Iraklis Giannakis

2023

A flexible deep learning crater detection scheme using Segment Anything Model (SAM)

Giannakis, I., Bhardwaj, A., Sam, L. & Leontidis, G., 23 Sept 2023, (E-pub ahead of print) In: Icarus.

Research output: Contribution to journal › Article › peer-review

Stochastic hyperbola fitting, probabilistic inversion, reverse-time migration and clustering: A novel interpretation toolbox for in-situ planetary radar

Giannakis, I., Martin-Torres, J., Zorzano, M-P., Su, Y., Warren, C. & Giannapoulos, A., Aug 2023, In: Icarus (New York, N.Y. 1962). 400, 12 p., 115555.

Research output: Contribution to journal › Article › peer-review

Open Access

File

1 Citation (Scopus)

3 Downloads (Pure)

Background Removal, Velocity Estimation, and Reverse-Time Migration: A Complete GPR Processing Pipeline Based on Machine Learning

Patsia, O., Giannopoulos, A. & Giannakis, I., 31 Jul 2023, In: IEEE Transactions on Geoscience and Remote Sensing. 61, p. 1-11 11 p., 2003311.

Research output: Contribution to journal › Article › peer-review

A deep learning framework based on improved self-supervised learning for ground-penetrating radar tunnel lining inspection

Huang, J., Yang, X., Zhou, F., Li, X., Zhou, B., Lu, S., Ivashov, S., Giannakis, I., Kong, F. & Slob, E., 19 May 2023, (E-pub ahead of print) In: Computer-Aided Civil and Infrastructure Engineering.

Research output: Contribution to journal › Article › peer-review

1 Citation (Scopus)

Extracting mud invasion information using borehole radar - A numerical study

Zhou, F., Giannakis, I., Giannopoulos, A., Holliger, K. & Slob, E., 1 Mar 2023, In: Geophysics. 88, 2, p. D69-D83 15 p.

Research output: Contribution to journal › Article › peer-review

Unveiling the Subsurface of Late Amazonian Lava Flows at Echus Chasma, on Mars

Mansilla, F., Zorzano, M. P., Giannakis, I. & Ruiz, J., Mar 2023, In: Remote Sensing. 15, 5, 1357.

Research output: Contribution to journal › Article › peer-review

Open Access

File

1 Citation (Scopus)

1 Downloads (Pure)

2022

Deep learning–based nondestructive evaluation of reinforcement bars using ground-penetrating radar and electromagnetic induction data

Li, X., Liu, H., Zhou, F., Chen, Z., Giannakis, I. & Slob, E., 15 Nov 2022, In: Computer-Aided Civil and Infrastructure Engineering. 37, 14, p. 1834-1853 20 p.

Research output: Contribution to journal › Article › peer-review

Open Access

File

16 Citations (Scopus)

8 Downloads (Pure)

A digital twin of the GSSI 2000 MHz palm antenna developed using multi-parametric optimisation

Patsia, O., Giannopoulos, A. & Giannakis, I., 1 Sept 2022, 2021 11th International Workshop on Advanced Ground Penetrating Radar (IWAGPR). Institute of Electrical and Electronics Engineers Inc., p. 138-142 5 p.

Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

2 Citations (Scopus)

On the Limitations of Hyperbola Fitting for Estimating the Radius of Cylindrical Targets in Nondestructive Testing and Utility Detection

Giannakis, I., Zhou, F., Warren, C. & Giannopoulos, A., 1 Aug 2022, In: IEEE Geoscience and Remote Sensing Letters. 19, 5 p., 8029005.

Research output: Contribution to journal › Article › peer-review

6 Citations (Scopus)

The Use of GPR and Microwave Tomography for the Assessment of the Internal Structure of Hollow Trees

Tosti, F., Gennarelli, G., Lantini, L., Catapano, I., Soldovieri, F., Giannakis, I. & Alani, A. M., 1 Jan 2022, In: IEEE Transactions on Geoscience and Remote Sensing. 60, p. 1-14 14 p., 2002314.

Research output: Contribution to journal › Article › peer-review

Open Access

File

9 Citations (Scopus)

7 Downloads (Pure)

Fractal-Constrained Crosshole/Borehole-to-Surface Full Waveform Inversion for Hydrogeological Applications Using Ground-Penetrating Radar

Giannakis, I., Giannopoulos, A., Warren, C. & Sofroniou, A., 2022, In: IEEE Transactions on Geoscience and Remote Sensing. 60, p. 1-10 10 p., 5901110.

Research output: Contribution to journal › Article › peer-review

Open Access

File

4 Citations (Scopus)

38 Downloads (Pure)

2021

A new era of planetary exploration: what we discovered on the far side of the moon

Giannakis, I., 11 Nov 2021, The Conversation.

Research output: Contribution to specialist publication › Article

Open Access

Inferring the Shallow Layered Structure at the Chang’E-4 Landing Site: A Novel Interpretation Approach Using Lunar Penetrating Radar

Giannakis, I., Zhou, F., Warren, C. & Giannopoulos, A., 28 Aug 2021, In: Geophysical Research Letters. 48, 16, 14 p., e2021GL092866.

Research output: Contribution to journal › Article › peer-review

Open Access

File

9 Citations (Scopus)

1 Downloads (Pure)

A Machine Learning Scheme for Estimating the Diameter of Reinforcing Bars Using Ground Penetrating Radar

Giannakis, I., Giannopoulos, A. & Warren, C., Mar 2021, In: IEEE Geoscience and Remote Sensing Letters (GRSL). 18, 3, p. 461-465 5 p.

Research output: Contribution to journal › Article › peer-review

Open Access

File

35 Citations (Scopus)

19 Downloads (Pure)

Optimising the complex refractive index model for estimating the permittivity of heterogeneous concrete models

Zadhoush, H., Giannopoulos, A. & Giannakis, I., 16 Feb 2021, In: Remote Sensing. 13, 4, 15 p., 723.

Research output: Contribution to journal › Article › peer-review

Open Access

File

12 Citations (Scopus)

3 Downloads (Pure)

A Deep Learning framework for Ground Penetrating Radar

Patsia, O., Giannopoulos, A. & Giannakis, I., 2021, 2021 11th International Workshop on Advanced Ground Penetrating Radar, IWAGPR 2021. Institute of Electrical and Electronics Engineers Inc.

Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

1 Citation (Scopus)

2020

Reverse-Time Migration for Evaluating the Internal Structure of Tree-Trunks Using Ground-Penetrating Radar

Alani, A., Giannakis, I., Zou, L., Lantini, L. & Tosti, F., Oct 2020, In: NDT & E International. 115, 10 p., 102294.

Research output: Contribution to journal › Article › peer-review

Open Access

File

14 Citations (Scopus)

2 Downloads (Pure)

Estimating reservoir permeability with borehole radar

Zhou, F., Giannakis, I., Giannopoulos, A., Hollinger, K. & Slob, E., 1 Jul 2020, In: Geophysics. 85, 4, p. H51-H60 10 p.

Research output: Contribution to journal › Article › peer-review

Open Access

File

3 Citations (Scopus)

8 Downloads (Pure)

Diagnosing Emerging Infectious Diseases of Trees Using Ground Penetrating Radar

Giannakis, I., Tosti, F., Lantini, L. & Alani, A., Feb 2020, In: IEEE Transactions on Geoscience and Remote Sensing. 58, 2, p. 1146-1155 10 p.

Research output: Contribution to journal › Article › peer-review

19 Citations (Scopus)

2019

Health Monitoring of Tree-Trunks Using Ground Penetrating Radar

Giannakis, I., Tosti, F., Lantini, L. & Alani, A., Oct 2019, In: IEEE Transactions on Geoscience and Remote Sensing. 57, 10, p. 8317-8326 7 p.

Research output: Contribution to journal › Article › peer-review

23 Citations (Scopus)

The Use of Ground Penetrating Radar and Microwave Tomography for the Detection of Decay and Cavities in Tree Trunks

Alani, A., Soldovieri, F., Catapano, I., Giannakis, I., Gennarelli, G., Lantini, L., Ludeno, G. & Tosti, F., 4 Sept 2019, In: Remote Sensing. 11, 18, 18 p., 2073.

Research output: Contribution to journal › Article › peer-review

Open Access

File

15 Citations (Scopus)

4 Downloads (Pure)

A Hybrid Optimization Scheme for Self-Potential Measurements Due to Multiple Sheet-Like Bodies in Arbitrary 2D Resistivity Distributions

Giannakis, I., Tsourlos, P., Papazachos, C., Vargemezis, G., Giannopoulos, A., Papadopoulos, N., Tosti, F. & Alani, A., Sept 2019, In: Geophysical Prospecting. 67, 7, p. 1948-1964 17 p.

Research output: Contribution to journal › Article › peer-review

3 Citations (Scopus)

A Machine Learning Based Fast Forward Solver for Ground Penetrating Radar With Application to Full Waveform Inversion

Giannakis, I., Giannopoulos, A. & Warren, C., Jul 2019, In: IEEE Transactions on Geoscience and Remote Sensing. 57, 7, p. 4417-4426 10 p.

Research output: Contribution to journal › Article › peer-review

63 Citations (Scopus)

A CUDA-based GPU Engine for gprMax: Open source FDTD electromagnetic simulation software

Warren, C., Giannopoulos, A., Gray, A., Giannakis, I., Patterson, A., Wetter, L. & Hamrah, A., Apr 2019, In: Computer Physics Communications. 237, p. 208-218 11 p.

Research output: Contribution to journal › Article › peer-review

Open Access

File

72 Citations (Scopus)

11 Downloads (Pure)

Realistic FDTD GPR Antenna Models Optimized Using a Novel Linear/Nonlinear Full-Waveform Inversion

Giannakis, I., Giannopoulos, A. & Warren, C., Mar 2019, In: IEEE Transactions on Geoscience and Remote Sensing. 57, 3, p. 1768-1778 21 p.

Research output: Contribution to journal › Article › peer-review

40 Citations (Scopus)

Dagnosing Acute Oak Decline Using Ground Penetrating Radar

Giannakis, I., Alani, A., Lantini, L. & Tosti, F., 2019.

Research output: Contribution to conference › Abstract › peer-review

Open Access

File

33 Downloads (Pure)

2018

A Machine Learning Approach for Simulating Ground Penetrating Radar

Giannakis, I., Giannopoulos, A. & Warren, C., 23 Aug 2018, 2018 17th International Conference on Ground Penetrating Radar (GPR). IEEE Explore

Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

14 Citations (Scopus)

2016

gprMax: Open Source Software to Simulate Electromagnetic Wave Propagation for Ground Penetrating Radar

Warren, C., Giannopoulos, A. & Giannakis, I., Dec 2016, In: Computer Physics Communications. 209, p. 163-170 9 p.

Research output: Contribution to journal › Article › peer-review

Open Access

File

602 Citations (Scopus)

22 Downloads (Pure)

Predicting GPR performance for Buried Victim Search and Rescue

Diamanti, N., Annan, A. P. & Giannakis, I., 22 Sept 2016, The Proceedings of 2016 16th International Conference on Ground Penetrating Radar, GPR. IEEE Explore, 6 p.

Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

5 Citations (Scopus)

Model-Based Evaluation of Signal-to-Clutter Ratio for Landmine Detection Using Ground-Penetrating Radar

Giannakis, I., Giannopoulos, A. & Yarovoy, A., Jun 2016, In: IEEE Transactions on Geoscience and Remote Sensing. 54, 6, p. 3564-3573 10 p.

Research output: Contribution to journal › Article › peer-review

Open Access

File

18 Citations (Scopus)

6 Downloads (Pure)

A Realistic FDTD Numerical Modeling Framework of Ground Penetrating Radar for Landmine Detection

Giannakis, I., Giannopoulos, A. & Warren, C., Jan 2016, In: IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing. 9, 1, p. 37-51 15 p.

Research output: Contribution to journal › Article › peer-review

Open Access

File

141 Citations (Scopus)

79 Downloads (Pure)

Signal Processing for Landmine Detection Using Ground Penetrating Radar

Giannakis, I., Xu, S., Pascal, A., Yarovoy, A. & Sala, J., 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) Proceedings. IEEE Explore, 4 p.

Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

14 Citations (Scopus)

2015

Numerical Modeling and Neural Networks for Landmine Detection Using Ground Penetrating Radar

Giannakis, I., Giannopoulos, A., Warren, C. & Davidson, N., Jul 2015, 2015 8th International Workshop on Advanced Ground Penetrating Radar (IWAGPR). IEEE Press

Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

15 Citations (Scopus)

An Advanced GPR Modelling Framework: The Next Generation of gprMax

Warren, C., Giannopoulos, A. & Giannakis, I., 2015, 2015 8th International Workshop on Advanced Ground Penetrating Radar (IWAGPR). IEEE Press

Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

File

55 Citations (Scopus)

67 Downloads (Pure)

Numerical Modelling of Ground Penetrating Radar Antennas

Giannakis, I., Pajewski, L. & Giannopoulos, A., 2015.

Research output: Contribution to conference › Poster › peer-review

File

30 Downloads (Pure)

Performance of a Ground Penetrating Radar Antenna in Heterogenous Environments

Warren, C., Giannakis, I. & Giannopoulos, A., 2015, Proceedings of the 8th Congress of the Balkan Geophysical Society. Vol. 27210. p. 1-5

Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

2014

Realistic Modelling of Ground Penetrating Radar for Landmine Detection Using FDTD

Giannakis, I., Giannopoulos, A. & Davidson, N., 4 Dec 2014, Proceedings of the 15th International Conference on Ground Penetrating Radar. IEEE Explore

Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

7 Citations (Scopus)

Time-Synchronized Convolutional Perfectly Mathced Layer for Improved Absorbing Performance in FDTD

Giannakis, I. & Giannopoulos, A., 4 Dec 2014, In: IEEE Antennas and Wireless Propagation Letters. 14, p. 690-693

Research output: Contribution to journal › Article › peer-review

Open Access

File

30 Citations (Scopus)

32 Downloads (Pure)

Realistic Modelling of High Frequency Ground Penetrating Radar for Near Surface Applications

Giannopoulos, A. & Giannakis, I., Sept 2014, Conference Proceedings, Near Surface Geoscience 2014 - 20th European Meeting of Environmental and Engineering Geophysics . European Association of Geoscientists and Engineers, EAGE, Vol. 2014. p. 1-5

Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution