{"id":"https://openalex.org/W2914974183","doi":"https://doi.org/10.1109/ccee.2018.8634558","title":"Use of MLP Artificial Neural Network in Prediction of J-V Characteristic of Organic Solar Cells","display_name":"Use of MLP Artificial Neural Network in Prediction of J-V Characteristic of Organic Solar Cells","publication_year":2018,"publication_date":"2018-12-01","ids":{"openalex":"https://openalex.org/W2914974183","doi":"https://doi.org/10.1109/ccee.2018.8634558","mag":"2914974183"},"language":"en","primary_location":{"id":"doi:10.1109/ccee.2018.8634558","doi":"https://doi.org/10.1109/ccee.2018.8634558","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccee.2018.8634558","pdf_url":null,"source":{"id":"https://openalex.org/S7407104920","display_name":"International Conference on Communications and Electrical Engineering (ICCEE)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 International Conference on Communications and Electrical Engineering (ICCEE)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5073069543","display_name":"Naas Djeddaoui","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Naas Djeddaoui","raw_affiliation_strings":["Materials Science and Informatics Laboratory, MSIL University of Djelfa, Djelfa, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Materials Science and Informatics Laboratory, MSIL University of Djelfa, Djelfa, Algeria","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040342091","display_name":"Larbi Boukezzi","orcid":"https://orcid.org/0000-0001-7110-9992","observed_orcids":["https://orcid.org/0000-0001-7110-9992"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Larbi Boukezzi","raw_affiliation_strings":["Materials Science and Informatics Laboratory, MSIL University of Djelfa, Djelfa, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Materials Science and Informatics Laboratory, MSIL University of Djelfa, Djelfa, Algeria","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023822129","display_name":"Lakhdar Bessissa","orcid":"https://orcid.org/0000-0002-6467-2688","observed_orcids":["https://orcid.org/0000-0002-6467-2688"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lakhdar Bessissa","raw_affiliation_strings":["Materials Science and Informatics Laboratory, MSIL University of Djelfa, Djelfa, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Materials Science and Informatics Laboratory, MSIL University of Djelfa, Djelfa, Algeria","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"15","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10045","display_name":"Organic Electronics and Photovoltaics","score":0.9301999807357788,"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/T10045","display_name":"Organic Electronics and Photovoltaics","score":0.9301999807357788,"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/T10320","display_name":"Neural Networks and Applications","score":0.01860000006854534,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.014700000174343586,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/organic-solar-cells","display_name":"organic solar cells","score":0.9909999966621399},{"id":"https://openalex.org/keywords/bulk-heterojunction","display_name":"bulk heterojunction","score":0.8460000157356262},{"id":"https://openalex.org/keywords/narx-neural-network","display_name":"NARX neural network","score":0.7170000076293945},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"multilayer perceptron","score":0.7910000085830688},{"id":"https://openalex.org/keywords/power-conversion-efficiency","display_name":"power conversion efficiency","score":0.4099999964237213}],"concepts":[{"id":"https://openalex.org/C42536954","wikidata":"https://www.wikidata.org/wiki/Q7049462","display_name":"Nonlinear autoregressive exogenous model","level":3,"score":0.7954862117767334},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7888076305389404},{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.7098937034606934},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.653506875038147},{"id":"https://openalex.org/C91614233","wikidata":"https://www.wikidata.org/wiki/Q1472888","display_name":"Organic solar cell","level":3,"score":0.5893582105636597},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.49846863746643066},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4755672812461853},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4657609760761261},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4519609212875366},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4346344769001007},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4297116696834564},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.4236938953399658},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2668779492378235},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23401445150375366},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.18057283759117126},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.156545490026474},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.1563204526901245},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.10260990262031555},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccee.2018.8634558","doi":"https://doi.org/10.1109/ccee.2018.8634558","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccee.2018.8634558","pdf_url":null,"source":{"id":"https://openalex.org/S7407104920","display_name":"International Conference on Communications and Electrical Engineering (ICCEE)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 International Conference on Communications and Electrical Engineering (ICCEE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.571399986743927}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W574570969","https://openalex.org/W1841157047","https://openalex.org/W1979545303","https://openalex.org/W1982640695","https://openalex.org/W2046055658","https://openalex.org/W2105097003","https://openalex.org/W2171686229","https://openalex.org/W2557842213"],"related_works":["https://openalex.org/W4415889826","https://openalex.org/W7030004312","https://openalex.org/W2490468026","https://openalex.org/W4372294832","https://openalex.org/W2790707538","https://openalex.org/W2957230786","https://openalex.org/W4405157408","https://openalex.org/W2038657082","https://openalex.org/W4412775111","https://openalex.org/W3215427017"],"abstract_inverted_index":{"In":[0],"this":[1,49],"paper,":[2],"we":[3],"have":[4],"used":[5,47,81,102],"Neural":[6],"Network":[7],"model":[8],"to":[9,86,100],"predict":[10],"the":[11,61,79,94,97,104],"J-V":[12],"characteristic":[13],"of":[14,24,29,60,96,106,113],"bulk":[15],"heterojuction":[16],"organic":[17,107],"solar":[18],"cells":[19],"(OSCs)":[20],"under":[21],"different":[22,67],"ratios":[23],"(P3HT:PC70BM)'s":[25],"concentration.":[26],"Two":[27],"kinds":[28],"neural":[30],"networks":[31],"(Nonlinear":[32],"Autoregressive":[33],"with":[34],"external":[35],"(Exogenous)":[36],"Input":[37],"(NARX)":[38],"and":[39,51,72],"Feed":[40],"Forward":[41],"Distributed":[42],"Time":[43],"Delay":[44],"(FFDTDNN),":[45],"are":[46,54],"in":[48,103,119],"work":[50],"their":[52],"performances":[53],"compared":[55],"between":[56],"them.":[57],"The":[58,90,109],"evaluation":[59],"forecast":[62],"quality":[63,112],"was":[64],"fated":[65],"by":[66],"statistical":[68],"parameters":[69],"(R2,":[70],"RMSE":[71],"MARE).":[73],"It":[74],"is":[75,116],"determined":[76],"that":[77],"all":[78],"models":[80,99,115],"give":[82],"very":[83],"close":[84],"results":[85,92],"those":[87],"obtained":[88,91],"experimentally.":[89],"highlight":[93],"flexibility":[95],"developed":[98],"be":[101],"domain":[105],"photovoltaics.":[108],"good":[110],"prediction":[111],"these":[114],"also":[117],"put":[118],"evidence.":[120]},"counts_by_year":[],"updated_date":"2026-10-29T09:56:32.521200","created_date":"2019-02-21T00:00:00"}