{"id":"https://openalex.org/W7203584096","doi":"https://doi.org/10.5281/zenodo.21966209","title":"Data and analysis code for: Material-dependent spectral transmission in a mechanically excited, piezo-sensed EEG phantom","display_name":"Data and analysis code for: Material-dependent spectral transmission in a mechanically excited, piezo-sensed EEG phantom","publication_year":2026,"publication_date":"2026-08-16","ids":{"openalex":"https://openalex.org/W7203584096","doi":"https://doi.org/10.5281/zenodo.21966209"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.21966209","doi":"https://doi.org/10.5281/zenodo.21966209","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.21966209","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},"volume":null,"type":"dataset","is_traditional":false,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.21966209","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092347433","display_name":"Elif Nur Sel\u00e7uk","orcid":"https://orcid.org/0000-0003-3799-4304","observed_orcids":["https://orcid.org/0000-0003-3799-4304"]},"institutions":[{"id":"https://openalex.org/I175124709","display_name":"S\u00fcleyman Demirel \u00dcniversitesi","ror":"https://ror.org/04fjtte88","country_code":"TR","type":"education","lineage":["https://openalex.org/I175124709"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"SEL\u00c7UK, Elif Nur","raw_affiliation_strings":["S\u00fcleyman Demirel \u00dcniversitesi"],"raw_orcid":"https://orcid.org/0000-0003-3799-4304","affiliations":[{"raw_affiliation_string":"S\u00fcleyman Demirel \u00dcniversitesi","institution_ids":["https://openalex.org/I175124709"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090474283","display_name":"Ekrem G\u00fclsevin\u00e7ler","orcid":"https://orcid.org/0000-0002-4787-6275","observed_orcids":["https://orcid.org/0000-0002-4787-6275"]},"institutions":[{"id":"https://openalex.org/I76257594","display_name":"Sinop University","ror":"https://ror.org/004ah3r71","country_code":"TR","type":"education","lineage":["https://openalex.org/I76257594"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Gulsevincler, Ekrem","raw_affiliation_strings":["Sinop University"],"raw_orcid":"https://orcid.org/0000-0002-4787-6275","affiliations":[{"raw_affiliation_string":"Sinop University","institution_ids":["https://openalex.org/I76257594"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111998295","display_name":"Hatice Akman","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I175124709","display_name":"S\u00fcleyman Demirel \u00dcniversitesi","ror":"https://ror.org/04fjtte88","country_code":"TR","type":"education","lineage":["https://openalex.org/I175124709"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Akman, Hatice","raw_affiliation_strings":["S\u00fcleyman Demirel \u00dcniversitesi"],"raw_orcid":"https://orcid.org/0000-0002-1416-2057","affiliations":[{"raw_affiliation_string":"S\u00fcleyman Demirel \u00dcniversitesi","institution_ids":["https://openalex.org/I175124709"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119412535","display_name":"G\u00f6k\u00e7enur \u00c7akmak","orcid":"https://orcid.org/0000-0002-3315-4714","observed_orcids":["https://orcid.org/0000-0002-3315-4714"]},"institutions":[{"id":"https://openalex.org/I175124709","display_name":"S\u00fcleyman Demirel \u00dcniversitesi","ror":"https://ror.org/04fjtte88","country_code":"TR","type":"education","lineage":["https://openalex.org/I175124709"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"\u00c7AKMAK, G\u00f6k\u00e7enur","raw_affiliation_strings":["S\u00fcleyman Demirel \u00dcniversitesi"],"raw_orcid":"https://orcid.org/0000-0002-3315-4714","affiliations":[{"raw_affiliation_string":"S\u00fcleyman Demirel \u00dcniversitesi","institution_ids":["https://openalex.org/I175124709"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044449992","display_name":"Mustafa Re\u015fit Usal","orcid":"https://orcid.org/0000-0003-1823-4879","observed_orcids":["https://orcid.org/0000-0003-1823-4879"]},"institutions":[{"id":"https://openalex.org/I175124709","display_name":"S\u00fcleyman Demirel \u00dcniversitesi","ror":"https://ror.org/04fjtte88","country_code":"TR","type":"education","lineage":["https://openalex.org/I175124709"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"USAL, MUSTAFA RESIT","raw_affiliation_strings":["S\u00fcleyman Demirel \u00dcniversitesi M\u00fchendislik Fak\u00fcltesi"],"raw_orcid":"https://orcid.org/0000-0003-1823-4879","affiliations":[{"raw_affiliation_string":"S\u00fcleyman Demirel \u00dcniversitesi M\u00fchendislik Fak\u00fcltesi","institution_ids":["https://openalex.org/I175124709"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11601","display_name":"Neuroscience and Neural Engineering","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.00039999998989515007,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/spectral-transmission","display_name":"spectral transmission","score":0.5950000286102295},{"id":"https://openalex.org/keywords/piezoelectric-sensing","display_name":"piezoelectric sensing","score":0.6880000233650208},{"id":"https://openalex.org/keywords/mechanical-stimulation","display_name":"mechanical stimulation","score":0.8299999833106995},{"id":"https://openalex.org/keywords/steel-beams","display_name":"steel beams","score":0.5400000214576721},{"id":"https://openalex.org/keywords/beam-position","display_name":"beam position","score":0.6650000214576721},{"id":"https://openalex.org/keywords/euler-bernoulli-beam","display_name":"Euler-Bernoulli beam","score":0.7829999923706055}],"concepts":[{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.7181000113487244},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5916000008583069},{"id":"https://openalex.org/C104293457","wikidata":"https://www.wikidata.org/wiki/Q28324852","display_name":"Imaging phantom","level":2,"score":0.45739999413490295},{"id":"https://openalex.org/C2780365114","wikidata":"https://www.wikidata.org/wiki/Q169478","display_name":"MATLAB","level":2,"score":0.45419999957084656},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3968000113964081},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39089998602867126},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.38589999079704285},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.35280001163482666},{"id":"https://openalex.org/C171730128","wikidata":"https://www.wikidata.org/wiki/Q5227290","display_name":"Data file","level":2,"score":0.33649998903274536},{"id":"https://openalex.org/C163985040","wikidata":"https://www.wikidata.org/wiki/Q1172399","display_name":"Data acquisition","level":2,"score":0.32019999623298645},{"id":"https://openalex.org/C168834538","wikidata":"https://www.wikidata.org/wiki/Q3705329","display_name":"Beam (structure)","level":2,"score":0.3098999857902527},{"id":"https://openalex.org/C147494362","wikidata":"https://www.wikidata.org/wiki/Q2078905","display_name":"Troubleshooting","level":2,"score":0.3027999997138977},{"id":"https://openalex.org/C107953548","wikidata":"https://www.wikidata.org/wiki/Q1172433","display_name":"Wired glove","level":3,"score":0.29809999465942383},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.296999990940094},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.29580000042915344},{"id":"https://openalex.org/C197424946","wikidata":"https://www.wikidata.org/wiki/Q1165717","display_name":"Waveform","level":3,"score":0.29260000586509705},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.29120001196861267},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.28929999470710754},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.27900001406669617},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2759000062942505},{"id":"https://openalex.org/C51929080","wikidata":"https://www.wikidata.org/wiki/Q2425187","display_name":"Codebase","level":3,"score":0.2754000127315521},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C194648553","wikidata":"https://www.wikidata.org/wiki/Q1364774","display_name":"Spare part","level":2,"score":0.26579999923706055},{"id":"https://openalex.org/C97256817","wikidata":"https://www.wikidata.org/wiki/Q1462316","display_name":"Spurious relationship","level":2,"score":0.259799987077713},{"id":"https://openalex.org/C97118885","wikidata":"https://www.wikidata.org/wiki/Q565636","display_name":"Frequency analysis","level":2,"score":0.2574999928474426}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.5281/zenodo.21966209","doi":"https://doi.org/10.5281/zenodo.21966209","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.21966209","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},{"id":"doi:10.5281/zenodo.21966210","doi":"https://doi.org/10.5281/zenodo.21966210","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.21966210","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},{"id":"doi:10.5281/zenodo.21966292","doi":"https://doi.org/10.5281/zenodo.21966292","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.21966292","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"}],"best_oa_location":{"id":"doi:10.5281/zenodo.21966209","doi":"https://doi.org/10.5281/zenodo.21966209","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.21966209","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7222123541","https://openalex.org/W7164576618","https://openalex.org/W6977314040","https://openalex.org/W3166898771","https://openalex.org/W6944222303","https://openalex.org/W6912659292","https://openalex.org/W7056304170","https://openalex.org/W6944263572","https://openalex.org/W6960039634","https://openalex.org/W6943926443"],"abstract_inverted_index":{"Complete":[0],"data":[1,251],"and":[2,18,104,112,143,153,212,231,238,263,270,279],"analysis":[3,73],"package":[4],"for":[5,129,216],"a":[6,9],"study":[7],"of":[8,182,185,287],"mechanically":[10],"excited,":[11],"piezo-sensed":[12],"EEG":[13,188],"phantom":[14],"with":[15],"interchangeable":[16],"steel":[17],"PLA":[19],"transmission":[20],"beams.":[21],"CONTENTS":[22],"data_raw/":[23],"\u2014":[24,70,125,149],"60":[25],"raw":[26],"OpenBCI":[27],"Cyton":[28],"serial":[29],"exports":[30],"(8":[31],"EXG":[32],"channels,":[33],"250":[34],"Hz),":[35],"one":[36],"per":[37],"condition:":[38],"material":[39],"(steel,":[40],"PLA)":[41],"x":[42,48],"beam":[43,110,228],"position":[44],"(top,":[45],"middle,":[46,62],"bottom)":[47],"commanded":[49],"excitation":[50],"frequency":[51],"(1\u201310":[52],"Hz).":[53],"Turkish":[54],"filename":[55],"stems:":[56],"alt":[57],"=":[58,61,64,67],"bottom,":[59],"orta":[60],"ust":[63],"top,":[65],"demir":[66],"steel.":[68],"code/":[69],"the":[71,77,88,97,108,113,144,150,178,186,195,234,250],"full":[72],"pipeline.":[74],"analyze_piezo_ml_hp1.py":[75],"is":[76,87,120],"primary":[78],"chain":[79],"(zero-phase":[80],"fourth-order":[81],"1\u201340":[82],"Hz":[83,90],"Butterworth":[84],"band-pass);":[85],"analyze_piezo_ml_reference.py":[86],"0.5":[89],"comparison":[91,254],"reported":[92],"in":[93],"Section":[94],"3.6;":[95],"plus":[96],"group-preserving":[98],"label-permutation":[99],"test,":[100],"feature":[101,127],"ablation,":[102],"leave-one-frequency-out":[103],"leave-one-position-out":[105],"sensitivity":[106],"analyses,":[107],"Euler-Bernoulli":[109],"model,":[111],"figure":[114],"scripts.":[115],"A":[116],"MATLAB":[117],"reference":[118],"implementation":[119],"included":[121],"under":[122,194],"code/matlab/.":[123],"results/":[124],"run-level":[126],"tables":[128],"both":[130],"high-pass":[131],"settings,":[132],"quality-control":[133],"report,":[134],"permutation":[135],"null":[136],"distributions,":[137],"ablation":[138],"results,":[139],"held-out":[140],"block":[141],"predictions,":[142],"processing-sensitivity":[145],"comparison.":[146],"figures/,":[147],"tables/":[148],"published":[151],"figures":[152,269],"tables.":[154],"REPRODUCING":[155],"THE":[156],"PRIMARY":[157],"ANALYSIS":[158],"pip":[159],"install":[160],"numpy":[161],"scipy":[162],"scikit-learn":[163],"pandas":[164],"matplotlib":[165],"seaborn":[166],"openpyxl":[167],"python":[168],"code/analyze_piezo_ml_hp1.py":[169],"data_raw":[170],"results_reproduced":[171],"EXTERNAL":[172],"DATA":[173],"Figure":[174],"3":[175],"additionally":[176],"uses":[177],"eyes-closed":[179],"baseline":[180],"records":[181,213],"subjects":[183],"S001\u2013S030":[184],"PhysioNet":[187],"Motor":[189],"Movement/Imagery":[190],"Database":[191],"v1.0.0":[192],"(doi:10.13026/C28G6P),":[193],"Open":[196],"Data":[197],"Commons":[198],"Attribution":[199],"License":[200],"v1.0.":[201],"Those":[202],"human":[203],"recordings":[204],"are":[205,261],"not":[206,242,256,264],"redistributed":[207],"here;":[208],"code/fetch_physionet.py":[209],"downloads":[210],"them":[211],"SHA-256":[214],"checksums":[215],"all":[217],"30.":[218],"KNOWN":[219],"LIMITATIONS":[220],"OF":[221],"THIS":[222],"DATASET":[223],"Drive":[224],"voltage,":[225],"coupling":[226],"force,":[227],"insertion":[229],"depth":[230],"boundary":[232],"condition,":[233],"physical":[235],"channel-to-sensor":[236],"map,":[237],"reference/ground":[239],"placement":[240],"were":[241],"recorded.":[243],"Each":[244],"condition":[245],"was":[246],"acquired":[247],"once,":[248],"so":[249],"support":[252],"cross-condition":[253],"but":[255],"repeatability":[257],"estimation.":[258],"Amplitude":[259],"values":[260],"instrument-scale":[262],"independently":[265],"calibrated.":[266],"LICENCE":[267],"Data,":[268],"tables:":[271],"CC":[272],"BY":[273],"4.0.":[274],"Code:":[275],"MIT.":[276],"See":[277],"LICENSE-DATA.txt":[278],"LICENSE-CODE.txt.":[280],"FUNDING":[281],"Scientific":[282],"Research":[283],"Projects":[284],"Coordination":[285],"Unit":[286],"S\u00fcleyman":[288],"Demirel":[289],"University,":[290],"project":[291],"FDK-2022-8789.":[292]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-08-17T00:00:00"}