{"id":"https://openalex.org/W4396982196","doi":"https://doi.org/10.1109/tim.2024.3398097","title":"Multimode Optical Fiber Specklegram Pressure Sensor Using Deep Learning","display_name":"Multimode Optical Fiber Specklegram Pressure Sensor Using Deep Learning","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4396982196","doi":"https://doi.org/10.1109/tim.2024.3398097"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3398097","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3398097","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063640544","display_name":"Mohammad Istiaque Reja","orcid":"https://orcid.org/0000-0002-3674-7056"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Mohammad Istiaque Reja","raw_affiliation_strings":["Institute for Photonics and Advanced Sensing, School of Physics, Chemistry and Earth Sciences, The University of Adelaide, Adelaide, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0002-3674-7056","affiliations":[{"raw_affiliation_string":"Institute for Photonics and Advanced Sensing, School of Physics, Chemistry and Earth Sciences, The University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045466551","display_name":"Darcy L. Smith","orcid":"https://orcid.org/0000-0002-1658-0850"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Darcy L. Smith","raw_affiliation_strings":["Institute for Photonics and Advanced Sensing, School of Physics, Chemistry and Earth Sciences, The University of Adelaide, Adelaide, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0002-1658-0850","affiliations":[{"raw_affiliation_string":"Institute for Photonics and Advanced Sensing, School of Physics, Chemistry and Earth Sciences, The University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046137901","display_name":"Linh V. Nguyen","orcid":"https://orcid.org/0000-0002-2543-2374"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Linh Viet Nguyen","raw_affiliation_strings":["Future Industries Institute and the Laser Physics and Photonics Devices Laboratory, University of South Australia, Mawson Lakes, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2543-2374","affiliations":[{"raw_affiliation_string":"Future Industries Institute and the Laser Physics and Photonics Devices Laboratory, University of South Australia, Mawson Lakes, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077483882","display_name":"Heike Ebendorff\u2010Heidepriem","orcid":"https://orcid.org/0000-0002-4877-7770"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Heike Ebendorff-Heidepriem","raw_affiliation_strings":["Institute for Photonics and Advanced Sensing, School of Physics, Chemistry and Earth Sciences, The University of Adelaide, Adelaide, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0002-4877-7770","affiliations":[{"raw_affiliation_string":"Institute for Photonics and Advanced Sensing, School of Physics, Chemistry and Earth Sciences, The University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047448028","display_name":"Stephen C. Warren\u2010Smith","orcid":"https://orcid.org/0000-0002-2612-6344"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Stephen C. Warren-Smith","raw_affiliation_strings":["Future Industries Institute and the Laser Physics and Photonics Devices Laboratory, University of South Australia, Mawson Lakes, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2612-6344","affiliations":[{"raw_affiliation_string":"Future Industries Institute and the Laser Physics and Photonics Devices Laboratory, University of South Australia, Mawson Lakes, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5063640544"],"corresponding_institution_ids":["https://openalex.org/I5681781"],"apc_list":null,"apc_paid":null,"fwci":6.337,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.96601942,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"73","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12153","display_name":"Advanced Optical Sensing Technologies","score":0.9484000205993652,"subfield":{"id":"https://openalex.org/subfields/3105","display_name":"Instrumentation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12153","display_name":"Advanced Optical Sensing Technologies","score":0.9484000205993652,"subfield":{"id":"https://openalex.org/subfields/3105","display_name":"Instrumentation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/multi-mode-optical-fiber","display_name":"Multi-mode optical fiber","score":0.7242599129676819},{"id":"https://openalex.org/keywords/optical-fiber","display_name":"Optical fiber","score":0.5491504669189453},{"id":"https://openalex.org/keywords/fiber-optic-sensor","display_name":"Fiber optic sensor","score":0.5090836882591248},{"id":"https://openalex.org/keywords/pressure-sensor","display_name":"Pressure sensor","score":0.42732179164886475},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.3841334879398346},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.36699509620666504},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.33853763341903687},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.25922852754592896}],"concepts":[{"id":"https://openalex.org/C101645829","wikidata":"https://www.wikidata.org/wiki/Q1781857","display_name":"Multi-mode optical fiber","level":3,"score":0.7242599129676819},{"id":"https://openalex.org/C194232370","wikidata":"https://www.wikidata.org/wiki/Q162","display_name":"Optical fiber","level":2,"score":0.5491504669189453},{"id":"https://openalex.org/C21651689","wikidata":"https://www.wikidata.org/wiki/Q1397427","display_name":"Fiber optic sensor","level":3,"score":0.5090836882591248},{"id":"https://openalex.org/C41325743","wikidata":"https://www.wikidata.org/wiki/Q1261040","display_name":"Pressure sensor","level":2,"score":0.42732179164886475},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.3841334879398346},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.36699509620666504},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.33853763341903687},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.25922852754592896},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3398097","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3398097","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.7400000095367432}],"awards":[{"id":"https://openalex.org/G1504221976","display_name":null,"funder_award_id":"CE14010003","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G2337468139","display_name":null,"funder_award_id":"FT200100154","funder_id":"https://openalex.org/F4320315885","funder_display_name":"Australian Government"}],"funders":[{"id":"https://openalex.org/F4320310184","display_name":"Australian National Fabrication Facility","ror":"https://ror.org/04ypnrn45"},{"id":"https://openalex.org/F4320315885","display_name":"Australian Government","ror":"https://ror.org/0314h5y94"},{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W866566511","https://openalex.org/W1498436455","https://openalex.org/W1996130291","https://openalex.org/W1997963350","https://openalex.org/W1998160751","https://openalex.org/W2021985617","https://openalex.org/W2022983899","https://openalex.org/W2024209280","https://openalex.org/W2051279645","https://openalex.org/W2053948798","https://openalex.org/W2075608135","https://openalex.org/W2080187585","https://openalex.org/W2085685728","https://openalex.org/W2102240215","https://openalex.org/W2102243166","https://openalex.org/W2112516648","https://openalex.org/W2141057923","https://openalex.org/W2147800946","https://openalex.org/W2151066929","https://openalex.org/W2159994937","https://openalex.org/W2160815625","https://openalex.org/W2263587331","https://openalex.org/W2342266518","https://openalex.org/W2566686267","https://openalex.org/W2588734897","https://openalex.org/W2593020367","https://openalex.org/W2618530766","https://openalex.org/W2624782416","https://openalex.org/W2788136209","https://openalex.org/W2803639627","https://openalex.org/W2811047374","https://openalex.org/W2901364473","https://openalex.org/W2903412590","https://openalex.org/W2919115771","https://openalex.org/W2937207598","https://openalex.org/W2940819618","https://openalex.org/W2954193966","https://openalex.org/W2963665033","https://openalex.org/W2965690288","https://openalex.org/W2972546317","https://openalex.org/W2978821666","https://openalex.org/W2982468261","https://openalex.org/W2995832370","https://openalex.org/W3033013164","https://openalex.org/W3038558828","https://openalex.org/W3040478793","https://openalex.org/W3103412703","https://openalex.org/W3108405251","https://openalex.org/W3109211095","https://openalex.org/W3109394052","https://openalex.org/W3119635404","https://openalex.org/W3126577871","https://openalex.org/W3159231437","https://openalex.org/W3163218673","https://openalex.org/W3187074210","https://openalex.org/W3215698859","https://openalex.org/W4200098891","https://openalex.org/W4205651328","https://openalex.org/W4225640607","https://openalex.org/W4226310031","https://openalex.org/W4226477640","https://openalex.org/W4237681663","https://openalex.org/W4283370654","https://openalex.org/W4285085096","https://openalex.org/W4292258946","https://openalex.org/W4301877703","https://openalex.org/W4310346415","https://openalex.org/W4312998508","https://openalex.org/W4316661138","https://openalex.org/W4322730811","https://openalex.org/W4322734212"],"related_works":["https://openalex.org/W2075740174","https://openalex.org/W2567745884","https://openalex.org/W2076860621","https://openalex.org/W610912452","https://openalex.org/W2036102429","https://openalex.org/W2942569287","https://openalex.org/W2547494374","https://openalex.org/W2035675438","https://openalex.org/W1979506785","https://openalex.org/W3182082895"],"abstract_inverted_index":{"Optical":[0],"fiber":[1,25,58],"pressure":[2,20,74,113,128,151,167],"sensing":[3,60],"is":[4,29,61],"of":[5,19,39,73,88,110,124,164,178],"significant":[6,31],"interest":[7,89],"for":[8,69],"industrial":[9],"process":[10],"monitoring":[11],"and":[12,41,46,90,145,149],"acoustic":[13],"sensing.":[14,75],"However,":[15],"the":[16,35,70,86,107,111,121,125,136,141,161],"direct":[17],"detection":[18],"changes":[21],"along":[22],"an":[23,62,170],"optical":[24,57],"with":[26,55,169],"minimal":[27],"crosstalk":[28,68,109],"a":[30,96,101,176],"challenge":[32],"due":[33],"to":[34,65,84,133],"low":[36],"stress-optic":[37],"coefficient":[38],"glass":[40],"interferences":[42],"from":[43,78],"temperature,":[44],"bending,":[45],"strain.":[47],"Here,":[48],"we":[49,104,119,131],"demonstrate":[50,120],"that":[51,106,140],"deep":[52,97],"learning":[53],"combined":[54],"microstructured":[56],"specklegram":[59],"effective":[63],"approach":[64],"overcoming":[66],"environmental":[67,92,108,147],"challenging":[71],"application":[72],"Specklegrams":[76],"created":[77],"multimode":[79],"interference":[80],"are":[81],"inherently":[82],"sensitive":[83],"both":[85],"measurand":[87],"other":[91],"perturbations.":[93],"By":[94],"employing":[95],"neural":[98],"network,":[99],"namely":[100],"multilayer":[102],"perceptron,":[103],"show":[105,139],"specklegram-based":[112],"sensor":[114,129],"can":[115,143],"be":[116],"mitigated.":[117],"Furthermore,":[118],"practical":[122],"implementation":[123],"machine":[126],"learning-based":[127],"where":[130],"need":[132],"continuously":[134],"update":[135],"model.":[137],"We":[138],"network":[142],"learn":[144],"reject":[146],"disturbances":[148],"predict":[150],"values":[152],"correctly":[153],"through":[154],"continuous":[155],"training":[156],"updates.":[157],"This":[158],"technique":[159],"approaches":[160],"instrument":[162],"error":[163,171],"our":[165],"calibration":[166],"gauge,":[168],"below":[172],"3":[173],"kPa":[174],"over":[175],"range":[177],"1":[179],"MPa.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
