Tech, ExplainedIndustrial tech and mobility
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Materials science

Glass that survives a drop, a jacket that breathes.

1 Predict mixtures2 Make the material3 Check each batch4 Used in the productsends the best mixturessends batches for testingsupplies the approved materialAI materials discovery+Speciality chemicals+Advanced materials+Colour measurement+Battery cells↗ EV BATTERIES AND CHARGINGOptical fibre cable↗ TELECOM NETWORKSOffice printers and copiers↗ WORKPLACE DEVICESA chemist at a paint company in ThaneA material that a manufacturer builds itsproduct aroundYears later: the manufacturer still buys the same material, because changing it would mean testing the wholeproduct again.CONCEPTS IN THIS SCENEDesign winInstalled baseFoundation models1 Predict mixtures2 Make the material3 Check each batch4 Used in the productsends the best mixturessends batches for testingsupplies the approved materialAI materialsdiscovery+Specialitychemicals+Advancedmaterials+Colourmeasurement+Battery cells↗ EV BATTERIESAND CHARGINGOptical fibre cable↗ TELECOM NETWORKSOffice printersand copiers↗ WORKPLACE DEVICESA chemist at a paintcompany in ThaneA material that a manufacturerbuilds its product aroundYears later: the manufacturer still buys the same material, because changing it would mean testing the wholeproduct again.CONCEPTS IN THIS SCENEDesign winInstalled baseFoundation modelsA chemist at a paint company in Thane1 Predict mixturesAI materials discovery+Battery cells↗ EV BATTERIES AND CHARGING↓ sends the best mixtures2 Make the materialSpeciality chemicals+Advanced materials+↓ sends batches for testing3 Check each batchColour measurement+↓ supplies the approved material4 Used in the productOptical fibre cable↗ TELECOM NETWORKSOffice printers and copiers↗ WORKPLACE DEVICES→ A material that a manufacturerbuilds its product aroundYears later: the manufacturer still buys thesame material, because changing it would meantesting the whole product again.CONCEPTS IN THIS SCENEDesign winInstalled baseFoundation models
A new material's journey from a predicted mixture, through making it for one job and checking each batch, to its use inside a manufacturer's product, with the products that act at each step hanging below it.
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Materials science is the work of finding and making the materials that products are built from, such as the glass on a phone screen, a jacket fabric that keeps rain out but lets sweat escape, or the catalyst in a refinery. None of these happens by chance. Each depends on a material that some company spent years developing.

Materials come in two kinds. Commodity chemicals, such as caustic soda, are made in huge amounts and are the same whoever makes them, so buyers choose mainly on price. Speciality chemicals and advanced materials are made in smaller amounts, each for one job. Buyers choose them for what they do, and the maker earns more on each unit sold.

A materials company sells to manufacturers, not to the public. A phone maker buys the glass. A paper mill buys the chemicals that treat its pulp. A new material takes years to develop and is protected by patents. The manufacturer then spends months testing the material inside its own product. Once the product is built around the material, it is a design win for the supplier. Changing supplier would mean testing the whole product again, so the manufacturer rarely does it, and the product stays as an installed base for years.

Consider a chemist at a paint company in Thane. A customer wants a red that does not fade in sunlight. The company first lists candidate mixtures. Then it makes the best of them and checks the shade of every batch with colour measurement instruments. The customer approves one mixture, and from then on the paint is made to that formula.

Scientists once found new materials only by long trial in the lab, changing one ingredient at a time. Now AI materials discovery uses models, close relatives of foundation models, to predict which mixtures will have the wanted properties. Robotic labs then test them round the clock. India has strong chemistry and paint industries and good research institutes, so this work is done in India as well as abroad.

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