{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,29]],"date-time":"2026-09-29T07:19:07Z","timestamp":1790666347305,"version":"4.1.0"},"reference-count":52,"publisher":"Optica Publishing Group","issue":"6","license":[{"start":{"date-parts":[[2026,3,13]],"date-time":"2026-03-13T00:00:00Z","timestamp":1773360000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2026,3,13]],"date-time":"2026-03-13T00:00:00Z","timestamp":1773360000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/opg.optica.org\/policies\/opg-tdm-policy.json"}],"funder":[{"DOI":"10.13039\/501100001659","name":"Deutsche Forschungsgemeinschaft","doi-asserted-by":"crossref","award":["513756113"],"award-info":[{"award-number":["513756113"]}],"id":[{"id":"10.13039\/501100001659","id-type":"DOI","asserted-by":"crossref"},{"id":"https:\/\/ror.org\/018mejw64","id-type":"ROR","asserted-by":"publisher"}]}],"content-domain":{"domain":["opg.optica.org"],"crossmark-restriction":false},"short-container-title":["Opt. Express"],"published-print":{"date-parts":[[2026,3,23]]},"abstract":"<jats:p>Adaptive spectral tuning of solid-state lighting requires perceptually grounded models of color preference that account for adaptation. This study quantifies how adaptation illuminance at three levels modulates preferred local chroma and hue shifts in four TM-30 hue bins (1: red, 4: yellow, 6: green, 12: blue) using ecologically valid, multi-object stimuli and a dual-lighting design that allowed independent modulation of object color appearance and adaptation illumination. Pooled observer ratings from 51 participants were modeled with bin-wise bivariate Gaussian functions in local chroma-hue shift space, capturing both location and anisotropy of preference distributions. Preference maxima were estimated via bootstrapping, and model contours defined confidence ellipses. Results show a consistent logarithmic decrease in preferred chroma shift with increasing illuminance, while hue-shift trends vary by bin, accompanied by decreasing tolerance regions at higher illuminance. Compared to former studies, the findings predict preference for higher chroma levels under typical indoor scenarios and exhibit a less steep decline with increasing illuminance. The present results provide broader, adaptation-aware, bin-wise mappings suitable for predictive preference metrics and adaptive lighting optimization.<\/jats:p>","DOI":"10.1364\/oe.587527","type":"journal-article","created":{"date-parts":[[2026,1,14]],"date-time":"2026-01-14T04:00:08Z","timestamp":1768363208000},"page":"10292","update-policy":"https:\/\/doi.org\/10.1364\/crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Toward adaptation-aware optimization of tunable multi-LED lighting: modeling illuminance-dependent hue-bin preference targets"],"prefix":"10.1364","volume":"34","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8725-3163","authenticated-orcid":true,"given":"Julian","family":"Klabes","sequence":"first","affiliation":[{"id":[{"id":"https:\/\/ror.org\/05n911h24","id-type":"ROR","asserted-by":"publisher"}]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-8294-5028","authenticated-orcid":true,"given":"Brandon","family":"Fobugwe","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/05n911h24","id-type":"ROR","asserted-by":"publisher"}]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5654-837X","authenticated-orcid":true,"given":"Paul","family":"Myland","sequence":"additional","affiliation":[{"name":"Leica Camera AG"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1828-2459","authenticated-orcid":true,"given":"Tran","family":"Quoc Khanh","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/05n911h24","id-type":"ROR","asserted-by":"publisher"}]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"285","published-online":{"date-parts":[[2026,3,13]]},"reference":[{"key":"oe-34-6-10292-R1","doi-asserted-by":"publisher","first-page":"630553","DOI":"10.3389\/fneur.2021.630553","type":"journal-article","volume":"12","author":"Houser","year":"2021","journal-title":"Front. Neurol."},{"key":"oe-34-6-10292-R2","author":"Boyce","year":"2014"},{"key":"oe-34-6-10292-R3","doi-asserted-by":"publisher","first-page":"697","DOI":"10.1177\/1477153516643359","type":"journal-article","volume":"49","author":"Khanh","year":"2017","journal-title":"Lighting Research & Technology"},{"key":"oe-34-6-10292-R4","doi-asserted-by":"publisher","first-page":"803","DOI":"10.1002\/col.22525","type":"journal-article","volume":"45","author":"Babilon","year":"2020","journal-title":"Color Res. Appl."},{"key":"oe-34-6-10292-R10","doi-asserted-by":"publisher","first-page":"323","DOI":"10.1177\/1477153519857625","type":"journal-article","volume":"52","author":"Royer","year":"2020","journal-title":"Lighting Research & Technology"},{"key":"oe-34-6-10292-R11","author":"Fairchild","year":"2013"},{"key":"oe-34-6-10292-R12","doi-asserted-by":"publisher","first-page":"199","DOI":"10.1177\/14771535211019864","type":"journal-article","volume":"54","author":"Royer","year":"2022","journal-title":"Lighting Research & Technology"},{"key":"oe-34-6-10292-R13","doi-asserted-by":"publisher","first-page":"155","DOI":"10.2352\/CGIV.2010.5.1.art00026","type":"journal-article","volume":"5","author":"Bodrogi","year":"2010","journal-title":"Conference on Colour in Graphics, Imaging, and Vision"},{"key":"oe-34-6-10292-R14","doi-asserted-by":"publisher","first-page":"033602","DOI":"10.1117\/1.3360335","type":"journal-article","volume":"49","author":"Davis","year":"2010","journal-title":"Opt. Eng."},{"key":"oe-34-6-10292-R15","doi-asserted-by":"publisher","first-page":"965","DOI":"10.1177\/1477153517725974","type":"journal-article","volume":"50","author":"Royer","year":"2018","journal-title":"Lighting Research & Technology"},{"key":"oe-34-6-10292-R16","author":"Hunt","year":"2011"},{"key":"oe-34-6-10292-R18","doi-asserted-by":"publisher","first-page":"241","DOI":"10.1002\/col.20011","type":"journal-article","volume":"29","author":"Pridmore","year":"2004","journal-title":"Color Res. Appl."},{"key":"oe-34-6-10292-R20","doi-asserted-by":"publisher","first-page":"32308","DOI":"10.1364\/OE.22.032308","type":"journal-article","volume":"22","author":"Smet","year":"2014","journal-title":"Opt. Express"},{"key":"oe-34-6-10292-R21","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1080\/15502724.2016.1192402","type":"journal-article","volume":"13","author":"Wei","year":"2017","journal-title":"Leukos"},{"key":"oe-34-6-10292-R22","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1080\/15502724.2018.1448992","type":"journal-article","volume":"16","author":"Wei","year":"2020","journal-title":"Leukos"},{"key":"oe-34-6-10292-R23","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1080\/15502724.2019.1587621","type":"journal-article","volume":"17","author":"Bao","year":"2021","journal-title":"Leukos"},{"key":"oe-34-6-10292-R24","doi-asserted-by":"publisher","first-page":"192","DOI":"10.1002\/col.20620","type":"journal-article","volume":"36","author":"Smet","year":"2011","journal-title":"Color Res. Appl."},{"key":"oe-34-6-10292-R25","doi-asserted-by":"publisher","first-page":"551","DOI":"10.1002\/col.22209","type":"journal-article","volume":"43","author":"Babilon","year":"2018","journal-title":"Color Res. Appl."},{"key":"oe-34-6-10292-R27","doi-asserted-by":"publisher","first-page":"7732","DOI":"10.1364\/OE.25.007732","type":"journal-article","volume":"25","author":"Smet","year":"2017","journal-title":"Opt. Express"},{"key":"oe-34-6-10292-R28","doi-asserted-by":"publisher","first-page":"8350","DOI":"10.1364\/OE.25.008350","type":"journal-article","volume":"25","author":"Smet","year":"2017","journal-title":"Opt. Express"},{"key":"oe-34-6-10292-R29","doi-asserted-by":"publisher","first-page":"26229","DOI":"10.1364\/OE.18.026229","type":"journal-article","volume":"18","author":"Smet","year":"2010","journal-title":"Opt. Express"},{"key":"oe-34-6-10292-R30","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1080\/15502724.2018.1518717","type":"journal-article","volume":"16","author":"Smet","year":"2020","journal-title":"Leukos"},{"key":"oe-34-6-10292-R32","doi-asserted-by":"publisher","first-page":"115227","DOI":"10.1016\/j.enbuild.2024.115227","type":"journal-article","volume":"329","author":"Bian","year":"2025","journal-title":"Energy and Buildings"},{"key":"oe-34-6-10292-R33","doi-asserted-by":"publisher","first-page":"12839","DOI":"10.1364\/OE.25.012839","type":"journal-article","volume":"25","author":"Durmus","year":"2017","journal-title":"Opt. Express"},{"key":"oe-34-6-10292-R34","doi-asserted-by":"publisher","first-page":"A456","DOI":"10.1364\/OE.23.00A456","type":"journal-article","volume":"23","author":"Durmus","year":"2015","journal-title":"Opt. Express"},{"key":"oe-34-6-10292-R35","doi-asserted-by":"publisher","first-page":"7","DOI":"10.1177\/1477153511432250","type":"journal-article","volume":"44","author":"Smet","year":"2012","journal-title":"Lighting Research & Technology"},{"key":"oe-34-6-10292-R36","doi-asserted-by":"publisher","first-page":"577","DOI":"10.1109\/TEVC.2013.2281535","type":"journal-article","volume":"18","author":"Deb","year":"2014","journal-title":"IEEE Trans. Evol. Computat."},{"key":"oe-34-6-10292-R37","first-page":"229","article-title":"Investigating the Normalization Procedure of NSGA-III","author":"BlankBlank","year":"2019"},{"key":"oe-34-6-10292-R38","doi-asserted-by":"publisher","first-page":"89497","DOI":"10.1109\/ACCESS.2020.2990567","type":"journal-article","volume":"8","author":"Blank","year":"2020","journal-title":"IEEE Access"},{"key":"oe-34-6-10292-R39","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1016\/j.enbuild.2016.04.078","type":"journal-article","volume":"125","author":"Madias","year":"2016","journal-title":"Energy and Buildings"},{"key":"oe-34-6-10292-R40","doi-asserted-by":"publisher","first-page":"15888","DOI":"10.1364\/OE.23.015888","type":"journal-article","volume":"23","author":"David","year":"2015","journal-title":"Opt. Express"},{"key":"oe-34-6-10292-R41","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1080\/15502724.2016.1271339","type":"journal-article","volume":"13","author":"Royer","year":"2017","journal-title":"Leukos"},{"key":"oe-34-6-10292-R42","doi-asserted-by":"publisher","first-page":"390","DOI":"10.1080\/15502724.2024.2322469","type":"journal-article","volume":"20","author":"Ohno","year":"2024","journal-title":"Leukos"},{"key":"oe-34-6-10292-R43","doi-asserted-by":"publisher","first-page":"618203","DOI":"10.3389\/fpls.2020.618203","type":"journal-article","volume":"11","author":"Dyer","year":"2021","journal-title":"Front. Plant Sci."},{"key":"oe-34-6-10292-R44","author":"Lee","year":"2007"},{"key":"oe-34-6-10292-R45","first-page":"55","type":"journal-article","volume":"22","author":"Likert","year":"1932","journal-title":"Archives of Psychology"},{"key":"oe-34-6-10292-R46","author":"Ishihara","year":"2016"},{"key":"oe-34-6-10292-R47","author":"Ichikawa","year":"1983"},{"key":"oe-34-6-10292-R48","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1016\/0002-9394(66)91673-4","type":"journal-article","volume":"62","author":"Linksz","year":"1966","journal-title":"Am. J. Ophthalmol."},{"key":"oe-34-6-10292-R49","doi-asserted-by":"publisher","first-page":"175","DOI":"10.3758\/BF03193146","type":"journal-article","volume":"39","author":"Faul","year":"2007","journal-title":"Behavior Research Methods"},{"key":"oe-34-6-10292-R50","doi-asserted-by":"publisher","first-page":"1149","DOI":"10.3758\/BRM.41.4.1149","type":"journal-article","volume":"41","author":"Faul","year":"2009","journal-title":"Behavior Research Methods"},{"key":"oe-34-6-10292-R51","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1080\/15502724.2018.1533851","type":"journal-article","volume":"15","author":"Uttley","year":"2019","journal-title":"Leukos"},{"key":"oe-34-6-10292-R52","doi-asserted-by":"publisher","first-page":"393","DOI":"10.1002\/(SICI)1520-6378(199912)24:6<393::AID-COL3>3.0.CO;2-Z","type":"journal-article","volume":"24","author":"Yendrikhovskij","year":"1999","journal-title":"Color Res. Appl."},{"key":"oe-34-6-10292-R53","author":"Efron","year":"1994"},{"key":"oe-34-6-10292-R54","doi-asserted-by":"publisher","first-page":"331","DOI":"10.1002\/(SICI)1520-6378(199910)24:5<331::AID-COL5>3.0.CO;2-9","type":"journal-article","volume":"24","author":"Guan","year":"1999","journal-title":"Color Res. Appl."},{"key":"oe-34-6-10292-R55","doi-asserted-by":"publisher","first-page":"420","DOI":"10.1037\/0033-2909.86.2.420","type":"journal-article","volume":"86","author":"Shrout","year":"1979","journal-title":"Psychological Bulletin"},{"key":"oe-34-6-10292-R56","author":"Wyszecki","year":"2000"},{"key":"oe-34-6-10292-R57","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1167\/10.1.4","type":"journal-article","volume":"10","author":"Danilova","year":"2011","journal-title":"Journal of Vision"},{"key":"oe-34-6-10292-R58","doi-asserted-by":"publisher","first-page":"A247","DOI":"10.1364\/JOSAA.31.00A247","type":"journal-article","volume":"31","author":"Danilova","year":"2014","journal-title":"J. Opt. Soc. Am. A"},{"key":"oe-34-6-10292-R59","doi-asserted-by":"publisher","first-page":"238","DOI":"10.1002\/col.20691","type":"journal-article","volume":"37","author":"Fu","year":"2012","journal-title":"Color Res. Appl."},{"key":"oe-34-6-10292-R60","doi-asserted-by":"publisher","first-page":"293","DOI":"10.1002\/col.22078","type":"journal-article","volume":"42","author":"Wei","year":"2017","journal-title":"Color Res. Appl."},{"key":"oe-34-6-10292-R61","doi-asserted-by":"publisher","first-page":"221","DOI":"10.1002\/andp.18732261004","type":"journal-article","volume":"226","author":"Von Bezold","year":"1873","journal-title":"Ann. Phys."}],"container-title":["Optics Express"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/opg.optica.org\/viewmedia.cfm?URI=oe-34-6-10292&seq=0","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,13]],"date-time":"2026-05-13T13:08:16Z","timestamp":1778677696000},"score":1,"resource":{"primary":{"URL":"https:\/\/opg.optica.org\/abstract.cfm?URI=oe-34-6-10292"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3,13]]},"references-count":52,"journal-issue":{"issue":"6","published-online":{"date-parts":[[2026]]},"published-print":{"date-parts":[[2026]]}},"URL":"https:\/\/doi.org\/10.1364\/oe.587527","relation":{},"ISSN":["1094-4087"],"issn-type":[{"value":"1094-4087","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,3,13]]},"assertion":[{"value":"Optica Publishing Group","name":"publisher","label":"This article is maintained by"},{"value":"https:\/\/doi.org\/10.1364\/OE.587527","name":"articlelink","label":"Crossref DOI link to publisher maintained version"},{"value":"research-article","name":"content_type","label":"Article type"},{"value":"Screened by Similarity Check","name":"cross_check","label":"Similarity check"},{"value":"Yes","order":0,"name":"peer_reviewed","label":"Peer reviewed","group":{"name":"peer_review","label":"Peer review"}},{"value":"Single blind","order":1,"name":"review_process","label":"Review process","group":{"name":"peer_review","label":"Peer review"}},{"value":"16 December 2025","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"12 January 2026","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"13 March 2026","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}},{"value":"Published by Optica Publishing Group under the terms of the Creative Commons Attribution 4.0 License. Further distribution of this work must maintain attribution to the author(s) and the published article\u2019s title, journal citation, and DOI.","name":"copyright","label":"Copyright"}]}}