Imperial College London

MissHarrietDawson

Faculty of EngineeringDepartment of Earth Science & Engineering

Research Postgraduate
 
 
 
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Contact

 

h.dawson19

 
 
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Location

 

2.57JRoyal School of MinesSouth Kensington Campus

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Summary

 

Summary

I am working for my PhD with Dr Cédric John and Professor Olivier Dubrule on the application of neural networks to improve the classification of carbonate core images. I am part of the NERC Centre for Doctoral Training (CDT) in Oil and Gas.

 

Education

September 2019 - Present: PhD Candidate, Imperial College London

July 2016 - August 2016: Summer School - Another View of Chilean Economy: History and Future Challenges, Universidad de los Andes (CL)

September 2015 - June 2019: MSci Earth Sciences, University College London (First Class Honours)


Conferences and Presentations


Dawson, H.L., Dubrule, O., John, C.M. (2021) Comparison of CNN architectures for textural carbonate core image classification. AGU Fall Meeting 2021, Proven AI/ML Applications in the Earth Sciences, New Orleans USA, 13-17 December 2021.

Dawson, H.L., Dubrule, O., John, C.M. (2021) Applications of neural networks to improve the classification of carbonate core images. Geologists’ Association Student Symposium (GASS), 20-21 May 2021.

Dawson, H.L., Dubrule, O., John, C.M. (2021) Deep and Meaningful? Comparing CNN architectures for carbonate core classification. The Carbonate Forum 2021, 11-12 May 2021. 

Field Courses

May 2022 - IAS 8th International Summer School, Eleuthera Island, Bahamas

February 2020 - ARCTIS 2020, Khanty-Mansiysk, Russia


Publications


Dawson, H.L., Dubrule, O., John, C.M. (2022) Impact of dataset size and convolutional neural network architecture on transfer learning for carbonate rock classification (Under Review)

Publications

Journals

Dawson HL, Dubrule O, John CM, 2023, Impact of dataset size and convolutional neural network architecture on transfer learning for carbonate rock classification, Computers & Geosciences, Vol:171, ISSN:0098-3004

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