Prior to this development, less than 10% of the melting temperatures of the 200,000-plus inorganic compounds that have been identified on earth were known.
US-based researchers have harnessed the power of artificial intelligence to demonstrate an easier way to predict melting temperatures for potentially any compound or chemical formula.
Hong’s approach allows melting temperatures to be computed in milliseconds for any compound or chemical formula input. To do so, the research team built a model from an architecture of neural networks and trained their machine learning program on a custom-curated database encompassing 9,375 materials, out of which 982 compounds have melting temperatures higher than a scorching 3100 degrees Fahrenheit. Materials at this temperature glow white-hot.
For the most part, there was a gradual decrease in the calculated melting temperatures of minerals identified on earth in more recent times, with two major exceptions.
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