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Design space visualization for guiding investments in biodegradable and sustainably sourced materials
In many materials development projects, scientists and research heads make decisions to guide the project direction. For example, scientists may decide which processing steps to use, what elements to...
Papers By Citrine
Assessing the Frontier: Active Learning, Model Accuracy, and Multi objective Materials Discovery and Optimization
Discovering novel materials can be greatly accelerated by iterative machine learning-informed proposal of candidates—active learning. However, standard global error metrics for model quality are not predictive of discovery performance,...
Papers By Citrine
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Machine Learning accelerates research
Learn how data-driven assessments of research portfolio drive R&D strategy at glass manufacturer.
Case Studies, Metals and Glass, All
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New class of thermoelectric materials discovered
Learn how machine learning model made available to research community discovered new classes of thermoelectrics and helped thousands of projects.
Case Studies, Functional Materials, All
Machine-learned metrics for predicting the likelihood of success in materials discovery
Materials discovery is often compared to the challenge of finding a needle in a haystack. While much work has focused on accurately predicting the properties of candidate materials with...
Papers By Citrine
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First to Market – High-strength 3D Printable Aluminum Alloy
Learn how HRL reduced development time from years to days using the Citrine Platform.
Case Studies, Metals and Glass, All
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Machine Learning Accelerates Materials Development
Learn how Citrine's platform supported Panasonic as it developed new organic semiconductors.
Case Studies, Functional Materials, All
Research Newsletter Archive
The Data-Driven Material Science & Chemistry newsletter provides weekly scholarly and community news and updates on data science and physical science.
Newsletters
The 2019 Materials by Design Roadmap
Advances in renewable and sustainable energy technologies critically depend on our ability to design and realize materials with optimal properties. Materials discovery and design efforts ideally involve close coupling...
Papers By Citrine
Strategies for accelerating the adoption of materials informatics
Ongoing, rapid innovations in fields ranging from microelectronics, aerospace, and automotive to defense, energy, and health demand new advanced materials at even greater rates and lower costs. Traditional materials...
Papers By Citrine