Citrine Informatics

Founded in 1895, Gebrüder Dorfner GmbH & Co. Kaolin- und Kristallquarzsand-Werke KG specializes in the extraction, processing and refining of industrial minerals for numerous applications across paints and coatings, composites, construction chemicals, plastics, and more. Learn how a culture and drive for innovation, partnered with the Citrine Platform to leverage AI for their product development, has enabled Dorfner to lead in a mature and moving market. Special thank you to the Dorfner team for welcoming Citrine Informatics in to share their story. Mirko Mondan, Peter Van Herzele, Oliver Drum https://hubs.ly/Q02j2fvz0 #dorfner #gebrüderdorfner #citrineinformatics #ai #innovation #citrineplatform #materials #chemicals

Come and say hello at in-cosmetics Global. EU65.

Join Hannah Melia tomorrow at the Sustainability Forum of In Cosmetics Global as she talks about using AI to reformulate sustainably.

Thank you, Greg Mulholland, for coming to visit! We enjoyed hosting Greg for an Alumni Mentoring hour today. There, current Scholars asked questions and heard about his experiences dating back to his time in the Park Class of 2007. Today, Greg delivered a presentation at a North Carolina State University Board of Trustees meeting titled, "From Park Scholar to Entrepreneur". Gregg described how his time as a Park Scholar studying at the NC State College of Engineering prepared him for entrepreneurial success. As CEO and Co-Founder of Citrine Informatics, he helps companies address supply chain challenges by leveraging AI to reimagine product development, production and sales.

We are proud to be partnering in this project to develop next-generation materials critical to commercializing fusion power. https://hubs.ly/Q03fJ-Cy0

A few years ago, I wrote a perspective on "Phase Stability through Machine Learning" in memory of Prof. John Morral, who was very influential in our field and from whom I learned so much: https://lnkd.in/duivrBYA In the paper, I wrote: "since the field is developing at lightning speed, it is very likely that the present review will be obsolete within a couple of years (at best)..." Well, much has happened in this very short time and lots of really cool and exciting works using AI/ML to address questions on phase stability have emerged, rendering my perspective obsolete already! This is why I am really excited to announce a special issue in the Journal of Phase Equilibria (JPED) on "Data Science and Machine Learning Applied in Phase Stability". https://lnkd.in/daZv9Xhh Topics include (but are not limited to): •Machine Learning for Phase Prediction: Using ML to forecast equilibrium and metastable phases in complex materials. •Data-Driven Thermodynamics: Modeling thermodynamic properties and phase diagrams with data-centric approaches. •Integrated Datasets: Combining computational and experimental data for more accurate phase stability predictions. •AI for Phase Boundaries: Leveraging AI to detect phase boundaries and zero-phase fraction lines. •Accelerated Materials Discovery: Employing high-throughput experimentation alongside ML. •Active Learning & Bayesian Optimization: Applying these strategies to refine phase stability studies. •Surrogate Modeling: Utilizing ML-based surrogates for thermodynamic potential calculations. •Uncertainty Quantification: Using statistical learning to gauge prediction uncertainties. •Innovative Databases: Developing new databases and informatics frameworks centered on phase stability and thermodynamics. My dear friends, James Saal (Citrine Informatics), Dongwon Shin (ORNL) and I will be guest-editing the issue. Here are some more details: Interested authors are strongly encouraged to submit an abstract to one of the guest editors for consideration and comments before the preparation of a full manuscript:   Prof. Raymundo Arroyave: rarroyave@tamu.edu Dr. James Saal: jsaal@citrine.io Dr. Dongwon Shin: shind@ornl.gov   Draft title/abstract submissions are due by May 30, 2025.   The manuscript submission deadline is December 12, 2025.

See you next week at In Cosmetics Global. Come and say hello at booth EU 65. Or message us to arrange a meeting. Dr. Jazmín Aboytes, Matthias Hermann, Hannah Melia. #cosmetics #beauty #personalcare #ingredients

Last chance to register for our webinar aimed at companies that supply ingredients and additives. See a demo of the Citrine Platform and how it can be used to prove the effectiveness of ingredients. https://hubs.ly/Q039sP480

LLMs are great for text-based tasks, but for materials & chemicals R&D, you need AI that understands small, high-value datasets. That’s where Citrine Informatics comes in—accelerating innovation with machine learning built for science. Read more: https://lnkd.in/d5d5a9rN

Great to see our customers talking about their work. Braskem If this is interesting to you, register for our upcoming webinar on Making Chemical and Mechanical Recycling More Productive using AI https://lnkd.in/eF_3FHR7 https://lnkd.in/erdcmiat