lpbf

There are 0 repository under lpbf topic.

vigneashpandiyan / Additive-Manufacturing-Transfer-Learning
Deep transfer learning of additive manufacturing mechanisms across materials in metal-based laser powder bed fusion process
acoustic-emission additive-manufacturing lpbf process-monitoring pytorch resnet slm transfer-learning vgg16 3d-printing metal timeseries processmonitoring
Language:Python 7
ArthurKretzer / lpbf-layer-segmentation
This project was made in Alkimat during a computer vision master's course on UFSC (Universidade Federal de Santa Catarina). The scope of the development was to segment a printed layer on an image shoot from a Laser Powder Bed Fusion (LPBF) machine developed in Alkimat.
3d-printing metal lpbf computer-vision
Language:Jupyter Notebook 2
vigneashpandiyan / Additive-Manufacturing-DED-Contrastive-Learners
In Situ Quality Monitoring in Direct Energy Deposition Process using Co-axial Process Zone Imaging and Deep Contrastive Learning
3d-printing acoustic-emission additive-manufacturing ccd contrastive-learning ded image-processing lpbf process-monitoring pytorch slm processmonitoring
Language:Python 2
vigneashpandiyan / Additive-Manufacturing-Sensor-Selection-Acoustic-Emission
Sensor selection for process monitoring based on deciphering acoustic emissions from different dynamics of the Laser Powder Bed Fusion process using Empirical Mode Decompositions and Interpretable Machine Learning
3d-printing acoustic-emission additive-manufacturing classification empirical-mode-decomposition explainable-ai lpbf process-monitoring saliency-map shap slm timeseries processmonitoring explainable-artificial-intelligence explainable-deepneuralnetwork explainable-ml sensor
Language:Python 1
vigneashpandiyan / Additive-Manufacturing-Variable-Time-Scales
Deep learning-based monitoring of laser powder bed fusion process on variable time-scales using heterogeneous sensing and operando X-ray radiography guidance
3d-printing acoustic-emission additive-manufacturing lpbf lstm photodiode process-monitoring pytorch slm synchrotron timescales timeseries processmonitoring
Language:Python 1
vigneashpandiyan / Additive-Manufacturing-Acoustics-Semisupervised-Learning
Semi-supervised monitoring of laser powder bed fusion process based on acoustic emissions
3d-printing acoustic-emission additive-manufacturing anomaly-detection gan lpbf process-monitoring pytorch semi-supervised-learning slm vae encoder-decoder timeseries processmonitoring
Language:Python 0
vigneashpandiyan / Additive-Manufacturing-Feature-Engineering-Acoustic-Emission
Repositry supporting two publications on LPBF process monitoring using acoustic emissions
3d-printing acoustic-emission additive-manufacturing classification feature-engineering feature-extraction lpbf metal process-monitoring python slm timeseries processmonitoring
Language:Python 0
vigneashpandiyan / Additive-Manufacturing-Domain-adaptation-for-Bridging-Dissimilar-Process-Maps-Acoustic-Emission
Monitoring Of Laser Powder Bed Fusion Process By Bridging Dissimilar Process Maps Using Deep Learning-based Domain Adaptation on Acoustic Emissions
3d-printing acoustic-emission additive-manufacturing domain-adaptation laser laserprocessing lpbf process-monitoring slm processmaps pytorch timeseries processmonitoring
Language:Python
vigneashpandiyan / Additive-Manufacturing-Self-Supervised-Bayesian-Representation-Learning-Acoustic-Emission
Self-Supervised Bayesian Representation Learning of Acoustic Emissions from Laser Powder Bed Fusion Process for In-situ Monitoring
3d-printing acoustic-emission additive-manufacturing anomaly-detection bayesian bayesiannetwork lpbf process-monitoring representation-learning self-supervised-learning slm pytorch timeseries processmonitoring
Language:Python