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There are many more geometric-structural feature extraction programs to be written and thoroughly benchmarked with respect to each other on sophisticated test image sets in order to make progress collectively as a community towards the shared goals of model-based imaging, materials informatics, and the knowledge-based designs of new materials.
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To the best of our knowledge, this is the first application of the RANSAC algorithm in materials-informatics and certainly for the analysis of solar cells libraries.
Pearson correlation coefficients are calculated between the materials properties under study which can be integrated with materials informatics for rapidly screening and designing materials.
The results of the case studies indicate that MDM is a powerful approach for use in materials discovery and innovation, and will play an important role in the development of the Materials Genome Initiative and Materials Informatics.
In recent years, materials informatics has been getting more and more attention, and knowledge base plays a critical role for intelligent applications of materials science and engineering.
This, in turn, is aided by the ability to rapidly characterize and digitally represent microstructural features and the use of materials informatics to statistically assess the large amounts of materials data being accumulated for inputs into model development and alloy design.
Materials informatics is a rapidly emerging data- and knowledge-driven approach for the identification of novel materials for a range of applications, including solar energy conversion.
This introductory chapter sets the stage for the emerging discipline of Materials Informatics at the intersection of materials science, computational science, and information science.
This work highlights the significance and utility of data mining and knowledge discovery techniques in the context of materials informatics.
While the use of "genomic" methods to facilitate property prediction, virtual design, and discovery of materials is relatively new, the concepts driving the development of materials informatics are based, solidly, on the lessons learned during the development history of cheminformatics and bioinformatics.
Adventures in Semantic Materials Informatics - Nico Adams.
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