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Electromagnetic imaging of a dielectric micro-structure via convolutional neural networks

Peipei Ran , Yingying Qin , Dominique Lesselier
27th European Signal Processing Conference (EUSIPCO 2019), Sep 2019, A Coruña, Spain. pp.8903073, ⟨10.23919/EUSIPCO.2019.8903073⟩
Communication dans un congrès hal-02074718v1

Convolutional neural networks and microwave-ultrasound data fusion for breast imaging

Yingying Qin , Peipei Ran , Thomas Rodet
XXXIV General Assembly and Scientific Symposium (GASS) of the International Union of Radio Science, Aug 2021, Rome, Italy
Communication dans un congrès hal-03225692v1

On the diagnostic of a complex sub-wavelength micro-structure via machine learning tools

Peipei Ran , Mohammed Serhir , Dominique Lesselier
2021 IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting (APS/URSI), Dec 2021, Singapour, Singapore. Paper FR-UB.2P.9
Communication dans un congrès hal-03478788v1

Imaging of sub-wavelength micro-structures by time reversal and neural networks, from synthetic to laboratory-controlled data

Peipei Ran , Siyuan Chen , Mohammed Serhir , Dominique Lesselier
IEEE Transactions on Antennas and Propagation, 2021, 69 (12), pp.8753-8762. ⟨10.1109/TAP.2021.3083741⟩
Article dans une revue hal-03112405v1
Image document

Diagnostic électromagnétique et imagerie d'une microstructure diélectrique à l'aide de réseaux de neurones convolutionnels

Peipei Ran , Dominique Lesselier , Mohammed Serhir
Huitième conférence plénière biennale du GDR ONDES - CentraleSupélec, Oct 2019, Gif-sur-Yvette, France
Communication dans un congrès hal-02860247v1

Subwavelength micro-structure probing by binary-specialized methods: contrast source and convolutional neural networks

Peipei Ran , Yingying Qin , Dominique Lesselier , Mohammed Serhir
IEEE Transactions on Antennas and Propagation, 2021, 69 (2), pp.1030-1039. ⟨10.1109/TAP.2020.3016175⟩
Article dans une revue hal-02472522v1

On the modeling and diagnosis of a micro-structured wire antenna system

Huilin Tu , Mohammed Serhir , Peipei Ran , Dominique Lesselier
10th International Conference on Microwave and Millimeter Wave Technology (ICMMT2018), May 2018, Chengdu, China. pp.18321999, ⟨10.1109/ICMMT.2018.8563875⟩
Communication dans un congrès hal-01726084v1

Diagnostic within a dielectric micro-structure: time-reversal and sparsity-constrained imaging

Peipei Ran , Zicheng Liu , Dominique Lesselier , Mohammed Serhir
13th European Conference on Antennas and Propagation, European Association on Antennas and Propagation (EurAAP), Apr 2019, Krakow, Poland. pp.8740223
Communication dans un congrès hal-02074697v1

Electromagnetic micro-structure non-destructive testing: sparsity-constrained and combined convolutional-recurrent neural networks methods

Peipei Ran , Dominique Lesselier , Mohammed Serhir
Electronics, 2020, 9 (11), pp.1750. ⟨10.3390/electronics9111750⟩
Article dans une revue hal-02905435v1

Retrieving missing elements of a 2-D micro-structure: joint-sparsity inversion and convolutional neural networks

Peipei Ran , Yingying Qin , Dominique Lesselier , Mohammed Serhir
9th International Conference on New Computational Methods for Inverse Problems, May 2019, Cachan, France
Communication dans un congrès hal-02074720v1

Convolutional neural networks for imaging of micro-structures

Peipei Ran , Dominique Lesselier , Mohammed Serhir
The 42nd PIERS PhotonIcs & Electromagnetics Research Symposium, Dec 2019, Xiamen, China
Communication dans un congrès hal-02200529v1

Breast imaging by convolutional neural networks from joint microwave and ultrasonic data

Yingying Qin , Peipei Ran , Thomas Rodet , Dominique Lesselier
IEEE Transactions on Antennas and Propagation, 2022, 70 (8), pp.6265-6276. ⟨10.1109/TAP.2021.3137457⟩
Article dans une revue hal-03185483v1
Image document

Diagnostic within a micro-structure using microwave and analysis by convolutional neural network

Peipei Ran
2019
Vidéo medihal-02262289v1
Image document

Imaging of a micro-structure: binary contrast source inversion and convolutional neural networks

Peipei Ran , Yingying Qin , Dominique Lesselier , Mohammed Serhir
XXXIII General Assembly and Scientific Symposium (GASS) of the International Union of Radio Science, Aug 2020, Rome, Italy. pp.B06-02
Communication dans un congrès hal-02906373v1