L-PBF high-throughput data pipeline approach for multi-modal integration
Metal-based additive manufacturing requires active monitoring solutions for assessing part
quality. Multiple sensors and data streams, however, generate large heterogeneous data …
quality. Multiple sensors and data streams, however, generate large heterogeneous data …
Materials data science using CRADLE: A distributed, data-centric approach
There is a paradigm shift towards data-centric AI, where model efficacy relies on quality,
unified data. The common research analytics and data lifecycle environment (CRADLE™) is …
unified data. The common research analytics and data lifecycle environment (CRADLE™) is …
Phase Identification in Synchrotron X-ray Diffraction Patterns of Ti–6Al–4V Using Computer Vision and Deep Learning
X-ray diffraction patterns contain information about the atomistic structure and microstructure
(defect population) of materials, extracting detailed information from diffraction patterns is …
(defect population) of materials, extracting detailed information from diffraction patterns is …
A General Materials Data Science Framework for Quantitative 2D Analysis of Particle Growth from Image Sequences
Phase transformations are a challenging problem in materials science, which lead to
changes in properties and may impact performance of material systems in various …
changes in properties and may impact performance of material systems in various …
Adaptive Prompt Learning with SAM for Few-shot Scanning Probe Microscope Image Segmentation
The Segment Anything Model (SAM) has demonstrated strong performance in image
segmentation of natural scene images. However, its effectiveness diminishes markedly …
segmentation of natural scene images. However, its effectiveness diminishes markedly …
Automated Image Segmentation and Processing Pipeline Applied to X‐Ray Computed Tomography Studies of Pitting Corrosion in Aluminum Wires
MS Kalutotage, TG Ciardi, PK Tripathi… - Advanced Engineering … - Wiley Online Library
Understanding pitting corrosion is critical, yet its kinetics and morphology remain
challenging to study from X‐ray computed tomography (XCT) due to manual segmentation …
challenging to study from X‐ray computed tomography (XCT) due to manual segmentation …
Fluoropolymer Aging Phenomena
This project aims to investigate structural and morphological changes in fluoropolymers
induced by both processing and aging phenomena such as heat, time, and irradiation …
induced by both processing and aging phenomena such as heat, time, and irradiation …