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Google patents AI tool to pick chemicals for growing new materials

Google describes a system that uses machine learning to help scientists choose the right chemical helpers, called nucleating agents, for creating specific new materials. The software analyzes the target material and compares it against a list of possible additives to find the best match.

Why it mattersThis could speed up the development of new materials for batteries, electronics, or other technologies by reducing the time scientists spend testing different chemical combinations.

In the filing’s own words

Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for selecting a nucleating agent for synthesis of a target material. According to one aspect, a method comprises: receiving data identifying a target material; generating an embedding of the target material in a latent space using an embedding machine learning model; and selecting one or more nucleating agents for the target material, from a set of candidate nucleating agents, based at least in part on the embedding of the target material in the latent space.

What exactly they claim (claim 1)

1. A method performed by one or more computers, the method comprising: receiving data identifying a target material; generating an embedding of the target material in a latent space using an embedding machine learning model; and selecting one or more nucleating agents for the target material, from a set of candidate nucleating agents, based at least in part on the embedding of the target material in the latent space.

Facts

Company
Google (Google LLC)
Official title
IDENTIFYING NUCLEATING AGENTS USING MACHINE LEARNING
Publication number
US20260290519A1
Application number
19474249
Filed
Apr 12, 2024
Published
Sep 24, 2026
Inventors
2
Claims
20

Classified under

G16C 20/30 Physics & computingG06N 3/045 Physics & computingG16C 20/20 Physics & computingG16C 20/64 Physics & computingG16C 20/70 Physics & computingG16C 60/00 Physics & computing

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Summaries are simplified from the filing’s own abstract and first claim. A patent filing is not a product announcement.
Patent data and drawings: U.S. Patent and Trademark Office (USPTO). Nebula is not affiliated with or endorsed by the USPTO.