AI will discover sci-fi level, alien, ultra advanced materials that will make our world unrecognizable by the late 2030s.
Korean research team has developed a new AI based method that can identify material properties using very little data.
Traditionally, this process required lots of experiments and expensive equipment, but the new approach combines AI with the laws of physics to make it much faster and more efficient.
The team used physics informed machine learning (PIML), which teaches AI models to follow physical laws. In one study, they showed that their system could accurately analyze rubber like materials using data from just one experiment. In another, it predicted key properties of thermoelectric materials, which turn heat into electricity, from only a few measurements.
They also created a Physics Informed Neural Operator (PINO), an AI model that can understand physical laws and predict properties of new materials it hasn’t seen before. 👀
After being trained on 20 materials, it correctly predicted the properties of 60 new ones.
This breakthrough could greatly speed up the discovery and design of new materials for use in fields like energy, electronics, and engineering.
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