Jeweler-in-the-loop: personalized alloy color optimization via preference-based BO

Digital Discovery 2026 Open access

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Authors: Chase Katz, Tingyu Yang, Parker King, Md Shafiqul Islam, Brent Vela, Raymundo Arróyave
DOI: 10.1039/d6dd00009f
Cited by: 1
References: 25

Abstract

We introduce a jeweler-in-the-loop framework combining Thermo-Calc optical modeling with preference-based Bayesian optimization to personalize alloy color design.

Fields of Study & Subjects

Color perception and design Material Selection and Properties Machine Learning in Materials Science

Publication details

Journal / source
Digital Discovery
Publisher
Royal Society of Chemistry (RSC)
Volume
5
Issue
4
Pages
1700–1708
Publication date
1 January 2026
Language
EN