{"id":"https://openalex.org/W4393356645","doi":"https://doi.org/10.3390/s24072221","title":"Fast Prediction Method for Scattering Parameters of Rigid-Flex PCBs Based on ANN","display_name":"Fast Prediction Method for Scattering Parameters of Rigid-Flex PCBs Based on ANN","publication_year":2024,"publication_date":"2024-03-30","ids":{"openalex":"https://openalex.org/W4393356645","doi":"https://doi.org/10.3390/s24072221","pmid":"https://pubmed.ncbi.nlm.nih.gov/38610431"},"language":"en","primary_location":{"id":"doi:10.3390/s24072221","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24072221","pdf_url":"https://www.mdpi.com/1424-8220/24/7/2221/pdf?version=1711785260","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/1424-8220/24/7/2221/pdf?version=1711785260","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094290072","display_name":"Jingling Mei","orcid":"https://orcid.org/0009-0000-6558-5757"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210135723","display_name":"Shanghai Institute of Technical Physics","ror":"https://ror.org/02txedb84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210135723"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingling Mei","raw_affiliation_strings":["Key Laboratory of Infrared System Detection and Imaging Technologies, Shanghai Institute of Technical Physics, Chinese Academy of Sciences, Shanghai 200083, China","School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, China","Shanghai Institute of Technical Physics, Chinese Academy of Sciences, Shanghai 200083, China"],"raw_orcid":"https://orcid.org/0009-0000-6558-5757","affiliations":[{"raw_affiliation_string":"Key Laboratory of Infrared System Detection and Imaging Technologies, Shanghai Institute of Technical Physics, Chinese Academy of Sciences, Shanghai 200083, China","institution_ids":["https://openalex.org/I4210135723"]},{"raw_affiliation_string":"School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Shanghai Institute of Technical Physics, Chinese Academy of Sciences, Shanghai 200083, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210135723"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001627689","display_name":"Haiyue Yuan","orcid":"https://orcid.org/0000-0001-6084-6719"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haiyue Yuan","raw_affiliation_strings":["Key Laboratory of Ultra High Speed Circuit Design and Electromagnetic Compatibility, Ministry of Education, Xidian University, Xi\u2019an 710071, China","Key Laboratory of Ultra High Speed Circuit Design and Electromagnetic Compatibility, Ministry of Education, Xidian University, Xi'an 710071, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Ultra High Speed Circuit Design and Electromagnetic Compatibility, Ministry of Education, Xidian University, Xi\u2019an 710071, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Key Laboratory of Ultra High Speed Circuit Design and Electromagnetic Compatibility, Ministry of Education, Xidian University, Xi'an 710071, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069684897","display_name":"Xinxin Guo","orcid":"https://orcid.org/0000-0002-1695-4250"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinxin Guo","raw_affiliation_strings":["Key Laboratory of Ultra High Speed Circuit Design and Electromagnetic Compatibility, Ministry of Education, Xidian University, Xi\u2019an 710071, China","Key Laboratory of Ultra High Speed Circuit Design and Electromagnetic Compatibility, Ministry of Education, Xidian University, Xi'an 710071, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Ultra High Speed Circuit Design and Electromagnetic Compatibility, Ministry of Education, Xidian University, Xi\u2019an 710071, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Key Laboratory of Ultra High Speed Circuit Design and Electromagnetic Compatibility, Ministry of Education, Xidian University, Xi'an 710071, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012198483","display_name":"Xiuqin Chu","orcid":"https://orcid.org/0000-0001-5860-2002"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiuqin Chu","raw_affiliation_strings":["Key Laboratory of Ultra High Speed Circuit Design and Electromagnetic Compatibility, Ministry of Education, Xidian University, Xi\u2019an 710071, China","Key Laboratory of Ultra High Speed Circuit Design and Electromagnetic Compatibility, Ministry of Education, Xidian University, Xi'an 710071, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Ultra High Speed Circuit Design and Electromagnetic Compatibility, Ministry of Education, Xidian University, Xi\u2019an 710071, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Key Laboratory of Ultra High Speed Circuit Design and Electromagnetic Compatibility, Ministry of Education, Xidian University, Xi'an 710071, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058488544","display_name":"Lei Ding","orcid":"https://orcid.org/0000-0001-7403-4770"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210135723","display_name":"Shanghai Institute of Technical Physics","ror":"https://ror.org/02txedb84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210135723"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lei Ding","raw_affiliation_strings":["Key Laboratory of Infrared System Detection and Imaging Technologies, Shanghai Institute of Technical Physics, Chinese Academy of Sciences, Shanghai 200083, China","Shanghai Institute of Technical Physics, Chinese Academy of Sciences, Shanghai 200083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Infrared System Detection and Imaging Technologies, Shanghai Institute of Technical Physics, Chinese Academy of Sciences, Shanghai 200083, China","institution_ids":["https://openalex.org/I4210135723"]},{"raw_affiliation_string":"Shanghai Institute of Technical Physics, Chinese Academy of Sciences, Shanghai 200083, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210135723"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5058488544"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210135723"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":0.2529,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.43871142,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"24","issue":"7","first_page":"2221","last_page":"2221"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11444","display_name":"Electromagnetic Compatibility and Noise Suppression","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11444","display_name":"Electromagnetic Compatibility and Noise Suppression","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10099","display_name":"GaN-based semiconductor devices and materials","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/3104","display_name":"Condensed Matter Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12495","display_name":"Electrostatic Discharge in Electronics","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.49058833718299866},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.4597089886665344},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41170090436935425},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.30276280641555786}],"concepts":[{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.49058833718299866},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.4597089886665344},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41170090436935425},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.30276280641555786},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/s24072221","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24072221","pdf_url":"https://www.mdpi.com/1424-8220/24/7/2221/pdf?version=1711785260","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:38610431","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38610431","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:pubmedcentral.nih.gov:11014035","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11014035","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11014035/pdf/sensors-24-02221.pdf","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"},{"id":"pmh:oai:doaj.org/article:5528c093d3bd442c8fc2b22887609266","is_oa":true,"landing_page_url":"https://doaj.org/article/5528c093d3bd442c8fc2b22887609266","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 24, Iss 7, p 2221 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s24072221","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24072221","pdf_url":"https://www.mdpi.com/1424-8220/24/7/2221/pdf?version=1711785260","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":[{"score":0.4399999976158142,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G5803286964","display_name":null,"funder_award_id":"2022FYB3904803","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4393356645.pdf"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1866765583","https://openalex.org/W2045727450","https://openalex.org/W2084648507","https://openalex.org/W2095483845","https://openalex.org/W2101377736","https://openalex.org/W2106423774","https://openalex.org/W2108359231","https://openalex.org/W2117571991","https://openalex.org/W2134005914","https://openalex.org/W2165428542","https://openalex.org/W2171353752","https://openalex.org/W2550246949","https://openalex.org/W2564699283","https://openalex.org/W2783370179","https://openalex.org/W2790663469","https://openalex.org/W2800312622","https://openalex.org/W2810085148","https://openalex.org/W2906356283","https://openalex.org/W2942402901","https://openalex.org/W3008400047","https://openalex.org/W3021125622","https://openalex.org/W3023183603","https://openalex.org/W3046003371","https://openalex.org/W3049622490","https://openalex.org/W3087888717","https://openalex.org/W3102671260","https://openalex.org/W3201728394","https://openalex.org/W4281843213","https://openalex.org/W4285285502","https://openalex.org/W4293863010","https://openalex.org/W4294892324","https://openalex.org/W4309949315","https://openalex.org/W4311154769","https://openalex.org/W4322724049","https://openalex.org/W4328129079","https://openalex.org/W4366204537","https://openalex.org/W4367721819","https://openalex.org/W4376609054","https://openalex.org/W4385420419","https://openalex.org/W4387197028","https://openalex.org/W4388263755","https://openalex.org/W6671747396","https://openalex.org/W6785492993"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W4391913857","https://openalex.org/W2350741829","https://openalex.org/W2530322880"],"abstract_inverted_index":{"InGaAs":[0,55,109,214],"detection":[1,110,127,215],"systems":[2],"have":[3,129],"been":[4,130],"increasingly":[5],"used":[6,160],"in":[7,117,161],"the":[8,14,32,38,76,102,114,119,204],"aerospace":[9,164],"field,":[10],"and":[11,34,37,67,78,87,153,172,208],"due":[12],"to":[13,100],"high":[15],"signal-to-noise":[16],"ratio":[17],"requirements":[18],"of":[19,41,54,81,105,121,203],"short-wave":[20,165],"infrared":[21,71,126,166],"quantitative":[22,167],"payloads,":[23],"there":[24],"is":[25,50,113],"an":[26,92,201],"urgent":[27],"need":[28],"for":[29,31,108,213],"methods":[30],"rapid":[33],"precise":[35],"evaluation":[36],"optimal":[39],"design":[40,62,82,211],"these":[42],"systems.":[43],"The":[44,169,187],"rigid-flex":[45,106,122,158,181],"printed":[46],"circuit":[47],"board":[48,159,182],"(PCB)":[49],"a":[51,97,157,162,196],"vital":[52],"component":[53],"detectors,":[56],"as":[57],"its":[58],"grid":[59,183],"ground":[60],"plane":[61,184],"parameters":[63,104,178],"impact":[64],"parasitic":[65],"capacitance":[66],"thus":[68],"affect":[69],"weak":[70,125],"analog":[72],"signals.":[73],"To":[74],"address":[75],"time-intensive":[77],"costly":[79],"nature":[80],"optimization":[83,206],"achieved":[84],"with":[85,137,195],"simulations":[86],"experimental":[88],"measurements,":[89],"we":[90],"propose":[91],"innovative":[93],"method":[94],"based":[95],"on":[96,124,149,156],"neural":[98,143],"network":[99,144],"predict":[101],"scattering":[103,177],"boards":[107,123],"links.":[111],"This":[112],"first":[115,133],"study":[116],"which":[118],"effects":[120],"signals":[128],"considered.":[131],"We":[132],"obtained":[134],"sufficient":[135],"samples":[136],"software":[138],"simulation.":[139],"A":[140],"backpropagation":[141],"(BP)":[142],"prediction":[145,188],"model":[146,170],"was":[147,190],"trained":[148],"existing":[150],"sample":[151],"sets":[152],"then":[154],"verified":[155],"crucial":[163],"mission.":[168],"efficiently":[171],"accurately":[173],"predicted":[174],"high-speed":[175],"interconnect":[176],"under":[179],"various":[180],"parameter":[185],"conditions.":[186],"error":[189],"less":[191],"than":[192],"1%":[193],"compared":[194],"3D":[197],"field":[198],"solver,":[199],"indicating":[200],"overcoming":[202],"iterative":[205],"inefficiency":[207],"showing":[209],"improved":[210],"quality":[212],"circuits.":[216]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
