Deep Learning for In Situ and Real-Time Quality Monitoring in Additive Manufacturing Using Acoustic Emission SA Shevchik, G Masinelli, C Kenel, C Leinenbach, K Wasmer IEEE Transactions on Industrial Informatics 15 (9), 5194-5203, 2019 | 159 | 2019 |
Supervised deep learning for real-time quality monitoring of laser welding with X-ray radiographic guidance S Shevchik, T Le-Quang, B Meylan, FV Farahani, MP Olbinado, A Rack, ... Scientific reports 10 (1), 3389, 2020 | 96 | 2020 |
Deep transfer learning of additive manufacturing mechanisms across materials in metal-based laser powder bed fusion process V Pandiyan, R Drissi-Daoudi, S Shevchik, G Masinelli, T Le-Quang, ... Journal of Materials Processing Technology 303, 117531, 2022 | 70 | 2022 |
Semi-supervised Monitoring of Laser powder bed fusion process based on acoustic emissions V Pandiyan, R Drissi-Daoudi, S Shevchik, G Masinelli, T Le-Quang, ... Virtual and Physical Prototyping 16 (4), 481-497, 2021 | 60 | 2021 |
Differentiation of materials and laser powder bed fusion processing regimes from airborne acoustic emission combined with machine learning R Drissi-Daoudi, V Pandiyan, R Logé, S Shevchik, G Masinelli, ... Virtual and Physical Prototyping 17 (2), 181-204, 2022 | 58 | 2022 |
Analysis of time, frequency and time-frequency domain features from acoustic emissions during Laser Powder-Bed fusion process V Pandiyan, R Drissi-Daoudi, S Shevchik, G Masinelli, R Logé, K Wasmer Procedia CIRP 94, 392-397, 2020 | 53 | 2020 |
Deep learning-based monitoring of laser powder bed fusion process on variable time-scales using heterogeneous sensing and operando X-ray radiography guidance V Pandiyan, G Masinelli, N Claire, T Le-Quang, M Hamidi-Nasab, ... Additive Manufacturing 58, 103007, 2022 | 43 | 2022 |
Adaptive laser welding control: A reinforcement learning approach G Masinelli, T Le-Quang, S Zanoli, K Wasmer, SA Shevchik Ieee Access 8, 103803-103814, 2020 | 39 | 2020 |
Artificial intelligence for monitoring and control of metal additive manufacturing G Masinelli, SA Shevchik, V Pandiyan, T Quang-Le, K Wasmer Industrializing Additive Manufacturing: Proceedings of AMPA2020, 205-220, 2021 | 28 | 2021 |
Acoustic emission for the prediction of processing regimes in laser powder bed fusion, and the generation of processing maps R Drissi-Daoudi, G Masinelli, C de Formanoir, K Wasmer, J Jhabvala, ... Additive Manufacturing 67, 103484, 2023 | 14 | 2023 |
SPARE: A spectral peak recovery algorithm for PPG signals pulsewave reconstruction in multimodal wearable devices G Masinelli, F Dell’Agnola, AA Valdés, D Atienza Sensors 21 (8), 2725, 2021 | 11 | 2021 |
Self-aware machine learning for multimodal workload monitoring during manual labor on edge wearable sensors G Masinelli, F Forooghifar, A Arza, D Atienza, A Aminifar IEEE Design & Test 37 (5), 58-66, 2020 | 11 | 2020 |
Monitoring of functionally graded material during laser directed energy deposition by acoustic emission and optical emission spectroscopy using artificial intelligence K Wasmer, M Wüst, D Cui, G Masinelli, V Pandiyan, S Shevchik Virtual and Physical Prototyping 18 (1), e2189599, 2023 | 8 | 2023 |
Healing of keyhole porosity by means of defocused laser beam remelting: Operando observation by X-ray imaging and acoustic emission-based detection C de Formanoir, MH Nasab, L Schlenger, S Van Petegem, G Masinelli, ... Additive Manufacturing 79, 103880, 2024 | 4 | 2024 |
Harmonizing sound and light: X-ray imaging unveils acoustic signatures of stochastic inter-regime instabilities during laser melting M Hamidi Nasab, G Masinelli, C de Formanoir, L Schlenger, ... Nature Communications 14 (1), 8008, 2023 | 4 | 2023 |
Multimodal signal segmentation technique based on morphological operators applied on synchronized optical data for Laser Powder Bed Fusion processes G Masinelli, R Wrobel, V Pandiyan, K Wasmer Procedia CIRP 111, 838-843, 2022 | 3 | 2022 |
Operando X-Ray imaging of stochastic inter-regime instabilities in laser melting processes: direct evidence of acoustic emission signatures MH Nasab, G Masinelli, C de Formanoir, L Schlenger, S Van Petegem, ... | 2 | 2023 |
When am (additive manufacturing) meets ae (acoustic emission) and AI (artificial intelligence) K Wasmer, R Drissi-Daoudi, G Masinelli, T Quang-Le, R Loge, ... vol, 2023 | 2 | 2023 |
Smart closed-loop control of laser welding using reinforcement learning T Le Quang, B Meylan, G Masinelli, F Saeidi, SA Shevchik, FV Farahani, ... Procedia CIRP 111, 479-483, 2022 | 2 | 2022 |
Monitoring of direct energy deposition process using manifold learning and co-axial melt pool imaging V Pandiyan, D Cui, A Parrilli, P Deshpande, G Masinelli, S Shevchik, ... Manufacturing Letters 33, 776-785, 2022 | 1 | 2022 |