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Calibration-free on-site detection of microcystin-LR using integrated biosensing, multi-parameter water quality monitoring, and machine learning.

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Title: Calibration-free on-site detection of microcystin-LR using integrated biosensing, multi-parameter water quality monitoring, and machine learning.
Authors: Kim M; Department of Civil, Environmental, and Construction Engineering, University of Central Florida, Orlando, FL, USA; Department of Biological and Environmental Science, Dongguk University, Goyang, Gyeonggi-do, South Korea., Adjei-Nimoh S; Department of Civil, Environmental, and Construction Engineering, University of Central Florida, Orlando, FL, USA., Park J; Department of Civil and Environmental Engineering, Hanbat National University, 125, Dongseo-daero, Yuseong-gu, Daejeon 34158, South Korea. Electronic address: parkjs@hanbat.ac.kr., Egon SS; Department of Civil, Environmental, and Construction Engineering, University of Central Florida, Orlando, FL, USA., Choi E; Department of Civil, Environmental, and Construction Engineering, University of Central Florida, Orlando, FL, USA., Pak G; Strategic Planning Team, UnU Inc., #1005, 27, Digital-ro 33-gil, Guro-gu, Seoul 08380, South Korea., You K; Strategic Planning Team, UnU Inc., #1005, 27, Digital-ro 33-gil, Guro-gu, Seoul 08380, South Korea., Sadmani AHMA; Department of Civil, Environmental, and Construction Engineering, University of Central Florida, Orlando, FL, USA., Kim KT; Department of Biological and Environmental Science, Dongguk University, Goyang, Gyeonggi-do, South Korea., Lee WH; Department of Civil, Environmental, and Construction Engineering, University of Central Florida, Orlando, FL, USA. Electronic address: woohyoung.lee@ucf.edu.
Source: Water research [Water Res] 2026 Jun 15; Vol. 298, pp. 125832. Date of Electronic Publication: 2026 Mar 26.
Publication Type: Journal Article
Journal Info: Publisher: Pergamon Press Country of Publication: England NLM ID: 0105072 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-2448 (Electronic) Linking ISSN: 00431354 NLM ISO Abbreviation: Water Res Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Calibration-free on-site detection of microcystin-LR using integrated biosensing, multi-parameter water quality monitoring, and machine learning.
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  Data: <searchLink fieldCode="AU" term="%22Kim+M%22">Kim M</searchLink>; Department of Civil, Environmental, and Construction Engineering, University of Central Florida, Orlando, FL, USA; Department of Biological and Environmental Science, Dongguk University, Goyang, Gyeonggi-do, South Korea.<br /><searchLink fieldCode="AU" term="%22Adjei-Nimoh+S%22">Adjei-Nimoh S</searchLink>; Department of Civil, Environmental, and Construction Engineering, University of Central Florida, Orlando, FL, USA.<br /><searchLink fieldCode="AU" term="%22Park+J%22">Park J</searchLink>; Department of Civil and Environmental Engineering, Hanbat National University, 125, Dongseo-daero, Yuseong-gu, Daejeon 34158, South Korea. Electronic address: parkjs@hanbat.ac.kr.<br /><searchLink fieldCode="AU" term="%22Egon+SS%22">Egon SS</searchLink>; Department of Civil, Environmental, and Construction Engineering, University of Central Florida, Orlando, FL, USA.<br /><searchLink fieldCode="AU" term="%22Choi+E%22">Choi E</searchLink>; Department of Civil, Environmental, and Construction Engineering, University of Central Florida, Orlando, FL, USA.<br /><searchLink fieldCode="AU" term="%22Pak+G%22">Pak G</searchLink>; Strategic Planning Team, UnU Inc., #1005, 27, Digital-ro 33-gil, Guro-gu, Seoul 08380, South Korea.<br /><searchLink fieldCode="AU" term="%22You+K%22">You K</searchLink>; Strategic Planning Team, UnU Inc., #1005, 27, Digital-ro 33-gil, Guro-gu, Seoul 08380, South Korea.<br /><searchLink fieldCode="AU" term="%22Sadmani+AHMA%22">Sadmani AHMA</searchLink>; Department of Civil, Environmental, and Construction Engineering, University of Central Florida, Orlando, FL, USA.<br /><searchLink fieldCode="AU" term="%22Kim+KT%22">Kim KT</searchLink>; Department of Biological and Environmental Science, Dongguk University, Goyang, Gyeonggi-do, South Korea.<br /><searchLink fieldCode="AU" term="%22Lee+WH%22">Lee WH</searchLink>; Department of Civil, Environmental, and Construction Engineering, University of Central Florida, Orlando, FL, USA. Electronic address: woohyoung.lee@ucf.edu.
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  Data: <searchLink fieldCode="JN" term="%220105072%22">Water research</searchLink> [Water Res] 2026 Jun 15; Vol. 298, pp. 125832. <i>Date of Electronic Publication: </i>2026 Mar 26.
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        Value: 10.1016/j.watres.2026.125832
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              Text: 2026 Jun 15
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