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Giulio Masinelli
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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
1522019
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
952020
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
682022
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
582021
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
572022
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
522020
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
402022
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
392020
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
282021
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
132023
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
102021
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
102020
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
72023
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
42024
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
42023
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
32022
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, ...
22023
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
22023
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
22022
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
12022
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