI: 10.7488/ds/7675
Dataset
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Software package and dataset for “Large-Scale Data Processing Platform for Laser Absorption Tomography (Matlab)”
Fu, Y. (Creator), Xia, J. (Creator), Liu, C. (Creator), Upadhyay, A. (Creator), Zhou, M. (Creator), Zhang, R. (Creator) & Chen, Y. (Creator), Edinburgh DataShare, 8 Oct 2024
DOI: 10.7488/ds/7795, https://doi.org/10.1088/1361-6501/ad6c6f
Dataset
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Data set for " CNN-aided Flooding Prognostic in Packed Column using Electrical Capacitance Tomography."
Yang, Y. (Creator), Jia, J. (Creator), Chen, Y. (Creator), Liu, C. (Creator) & Lucquiaud, M. (Creator), Edinburgh DataShare, 1 Feb 2023
DOI: 10.7488/ds/3151
Dataset