{"id":"https://openalex.org/W2645542328","doi":"https://doi.org/10.1109/ccece.2017.7946635","title":"Artificial Neural Network model design and topology analysis for FPGA implementation of Lorenz chaotic generator","display_name":"Artificial Neural Network model design and topology analysis for FPGA implementation of Lorenz chaotic generator","publication_year":2017,"publication_date":"2017-04-01","ids":{"openalex":"https://openalex.org/W2645542328","doi":"https://doi.org/10.1109/ccece.2017.7946635","mag":"2645542328"},"language":"en","primary_location":{"id":"doi:10.1109/ccece.2017.7946635","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccece.2017.7946635","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE 30th Canadian Conference on Electrical and Computer Engineering (CCECE)","raw_type":"proceedings-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/A5100715090","display_name":"Lei Zhang","orcid":"https://orcid.org/0000-0003-0535-998X"},"institutions":[{"id":"https://openalex.org/I194028371","display_name":"University of Regina","ror":"https://ror.org/03dzc0485","country_code":"CA","type":"education","lineage":["https://openalex.org/I194028371"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Lei Zhang","raw_affiliation_strings":["Faculty of Engineering and Applied Science, University of Regina, Regina, Saskatchewan, Canada"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Applied Science, University of Regina, Regina, Saskatchewan, Canada","institution_ids":["https://openalex.org/I194028371"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100715090"],"corresponding_institution_ids":["https://openalex.org/I194028371"],"apc_list":null,"apc_paid":null,"fwci":3.4039,"has_fulltext":false,"cited_by_count":39,"citation_normalized_percentile":{"value":0.92798845,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10244","display_name":"Chaos control and synchronization","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"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/T10244","display_name":"Chaos control and synchronization","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear 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/T10320","display_name":"Neural Networks and Applications","score":0.9980999827384949,"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/T11017","display_name":"Chaos-based Image/Signal Encryption","score":0.9829000234603882,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7038308382034302},{"id":"https://openalex.org/keywords/chaotic","display_name":"Chaotic","score":0.7028494477272034},{"id":"https://openalex.org/keywords/lorenz-system","display_name":"Lorenz system","score":0.6299169063568115},{"id":"https://openalex.org/keywords/attractor","display_name":"Attractor","score":0.6287716627120972},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6167462468147278},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.5621774196624756},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.49318331480026245},{"id":"https://openalex.org/keywords/fixed-point-arithmetic","display_name":"Fixed-point arithmetic","score":0.4101957380771637},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.3363110423088074},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33330798149108887},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3266499638557434},{"id":"https://openalex.org/keywords/floating-point","display_name":"Floating point","score":0.212185800075531},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20909631252288818},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.11496654152870178}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7038308382034302},{"id":"https://openalex.org/C2777052490","wikidata":"https://www.wikidata.org/wiki/Q5072826","display_name":"Chaotic","level":2,"score":0.7028494477272034},{"id":"https://openalex.org/C151510863","wikidata":"https://www.wikidata.org/wiki/Q899844","display_name":"Lorenz system","level":3,"score":0.6299169063568115},{"id":"https://openalex.org/C164380108","wikidata":"https://www.wikidata.org/wiki/Q507187","display_name":"Attractor","level":2,"score":0.6287716627120972},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6167462468147278},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.5621774196624756},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.49318331480026245},{"id":"https://openalex.org/C163973906","wikidata":"https://www.wikidata.org/wiki/Q649900","display_name":"Fixed-point arithmetic","level":3,"score":0.4101957380771637},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.3363110423088074},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33330798149108887},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3266499638557434},{"id":"https://openalex.org/C84211073","wikidata":"https://www.wikidata.org/wiki/Q117879","display_name":"Floating point","level":2,"score":0.212185800075531},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20909631252288818},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.11496654152870178},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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/ccece.2017.7946635","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccece.2017.7946635","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE 30th Canadian Conference on Electrical and Computer Engineering (CCECE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1511396231","https://openalex.org/W1969446157","https://openalex.org/W2002744985","https://openalex.org/W2074503216","https://openalex.org/W2115986869","https://openalex.org/W2125241117","https://openalex.org/W2299244345","https://openalex.org/W2395472572","https://openalex.org/W2480695657"],"related_works":["https://openalex.org/W4289542543","https://openalex.org/W2891065597","https://openalex.org/W3158046166","https://openalex.org/W2379488025","https://openalex.org/W2318462079","https://openalex.org/W1509796342","https://openalex.org/W2585728124","https://openalex.org/W1742246664","https://openalex.org/W2169362996","https://openalex.org/W2340294931"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"an":[3,101,232],"Artificial":[4],"Neural":[5,201],"Network":[6,202],"(ANN)":[7],"design":[8,168],"for":[9,17,36,97,109,120],"a":[10,18,60,80,90,110],"chaotic":[11,81,123,161],"generator,":[12],"and":[13,34,47,92,135,163,181,196,213],"the":[14,76,93,117,121,128,132,150,167,225,228],"training":[15,84,152,206],"performances":[16],"three":[19,205],"layer":[20],"ANN":[21,71,102,112,129,175,186,218],"architecture":[22,113,130,187,219],"with":[23,188,204],"different":[24],"number":[25,144],"of":[26,63,79,127,145,227],"hidden":[27,146,180,192],"neurons.":[28],"Chaotic":[29,39],"systems":[30,40,162],"can":[31,72,220],"be":[32,73,221],"synchronized":[33],"used":[35,108,165,222],"secure":[37],"communication.":[38],"such":[41],"as":[42,166],"Lorenz":[43,154],"attractor,":[44],"Rossler":[45],"attractor":[46,155],"Chen's":[48],"system":[49],"are":[50,95,106],"generally":[51],"implemented":[52],"directly":[53],"based":[54],"on":[55,89,231],"their":[56],"definitions":[57],"represented":[58],"by":[59],"unique":[61],"group":[62],"ordinary":[64],"differential":[65],"equations":[66],"(ODEs).":[67],"An":[68],"feed":[69],"forward":[70],"trained":[74,111,197],"using":[75,199],"output":[77,119,183],"values":[78],"system.":[82,124],"The":[83,125,173,185,216],"process":[85],"is":[86,139,164,194],"carried":[87],"out":[88],"computer":[91],"weights":[94,105],"generated":[96],"all":[98],"neurons":[99,147,193],"in":[100,159,170],"architecture.":[103],"These":[104],"then":[107],"model":[114],"to":[115,141,148,190,223],"generate":[116],"expected":[118],"target":[122,151],"complexity":[126],"defines":[131],"implementation":[133,230],"cost":[134],"speed.":[136],"Therefore":[137],"it":[138],"beneficial":[140],"use":[142],"less":[143],"achieve":[149],"performance.":[153],"has":[156,176],"its":[157],"significance":[158],"studying":[160],"subject":[169],"this":[171],"paper.":[172],"3-layer":[174],"one":[177,179,182],"input,":[178],"layer.":[184],"1":[189],"16":[191],"designed":[195],"respectively":[198],"MATLAB":[200],"Toolbox":[203],"algorithms:":[207],"Levenberg-Marquardt,":[208],"Scaled":[209],"Conjugate":[210],"Gradient":[211],"algorithm":[212],"Bayesian":[214],"Regulation.":[215],"optimized":[217],"improve":[224],"efficiency":[226],"fixed-point":[229],"Field":[233],"Programmable":[234],"Gates":[235],"Array":[236],"(FPGA)":[237],"device.":[238]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":9},{"year":2017,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
