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High-throughput robotic collection, imaging, and machine learning analysis of salt patterns: composition and concentration from dried droplet photos

Bruno C. Batista, S Amrutha, Jie Yan, Beni B. Dangi, Oliver Steinbock

2025Digital Discovery11 citationsDOIOpen Access PDF

Abstract

A robotic drop imager collected over 23 000 images of dried drop stains to train a multi-layer perceptron capable of identifying salt type and concentration with >90% accuracy.

Topics & Concepts

ThroughputSalt (chemistry)Composition (language)Salt lakeArtificial intelligenceComputer scienceMachine learningChemistryGeologyArtOperating systemOrganic chemistryLiteratureStructural basinPaleontologyWirelessAdvanced Chemical Sensor Technologies
High-throughput robotic collection, imaging, and machine learning analysis of salt patterns: composition and concentration from dried droplet photos | Litcius