Lecturer
- About
-
- Email Address
- iraklis.giannakis@abdn.ac.uk
- Office Address
School of Geosciences, University of Aberdeen
Meston Building, Kings College, Aberdeen, AB24 3FX
- School/Department
- School of Geosciences
Biography
I received my bachelor and masters degree in geophysics from the Aristotle University of Thessaloniki in 2009 and 2011 respectively, where my research focused in near surface geophysics including electrical resistivity tomography (ERT), potential methods, seismics and ground penetrating radar (GPR).
In 2015 I received my PhD from The University of Edinburgh under a project co-funded by the Defence Science and Technology Laboratory (DSTL) and the Engineering and Physical Sciences Research Council (EPSRC). My research focused on numerical modelling of GPR for landmine detection and has been awarded with the best paper awart at the 15th International Conference of GPR. During my PhD, as a member of COST (European Cooperation in Science and Technology) Action TU1208, I was a visiting researcher at Roma Tre University working on applications of GPR to civil engineering. Subsequently, I was employed as postdoctoral researcher at Delft University of Technology (TUDelft) in the Microwave Sensing, Signals and Systems (MS3) group. There, I worked for D-Box, an industry oriented project aimed to deliver end-user tools for efficient demining. After finishing my national service in the Greek army I was employed by the University of Edinburgh under a project funded by Google fiber. Subsequently, I was employed by University of West London as a research fellow where I focused on applications of near surface geophysics and non-destructive testing for forestry and arboriculture applications. Lastly, I am a frequnet reviewer in journals associated with geophysics and I am part of the team behind gprMax, an open-source FDTD solver tuned for GPR.
My research focus and direction is on using innovative artificial intelligence concepts, signal processing and inversion to solve problems in applied geophysics and non-destructive testing. It is a novel combination of my background in geology/geophysics,and the experience I have developed in successfully employing machine learning and signal processing for non-destructive testing,and geophysical investigation. Consequently, my research extends across a wide range of disciplines and has focused on topics with high societal value such as landmine detection, marine geophysics and forestry applications. I have a robust theoretical and practical understanding of computational geophysics, inversion, signal processing, data science and neural networks and have collaborated with international researchers to apply these tools in electrodynamics, geophysics and non-destructive testing.
- Research
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Research Overview
Data-driven interpretation and machine learning in exploration geophysics
Landmine detection using ground penetrating radar
Non-destructive testing for civil engineering and urban geophysics
Applications of near surface geophysics for forestry and arboriculture applications
- Publications
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Page 1 of 2 Results 1 to 50 of 55
Automatic segmentation of radar data from the Chang’E-4 mission using unsupervised machine learning: A data-driven interpretation approach
Icarus, vol. 417, 116108Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1016/j.icarus.2024.116108
Developing a realistic numerical equivalent of a GPR antenna transducer using global optimizers
Near Surface Geophysics, vol. 22, no. 2, pp. 140-151Contributions to Journals: ArticlesA deep learning framework based on improved self-supervised learning for ground-penetrating radar tunnel lining inspection
Computer-Aided Civil and Infrastructure Engineering, vol. 39, no. 6, pp. 814-833Contributions to Journals: ArticlesSegment Anything Model (SAM) for Automatic Crater Detection
EGU General Assembly 2024, pp. 21146Contributions to Conferences: Abstracts- [ONLINE] DOI: https://doi.org/10.5194/egusphere-egu24-21146
- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/24022/1/EGU24-21146-print.pdf
A flexible deep learning crater detection scheme using Segment Anything Model (SAM)
Icarus, vol. 408, 115797Contributions to Journals: ArticlesEvidence of shallow basaltic lava layers in Von Kármán crater from Yutu-2 lunar Penetrating Radar
Icarus (New York, N.Y. 1962), vol. 408, 115837Contributions to Journals: ArticlesIn-Situ Radar Observation of Shallow Lunar Regolith at the Chang’E-5 Landing Site: Research Progress and Perspectives
Remote Sensing, vol. 15, no. 21, 5173Contributions to Journals: Review articlesEfficient finite-difference time-domain simulation of step-frequency continuous-wave ground penetrating radar systems
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.3997/2214-4609.202320168
- [ONLINE] View publication in Scopus
GPR Full-Waveform Inversion With Deep-Learning Forward Modeling: A Case Study From Non-Destructive Testing
IEEE Transactions on Geoscience and Remote Sensing, vol. 61, 2003910Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1109/TGRS.2023.3303683
- [ONLINE] View publication in Scopus
Layered Structures in the Upper Several Hundred Meters of the Moon Along the Chang'E-4 Rover's First 1,000-m Traverse
Journal of Geophysical Research: Planets, vol. 128, no. 8, e2022JE007714Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1029/2022JE007714
- [ONLINE] View publication in Scopus
Stochastic hyperbola fitting, probabilistic inversion, reverse-time migration and clustering: A novel interpretation toolbox for in-situ planetary radar
Icarus (New York, N.Y. 1962), vol. 400, 115555Contributions to Journals: ArticlesBackground Removal, Velocity Estimation, and Reverse-Time Migration: A Complete GPR Processing Pipeline Based on Machine Learning
IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-11Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1109/TGRS.2023.3300276
- [ONLINE] View publication in Scopus
Extracting mud invasion information using borehole radar - A numerical study
Geophysics, vol. 88, no. 2, pp. D69-D83Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1190/geo2022-0121.1
- [ONLINE] View publication in Scopus
Unveiling the Subsurface of Late Amazonian Lava Flows at Echus Chasma, on Mars
Remote Sensing, vol. 15, no. 5, 1357Contributions to Journals: ArticlesDeep learning–based nondestructive evaluation of reinforcement bars using ground-penetrating radar and electromagnetic induction data
Computer-Aided Civil and Infrastructure Engineering, vol. 37, no. 14, pp. 1834-1853Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1111/mice.12798
- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/19620/1/Li_etal_CCIE_deep_learning_based_AAM
- [ONLINE] View publication in Scopus
A digital twin of the GSSI 2000 MHz palm antenna developed using multi-parametric optimisation
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.1109/IWAGPR50767.2021.9843157
- [ONLINE] View publication in Scopus
A Deep Learning framework for Ground Penetrating Radar
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.1109/IWAGPR50767.2021.9843168
- [ONLINE] View publication in Scopus
Full Waveform Inversion of common offset GPR data using a fast deep learning based forward solver
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.1109/IWAGPR50767.2021.9843142
- [ONLINE] View publication in Scopus
Machine Learning Based Forward Solver: An Automatic Framework in gprMax
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.1109/IWAGPR50767.2021.9843172
- [ONLINE] View publication in Scopus
- [ONLINE] AAM in Northumbria University Repository
Modelling Arbitrary Complex Dielectric Properties - an automated implementation for gprMax
Chapters in Books, Reports and Conference Proceedings: Conference ProceedingsOn the Limitations of Hyperbola Fitting for Estimating the Radius of Cylindrical Targets in Nondestructive Testing and Utility Detection
IEEE Geoscience and Remote Sensing Letters, vol. 19, 8029005Contributions to Journals: ArticlesThe Use of GPR and Microwave Tomography for the Assessment of the Internal Structure of Hollow Trees
IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-14Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1109/TGRS.2021.3115408
- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/17654/1/Tosti_etal_IEEE_the_use_of_AAM
- [ONLINE] View publication in Scopus
Fractal-Constrained Crosshole/Borehole-to-Surface Full Waveform Inversion for Hydrogeological Applications Using Ground-Penetrating Radar
IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-10Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1109/TGRS.2021.3054173
- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/16265/1/Manuscript.pdf
- [ONLINE] View publication in Scopus
A new era of planetary exploration: what we discovered on the far side of the moon
Contributions to Specialist PublicationsInferring the Shallow Layered Structure at the Chang’E-4 Landing Site: A Novel Interpretation Approach Using Lunar Penetrating Radar
Geophysical Research Letters, vol. 48, no. 16, e2021GL092866Contributions to Journals: ArticlesA Machine Learning Scheme for Estimating the Diameter of Reinforcing Bars Using Ground Penetrating Radar
IEEE Geoscience and Remote Sensing Letters (GRSL), vol. 18, no. 3, pp. 461-465Contributions to Journals: ArticlesOptimising the complex refractive index model for estimating the permittivity of heterogeneous concrete models
Remote Sensing, vol. 13, no. 4, 723Contributions to Journals: ArticlesReverse-Time Migration for Evaluating the Internal Structure of Tree-Trunks Using Ground-Penetrating Radar
NDT & E International, vol. 115, 102294Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1016/j.ndteint.2020.102294
- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/16743/1/J15.pdf
- [ONLINE] View publication in Scopus
Estimating reservoir permeability with borehole radar
Geophysics, vol. 85, no. 4, pp. H51-H60Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1190/geo2019-0696.1
- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/14766/1/J14.pdf
Diagnosing Emerging Infectious Diseases of Trees Using Ground Penetrating Radar
IEEE Transactions on Geoscience and Remote Sensing, vol. 58, no. 2, pp. 1146-1155Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1109/TGRS.2019.2944070
- [ONLINE] View publication in Scopus
- [ONLINE] University of West London repository
Health Monitoring of Tree-Trunks Using Ground Penetrating Radar
IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 10, pp. 8317-8326Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1109/TGRS.2019.2920224
The Use of Ground Penetrating Radar and Microwave Tomography for the Detection of Decay and Cavities in Tree Trunks
Remote Sensing, vol. 11, no. 18, 2073Contributions to Journals: ArticlesA Hybrid Optimization Scheme for Self-Potential Measurements Due to Multiple Sheet-Like Bodies in Arbitrary 2D Resistivity Distributions
Geophysical Prospecting, vol. 67, no. 7, pp. 1948-1964Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1111/1365-2478.12793
- [ONLINE] Deposit in University of Edinburgh repository
A Machine Learning Based Fast Forward Solver for Ground Penetrating Radar With Application to Full Waveform Inversion
IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 7, pp. 4417-4426Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1109/TGRS.2019.2891206
A CUDA-based GPU Engine for gprMax: Open source FDTD electromagnetic simulation software
Computer Physics Communications, vol. 237, pp. 208-218Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1016/j.cpc.2018.11.007
- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/14962/1/J6.pdf
- [ONLINE] View publication in Mendeley
Realistic FDTD GPR Antenna Models Optimized Using a Novel Linear/Nonlinear Full-Waveform Inversion
IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 3, pp. 1768-1778Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1109/TGRS.2018.2869027
Dagnosing Acute Oak Decline Using Ground Penetrating Radar
TerraEnvisionContributions to Conferences: Abstracts- [ONLINE] DOI: https://doi.org/10.3390/proceedings2019030024
- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/18634/1/A1.pdf
A Machine Learning Approach for Simulating Ground Penetrating Radar
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.1109/ICGPR.2018.8441558
gprMax: Open Source Software to Simulate Electromagnetic Wave Propagation for Ground Penetrating Radar
Computer Physics Communications, vol. 209, pp. 163-170Contributions to Journals: ArticlesPredicting GPR performance for Buried Victim Search and Rescue
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.1109/ICGPR.2016.7572642
Model-Based Evaluation of Signal-to-Clutter Ratio for Landmine Detection Using Ground-Penetrating Radar
IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 6, pp. 3564-3573Contributions to Journals: ArticlesA Realistic FDTD Numerical Modeling Framework of Ground Penetrating Radar for Landmine Detection
IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing, vol. 9, no. 1, pp. 37-51Contributions to Journals: ArticlesSignal Processing for Landmine Detection Using Ground Penetrating Radar
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.1109/IGARSS.2016.7730941
Numerical Modeling and Neural Networks for Landmine Detection Using Ground Penetrating Radar
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.1109/IWAGPR.2015.7292682
An Advanced GPR Modelling Framework: The Next Generation of gprMax
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.1109/IWAGPR.2015.7292621
- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/18064/1/C2.pdf
Numerical Modelling of Ground Penetrating Radar Antennas
EGU General AssemblyContributions to Conferences: Posters- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/17982/1/P1.pdf
Performance of a Ground Penetrating Radar Antenna in Heterogenous Environments
Chapters in Books, Reports and Conference Proceedings: Conference ProceedingsRealistic Modelling of Ground Penetrating Radar for Landmine Detection Using FDTD
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.1109/ICGPR.2014.6970568
Time-Synchronized Convolutional Perfectly Mathced Layer for Improved Absorbing Performance in FDTD
IEEE Antennas and Wireless Propagation Letters, vol. 14, pp. 690-693Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1109/LAWP.2014.2376981
- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/17540/1/J2.pdf
Realistic Modelling of High Frequency Ground Penetrating Radar for Near Surface Applications
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.3997/2214-4609.20142099