#refractory

[synthialove]

Light of the Ethos

[notallwmareracist]

Spent. Refractory. Savour. Reste.

Open door policy.

NotAllWMareRacist

[materialsscienceandengineering]

Machine learning accelerates discovery of high-temperature alloys

In a study recently published in Engineering, scientists from the University of Science and Technology Beijing, Guangdong Ocean University, and AiMaterials Research LLC have demonstrated a novel method to accelerate the discovery of refractory high-entropy alloys (RHEAs) compositions optimized for extreme conditions. The research, titled "Machine-Learning-Assisted Compositional Design of Refractory High-Entropy Alloys with Optimal Strength and Ductility," outlines how machine-learning (ML), genetic search, cluster analysis, and experimental design were employed to sift through billions of possible compositions and identify those with superior mechanical properties. The research team, led by Turab Lookman and Yanjing Su, synthesized and tested 24 different alloy compositions through a rigorous iterative process involving six feedback loops. Their efforts resulted in four compositions demonstrating remarkable high-temperature yield strength and room-temperature ductility. Among these, the ZrNbMoHfTa alloy system, specifically the composition Zr0.13Nb0.27Mo0.26Hf0.13Ta0.21, stood out with a yield strength approaching 940 MPa at 1200 °C and a room-temperature fracture strain of 17.2%.

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[t13shoots]

[nicospecial]

Refraction of light stone #refraction #refranes #refractory #reframedmag #lightdesign #lightstone #nicospecial #shine #underground #glasses #refractionphotography https://www.instagram.com/p/Crqan-Rt4J1/?igshid=NGJjMDIxMWI=

[macabee-613]

When your neighbors no you are a blacksmith and bring you gifts. #Blacksmith #firebrick #ironwork #refractory #Blacksmith https://www.instagram.com/p/B1bk3h5jQ37/?igshid=4zkymvvv46tu

[rustjungle]

Industrial Remnants, Niles, O. - According to a 1909 Sanborn fire map, these are the last two structures left standing (that I’m aware of) from the Niles Firebrick Co. The house in the front served as the offices, the three story brick structure was the pattern shop. I read that Niles Firebrick recruited heavily in Italy. You can thank them for the many Italians that live/lived in the south side of Niles. #therustjungle #steelvalley #deindustrialization #niles #nilesohio #refractory #refractorybricks #firebrick (at Pantalone & Son Towing) https://www.instagram.com/p/BpPelt8HPoI/?utm_source=ig_tumblr_share&igshid=j0j8myqf398v

[postersbykeith]