{"id":"https://openalex.org/W2925954725","doi":"https://doi.org/10.3390/s19071560","title":"Estimating the Composition of Food Nutrients from Hyperspectral Signals Based on Deep Neural Networks","display_name":"Estimating the Composition of Food Nutrients from Hyperspectral Signals Based on Deep Neural Networks","publication_year":2019,"publication_date":"2019-03-31","ids":{"openalex":"https://openalex.org/W2925954725","doi":"https://doi.org/10.3390/s19071560","mag":"2925954725","pmid":"https://pubmed.ncbi.nlm.nih.gov/30935139"},"language":"en","primary_location":{"id":"doi:10.3390/s19071560","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s19071560","pdf_url":"https://www.mdpi.com/1424-8220/19/7/1560/pdf?version=1554028297","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/19/7/1560/pdf?version=1554028297","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060169869","display_name":"DaeHan Ahn","orcid":"https://orcid.org/0000-0001-6142-629X"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"DaeHan Ahn","raw_affiliation_strings":["Department of Robotics Engineering, Hanyang University, 55 Hanyang daehak-ro, Ansan 15588, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Robotics Engineering, Hanyang University, 55 Hanyang daehak-ro, Ansan 15588, Korea","institution_ids":["https://openalex.org/I4575257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015374357","display_name":"Ji-Young Choi","orcid":null},"institutions":[{"id":"https://openalex.org/I31419693","display_name":"Kyungpook National University","ror":"https://ror.org/040c17130","country_code":"KR","type":"education","lineage":["https://openalex.org/I31419693"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ji-Young Choi","raw_affiliation_strings":["School of Food Science and Biotechnology, Kyungpook National University, 80 daehak-ro, bukgu, Daegu 41566, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Food Science and Biotechnology, Kyungpook National University, 80 daehak-ro, bukgu, Daegu 41566, Korea","institution_ids":["https://openalex.org/I31419693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019685300","display_name":"Hee\u2010Chul Kim","orcid":"https://orcid.org/0000-0003-2365-5512"},"institutions":[{"id":"https://openalex.org/I31419693","display_name":"Kyungpook National University","ror":"https://ror.org/040c17130","country_code":"KR","type":"education","lineage":["https://openalex.org/I31419693"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hee-Chul Kim","raw_affiliation_strings":["School of Food Science and Biotechnology, Kyungpook National University, 80 daehak-ro, bukgu, Daegu 41566, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Food Science and Biotechnology, Kyungpook National University, 80 daehak-ro, bukgu, Daegu 41566, Korea","institution_ids":["https://openalex.org/I31419693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043136934","display_name":"Jeong\u2010Seok Cho","orcid":"https://orcid.org/0000-0002-9513-4014"},"institutions":[{"id":"https://openalex.org/I31419693","display_name":"Kyungpook National University","ror":"https://ror.org/040c17130","country_code":"KR","type":"education","lineage":["https://openalex.org/I31419693"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jeong-Seok Cho","raw_affiliation_strings":["Food and Bio-industry Research Institute, Kyungpook National University, 80 daehak-ro, bukgu, Daegu 41566, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Food and Bio-industry Research Institute, Kyungpook National University, 80 daehak-ro, bukgu, Daegu 41566, Korea","institution_ids":["https://openalex.org/I31419693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056560326","display_name":"Kwang\u2010Deog Moon","orcid":"https://orcid.org/0000-0001-5277-3345"},"institutions":[{"id":"https://openalex.org/I31419693","display_name":"Kyungpook National University","ror":"https://ror.org/040c17130","country_code":"KR","type":"education","lineage":["https://openalex.org/I31419693"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kwang-Deog Moon","raw_affiliation_strings":["School of Food Science and Biotechnology, Kyungpook National University, 80 daehak-ro, bukgu, Daegu 41566, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Food Science and Biotechnology, Kyungpook National University, 80 daehak-ro, bukgu, Daegu 41566, Korea","institution_ids":["https://openalex.org/I31419693"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101586319","display_name":"Taejoon Park","orcid":null},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Taejoon Park","raw_affiliation_strings":["Department of Robotics Engineering, Hanyang University, 55 Hanyang daehak-ro, Ansan 15588, Korea"],"raw_orcid":"https://orcid.org/0000-0002-7924-1776","affiliations":[{"raw_affiliation_string":"Department of Robotics Engineering, Hanyang University, 55 Hanyang daehak-ro, Ansan 15588, Korea","institution_ids":["https://openalex.org/I4575257"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101586319"],"corresponding_institution_ids":["https://openalex.org/I4575257"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":1.7321,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.80971596,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"19","issue":"7","first_page":"1560","last_page":"1560"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9925000071525574,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10866","display_name":"Nutritional Studies and Diet","score":0.9918000102043152,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.7896092534065247},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6800481081008911},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6266502141952515},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5968449115753174},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.5839199423789978},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5728457570075989},{"id":"https://openalex.org/keywords/nutrient","display_name":"Nutrient","score":0.531807541847229},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.49796104431152344},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.44354039430618286},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40883976221084595},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1489037573337555},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.10567352175712585},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.08640545606613159},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.06874853372573853}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.7896092534065247},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6800481081008911},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6266502141952515},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5968449115753174},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.5839199423789978},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5728457570075989},{"id":"https://openalex.org/C142796444","wikidata":"https://www.wikidata.org/wiki/Q181394","display_name":"Nutrient","level":2,"score":0.531807541847229},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.49796104431152344},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.44354039430618286},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40883976221084595},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1489037573337555},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.10567352175712585},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.08640545606613159},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.06874853372573853}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/s19071560","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s19071560","pdf_url":"https://www.mdpi.com/1424-8220/19/7/1560/pdf?version=1554028297","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:30935139","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30935139","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:801a19d42a3f49289b1adc70e714b1a2","is_oa":true,"landing_page_url":"https://doaj.org/article/801a19d42a3f49289b1adc70e714b1a2","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 19, Iss 7, p 1560 (2019)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/19/7/1560/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/s19071560","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:6480044","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6480044","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s19071560","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s19071560","pdf_url":"https://www.mdpi.com/1424-8220/19/7/1560/pdf?version=1554028297","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.5699999928474426,"display_name":"Zero hunger"}],"awards":[{"id":"https://openalex.org/G2966274126","display_name":null,"funder_award_id":"2017-0-00373","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"}],"funders":[{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2925954725.pdf","grobid_xml":"https://content.openalex.org/works/W2925954725.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1552092399","https://openalex.org/W1680392829","https://openalex.org/W1990571009","https://openalex.org/W2002563186","https://openalex.org/W2015795623","https://openalex.org/W2025113711","https://openalex.org/W2056871913","https://openalex.org/W2074013628","https://openalex.org/W2123162799","https://openalex.org/W2133218851","https://openalex.org/W2154720034","https://openalex.org/W2181347294","https://openalex.org/W2231250283","https://openalex.org/W2420776143","https://openalex.org/W2530876040","https://openalex.org/W2593833795","https://openalex.org/W2612451596","https://openalex.org/W2618154722","https://openalex.org/W2679877434","https://openalex.org/W2738418280","https://openalex.org/W2765652171","https://openalex.org/W2772163965","https://openalex.org/W2790920276","https://openalex.org/W2793599628","https://openalex.org/W2799638097","https://openalex.org/W2913670385","https://openalex.org/W2952113915","https://openalex.org/W2963924008","https://openalex.org/W3008195158","https://openalex.org/W4243219509","https://openalex.org/W6637386731","https://openalex.org/W6737358541","https://openalex.org/W6814036654"],"related_works":["https://openalex.org/W2072166414","https://openalex.org/W3209970181","https://openalex.org/W2060875994","https://openalex.org/W4377865163","https://openalex.org/W3193857078","https://openalex.org/W2888956734","https://openalex.org/W3000197790","https://openalex.org/W4315865067","https://openalex.org/W2979433843","https://openalex.org/W3208304128"],"abstract_inverted_index":{"There":[0],"is":[1],"an":[2],"increasing":[3],"demand":[4],"for":[5,67,115],"acquiring":[6],"details":[7],"of":[8,41,49,62,103,120],"food":[9,18,69,121],"nutrients":[10,70],"especially":[11],"among":[12],"those":[13],"who":[14],"are":[15],"sensitive":[16],"to":[17],"intakes":[19],"and":[20,44,74],"weight":[21],"changes.":[22],"To":[23],"meet":[24],"this":[25],"need,":[26],"we":[27,57],"propose":[28],"a":[29,59,112],"new":[30],"approach":[31],"based":[32],"on":[33],"deep":[34,64],"learning":[35],"that":[36,83],"precisely":[37],"estimates":[38],"the":[39,84,101],"composition":[40],"carbohydrates,":[42],"proteins,":[43],"fats":[45],"from":[46],"hyperspectral":[47],"signals":[48],"foods":[50],"obtained":[51],"by":[52,72,91],"using":[53],"low-cost":[54],"spectrometers.":[55],"Specifically,":[56],"develop":[58],"system":[60,86],"consisting":[61],"multiple":[63],"neural":[65],"networks":[66],"estimating":[68],"followed":[71],"detecting":[73],"discarding":[75],"estimation":[76,89],"anomalies.":[77],"Our":[78],"comprehensive":[79],"performance":[80],"evaluation":[81],"demonstrates":[82],"proposed":[85],"can":[87],"maximize":[88],"accuracy":[90],"automatically":[92],"identifying":[93],"wrong":[94],"estimations.":[95],"As":[96],"such,":[97],"if":[98],"consolidated":[99],"with":[100],"capability":[102],"reinforcement":[104],"learning,":[105],"it":[106],"will":[107],"likely":[108],"be":[109],"positioned":[110],"as":[111],"promising":[113],"means":[114],"personalized":[116],"healthcare":[117],"in":[118],"terms":[119],"safety.":[122]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":4}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
