{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,17]],"date-time":"2026-07-17T20:31:25Z","timestamp":1784320285068,"version":"3.55.0"},"reference-count":53,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy"],"published-print":{"date-parts":[[2026,3]]},"DOI":"10.1016\/j.saa.2025.127153","type":"journal-article","created":{"date-parts":[[2025,11,7]],"date-time":"2025-11-07T02:33:39Z","timestamp":1762482819000},"page":"127153","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":4,"special_numbering":"P1","title":["Rapid detection of ibuprofen in water using wavelet-based hyperspectral imaging"],"prefix":"10.1016","volume":"348","author":[{"given":"Jose Manuel","family":"Navas-Garcia","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bernab\u00e9","family":"Alonso-Fari\u00f1as","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alejandro","family":"Barriga-Rivera","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.saa.2025.127153_bb0005","doi-asserted-by":"crossref","unstructured":"Zaidi, N.; Mir, M. A.; Chang, S. K.; Abdelli, N.; Hasnain, S. M.; Ali Khan, M. A.; Andrews, K. Pharmaceuticals and Personal Care Products as Emerging Contaminants: Environmental Fate, Detection, and Mitigation Strategies. Int. J. Environ. Anal. Chem. 0 (0), 1\u201329. doi:https:\/\/doi.org\/10.1080\/03067319.2025.2484456.","DOI":"10.1080\/03067319.2025.2484456"},{"issue":"2","key":"10.1016\/j.saa.2025.127153_bb0010","doi-asserted-by":"crossref","first-page":"122","DOI":"10.1016\/j.aquatox.2005.09.009","article-title":"Ecotoxicology of human pharmaceuticals","volume":"76","author":"Fent","year":"2006","journal-title":"Aquat. Toxicol."},{"key":"10.1016\/j.saa.2025.127153_bb0015","series-title":"A Review of Emerging Environmental Contaminants of Global Concern","author":"Boahen","year":"2023"},{"key":"10.1016\/j.saa.2025.127153_bb0020","doi-asserted-by":"crossref","DOI":"10.1016\/j.scitotenv.2022.158116","article-title":"Analysis of the contribution of locally derived wastewater to the occurrence of pharmaceuticals and personal care products in Antarctic coastal waters","volume":"851","author":"Perfetti-Bola\u00f1o","year":"2022","journal-title":"Sci. Total Environ."},{"issue":"17","key":"10.1016\/j.saa.2025.127153_bb0025","doi-asserted-by":"crossref","first-page":"4063","DOI":"10.1007\/s00216-014-7748-1","article-title":"Human biomonitoring of emerging pollutants through non-invasive matrices: state of the art and future potential","volume":"406","author":"Alves","year":"2014","journal-title":"Anal. Bioanal. Chem."},{"issue":"2","key":"10.1016\/j.saa.2025.127153_bb0030","doi-asserted-by":"crossref","first-page":"122","DOI":"10.1016\/j.aquatox.2005.09.009","article-title":"Ecotoxicology of human pharmaceuticals","volume":"76","author":"Fent","year":"2006","journal-title":"Aquat. Toxicol."},{"key":"10.1016\/j.saa.2025.127153_bb0035","doi-asserted-by":"crossref","first-page":"208","DOI":"10.1016\/j.envint.2013.06.012","article-title":"Pharmaceuticals and personal care products (PPCPs): a review on environmental contamination in China","volume":"59","author":"Liu","year":"2013","journal-title":"Environ. Int."},{"key":"10.1016\/j.saa.2025.127153_bb0040","doi-asserted-by":"crossref","DOI":"10.1016\/j.scitotenv.2023.164600","article-title":"Occurrence, removal and risk evaluation of ibuprofen and acetaminophen in municipal wastewater treatment plants: a critical review","volume":"891","author":"Wu","year":"2023","journal-title":"Sci. Total Environ."},{"key":"10.1016\/j.saa.2025.127153_bb0045","doi-asserted-by":"crossref","DOI":"10.1016\/j.chemosphere.2021.131849","article-title":"A critical review on ibuprofen removal from synthetic waters, natural waters, and real wastewaters by advanced oxidation processes","volume":"286","author":"Brillas","year":"2022","journal-title":"Chemosphere"},{"issue":"6","key":"10.1016\/j.saa.2025.127153_bb0050","doi-asserted-by":"crossref","DOI":"10.1016\/j.heliyon.2020.e04087","article-title":"Ibuprofen as an emerging organic contaminant in environment, distribution and remediation","volume":"6","author":"Chopra","year":"2020","journal-title":"Heliyon"},{"key":"10.1016\/j.saa.2025.127153_bb0055","series-title":"A Review on Conventional and Advanced Water Treatments in Ibuprofen Removal | Request PDF","year":"2025"},{"issue":"5","key":"10.1016\/j.saa.2025.127153_bb0060","doi-asserted-by":"crossref","first-page":"2097","DOI":"10.3390\/molecules28052097","article-title":"Ibuprofen: toxicology and biodegradation of an emerging contaminant","volume":"28","author":"Jan-Roblero","year":"2023","journal-title":"Molecules"},{"key":"10.1016\/j.saa.2025.127153_bb0065","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1016\/j.envpol.2017.05.060","article-title":"Occurrence of pharmaceutical, recreational and psychotropic drug residues in surface water on the northern Antarctic peninsula region","volume":"229","author":"Gonz\u00e1lez-Alonso","year":"2017","journal-title":"Environ. Pollut."},{"key":"10.1016\/j.saa.2025.127153_bb0075","doi-asserted-by":"crossref","DOI":"10.1016\/j.envint.2021.106479","article-title":"Water quality and ecological risks in European surface waters \u2013 monitoring improves while water quality decreases","volume":"152","author":"Wolfram","year":"2021","journal-title":"Environ. Int."},{"key":"10.1016\/j.saa.2025.127153_bb0085","doi-asserted-by":"crossref","DOI":"10.1016\/j.envint.2021.106479","article-title":"Water quality and ecological risks in European surface waters \u2013 monitoring improves while water quality decreases","volume":"152","author":"Wolfram","year":"2021","journal-title":"Environ. Int."},{"key":"10.1016\/j.saa.2025.127153_bb0080","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1016\/j.chroma.2017.07.007","article-title":"Application of a simple column-switching ion chromatography technique for removal of matrix interferences and sensitive fluorescence determination of acidic compounds (pharmaceutical drugs) in complex samples","volume":"1515","author":"Muhammad","year":"2017","journal-title":"J. Chromatogr. A"},{"issue":"1","key":"10.1016\/j.saa.2025.127153_bb0090","doi-asserted-by":"crossref","first-page":"473","DOI":"10.1021\/acs.analchem.9b05269","article-title":"Water analysis: emerging contaminants and current issues","volume":"92","author":"Richardson","year":"2020","journal-title":"Anal. Chem."},{"issue":"6","key":"10.1016\/j.saa.2025.127153_bb0095","doi-asserted-by":"crossref","first-page":"756","DOI":"10.3390\/cancers11060756","article-title":"In-vivo and ex-vivo tissue analysis through hyperspectral imaging techniques: revealing the invisible features of Cancer","volume":"11","author":"Halicek","year":"2019","journal-title":"Cancers (Basel)"},{"key":"10.1016\/j.saa.2025.127153_bb0100","series-title":"Research Progress of Inland River Water Quality Monitoring Technology Based on Unmanned Aerial Vehicle Hyperspectral Imaging Technology | Request PDF","year":"2025"},{"key":"10.1016\/j.saa.2025.127153_bb0105","first-page":"6","article-title":"Wavelet transform-based UV spectroscopy for pharmaceutical analysis","author":"Din\u00e7","year":"2018","journal-title":"Front. Chem."},{"key":"10.1016\/j.saa.2025.127153_bb0110","series-title":"Advances in UV Spectroscopy for Monitoring the Environment","author":"Nnachi","year":"2025"},{"key":"10.1016\/j.saa.2025.127153_bb0120","doi-asserted-by":"crossref","first-page":"231","DOI":"10.1016\/j.agwat.2018.08.029","article-title":"Comparison of various modelling approaches for water deficit stress monitoring in Rice crop through hyperspectral remote sensing","volume":"213","author":"Krishna","year":"2019","journal-title":"Agric. Water Manag."},{"issue":"2","key":"10.1016\/j.saa.2025.127153_bb0125","doi-asserted-by":"crossref","first-page":"307","DOI":"10.1007\/s11947-013-1193-6","article-title":"Recent advances in wavelength selection techniques for hyperspectral image processing in the food industry","volume":"7","author":"Liu","year":"2014","journal-title":"Food Bioprocess Technol."},{"key":"10.1016\/j.saa.2025.127153_bb0130","series-title":"Practical Guide to Interpretive Near-Infrared Spectroscopy","author":"Jr","year":"2007"},{"key":"10.1016\/j.saa.2025.127153_bb0135","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.jpba.2012.03.009","article-title":"Application of the near-infrared spectroscopy in the pharmaceutical technology","volume":"66","author":"Jamr\u00f3giewicz","year":"2012","journal-title":"J. Pharm. Biomed. Anal."},{"issue":"6","key":"10.1016\/j.saa.2025.127153_bb0140","doi-asserted-by":"crossref","first-page":"1027","DOI":"10.1080\/19440049.2018.1469050","article-title":"Detection of melamine in Milk powder using MCT-based short-wave infrared hyperspectral imaging system","volume":"35","author":"Lee","year":"2018","journal-title":"Food Addit. & Contamina.: Part A"},{"issue":"13","key":"10.1016\/j.saa.2025.127153_bb0145","doi-asserted-by":"crossref","first-page":"4436","DOI":"10.3390\/s21134436","article-title":"Characterization of pharmaceutical tablets using UV hyperspectral imaging as a rapid in-line analysis tool","volume":"21","author":"Al Ktash","year":"2021","journal-title":"Sensors"},{"key":"10.1016\/j.saa.2025.127153_bb0155","doi-asserted-by":"crossref","first-page":"229","DOI":"10.1016\/j.foodcont.2016.06.001","article-title":"Non-destructive detection of blackspot in potatoes by Vis-NIR and SWIR hyperspectral imaging","volume":"70","author":"L\u00f3pez-Maestresalas","year":"2016","journal-title":"Food Control"},{"key":"10.1016\/j.saa.2025.127153_bb0160","doi-asserted-by":"crossref","first-page":"231","DOI":"10.1016\/j.agwat.2018.08.029","article-title":"Comparison of various modelling approaches for water deficit stress monitoring in Rice crop through hyperspectral remote sensing","volume":"213","author":"Krishna","year":"2019","journal-title":"Agric. Water Manag."},{"issue":"2","key":"10.1016\/j.saa.2025.127153_bb0165","article-title":"Continuous wavelet transform applied to the overlapping absorption signals and their ratio signals for the quantitative resolution of mixture of Oxfendazole and Oxyclozanide in bolus","volume":"15","author":"Din\u00e7","year":"2020","journal-title":"J. Food Drug Anal."},{"issue":"5\u20137","key":"10.1016\/j.saa.2025.127153_bb0170","doi-asserted-by":"crossref","first-page":"355","DOI":"10.1002\/cem.938","article-title":"Hyperspectral NIR image regression part I: calibration and correction","volume":"19","author":"Burger","year":"2005","journal-title":"J. Chemom."},{"key":"10.1016\/j.saa.2025.127153_bb0175","unstructured":"A Combined Derivative Spectroscopy and Savitzky-Golay Filtering Method for the Analysis of Hyperspectral Data: GIScience & Remote Sensing: Vol 45, No 1. https:\/\/www.tandfonline.com\/doi\/abs\/10.2747\/1548-1603.45.1.1 (accessed 2025-05-21)."},{"key":"10.1016\/j.saa.2025.127153_bb0180","series-title":"(PDF) An Introduction of Variable and Feature Selection","year":"2025"},{"issue":"7","key":"10.1016\/j.saa.2025.127153_bb0185","doi-asserted-by":"crossref","first-page":"674","DOI":"10.1109\/34.192463","article-title":"A theory for multiresolution signal decomposition: the wavelet representation","volume":"11","author":"Mallat","year":"1989","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"10.1016\/j.saa.2025.127153_bb0190","series-title":"Wavelet Theory and Applications","author":"Merry","year":"2025"},{"key":"10.1016\/j.saa.2025.127153_bb0195","doi-asserted-by":"crossref","DOI":"10.1016\/j.saa.2022.120990","article-title":"Rapid and nondestructive detection of marine fishmeal adulteration by hyperspectral imaging and machine learning","volume":"273","author":"Kong","year":"2022","journal-title":"Spectrochim. Acta A Mol. Biomol. Spectrosc."},{"issue":"1","key":"10.1016\/j.saa.2025.127153_bb0200","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1111\/j.1445-6664.2006.00234.x","article-title":"Plant classification for weed detection using hyperspectral imaging with wavelet analysis","volume":"7","author":"Okamoto","year":"2007","journal-title":"Weed Biol. Manag."},{"key":"10.1016\/j.saa.2025.127153_bb0205","article-title":"Wavelet-Based Semantic Features for Hyperspectral Signature Discrimination","author":"Feng","year":"2016","journal-title":"arXiv"},{"issue":"7","key":"10.1016\/j.saa.2025.127153_bb0070","doi-asserted-by":"crossref","DOI":"10.1088\/1748-9326\/9\/7\/074018","article-title":"Emerging contaminants in surface waters in China\u2014a short review","volume":"9","author":"Yang","year":"2014","journal-title":"Environ. Res. Lett."},{"issue":"1","key":"10.1016\/j.saa.2025.127153_bb0150","doi-asserted-by":"crossref","first-page":"2356","DOI":"10.1038\/s41598-022-06393-3","article-title":"Optical Imaging Spectroscopy for Rapid, Primary Screening of SARS-CoV-2: A Proof of Concept","volume":"12","author":"Gomez-Gonzalez","year":"2022","journal-title":"Sci. Rep."},{"key":"10.1016\/j.saa.2025.127153_bb0210","series-title":"The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences","first-page":"937","article-title":"Comparative Analysis of Haar and Daubechies Wavelet for Hyper Spectral Image Classification","volume":"XL\u20138","author":"Sharif","year":"2014"},{"issue":"1","key":"10.1016\/j.saa.2025.127153_bb0215","article-title":"Multiresolution analysis (discrete wavelet transform) through Daubechies family for emotion recognition in speech","volume":"705","author":"Campo","year":"2016","journal-title":"J. Phys. Conf. Ser."},{"key":"10.1016\/j.saa.2025.127153_bb0220","series-title":"Image and Signal Processing for Remote Sensing IX","first-page":"297","article-title":"Wavelet-Based Feature Extraction for Hyperspectral Vegetation Monitoring","volume":"5238","author":"Kempeneers","year":"2004"},{"issue":"4","key":"10.1016\/j.saa.2025.127153_bb0225","doi-asserted-by":"crossref","first-page":"458","DOI":"10.1002\/bimj.200410135","article-title":"Estimation of the Youden index and its associated cutoff point","volume":"47","author":"Fluss","year":"2005","journal-title":"Biom. J."},{"issue":"4","key":"10.1016\/j.saa.2025.127153_bb0230","doi-asserted-by":"crossref","first-page":"429","DOI":"10.1007\/s41745-018-0070-8","article-title":"Hyperspectral imaging for earth observation: platforms and instruments","volume":"98","author":"Lodhi","year":"2018","journal-title":"J. Indian Inst. Sci."},{"issue":"1","key":"10.1016\/j.saa.2025.127153_bb0235","doi-asserted-by":"crossref","first-page":"16201","DOI":"10.1038\/s41598-021-95756-3","article-title":"Hyperspectral Image Processing for the Identification and Quantification of Lentiviral Particles in Fluid Samples","volume":"11","author":"Gomez-Gonzalez","year":"2021","journal-title":"Sci. Rep."},{"issue":"8","key":"10.1016\/j.saa.2025.127153_bb0240","doi-asserted-by":"crossref","first-page":"861","DOI":"10.1016\/j.patrec.2005.10.010","article-title":"An introduction to ROC analysis","volume":"27","author":"Fawcett","year":"2006","journal-title":"Pattern Recogn. Lett."},{"issue":"2","key":"10.1016\/j.saa.2025.127153_bb0245","doi-asserted-by":"crossref","first-page":"488","DOI":"10.1109\/JSTARS.2012.2227245","article-title":"A comparative study on linear regression-based noise estimation for hyperspectral imagery","volume":"6","author":"Gao","year":"2013","journal-title":"IEEE J. Select. Top. Appl. Earth Observat. Remote Sens."},{"issue":"1","key":"10.1016\/j.saa.2025.127153_bb0250","doi-asserted-by":"crossref","first-page":"231","DOI":"10.1016\/S0927-7757(03)00317-0","article-title":"FTIR analysis of water structure and its significance in the flotation of sodium carbonate and sodium bicarbonate salts","volume":"224","author":"Nickolov","year":"2003","journal-title":"Colloids Surf. A Physicochem. Eng. Asp."},{"issue":"1","key":"10.1016\/j.saa.2025.127153_bb0255","doi-asserted-by":"crossref","first-page":"61","DOI":"10.1080\/10408347.2022.2050348","article-title":"Recent trends in ibuprofen and Ketoprofen electrochemical quantification - a review","volume":"54","author":"\u0162uchiu","year":"2024","journal-title":"Crit. Rev. Anal. Chem."},{"issue":"1","key":"10.1016\/j.saa.2025.127153_bb0260","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1007\/s11306-007-0099-6","article-title":"Assessment of PLSDA cross validation","volume":"4","author":"Westerhuis","year":"2008","journal-title":"Metabolomics"},{"key":"10.1016\/j.saa.2025.127153_bb0265","series-title":"(PDF) Repairing Concavities in ROC Curves","year":"2025"},{"issue":"12","key":"10.1016\/j.saa.2025.127153_bb0270","doi-asserted-by":"crossref","first-page":"1432","DOI":"10.1366\/15-07905","article-title":"Baseline correction of diffuse reflection near-infrared spectra using searching region standard Normal variate (SRSNV)","volume":"69","author":"Genkawa","year":"2015","journal-title":"Appl. Spectrosc."}],"container-title":["Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1386142525014611?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1386142525014611?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,12,15]],"date-time":"2025-12-15T07:50:05Z","timestamp":1765785005000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1386142525014611"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3]]},"references-count":53,"alternative-id":["S1386142525014611"],"URL":"https:\/\/doi.org\/10.1016\/j.saa.2025.127153","relation":{},"ISSN":["1386-1425"],"issn-type":[{"value":"1386-1425","type":"print"}],"subject":[],"published":{"date-parts":[[2026,3]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Rapid detection of ibuprofen in water using wavelet-based hyperspectral imaging","name":"articletitle","label":"Article Title"},{"value":"Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.saa.2025.127153","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2025 Elsevier B.V. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"127153"}}