{"id":"https://openalex.org/W4385188855","doi":"https://doi.org/10.1145/3583133.3590661","title":"Evolutionary Optimization of a Focused Ultrasound Propagation Predictor Neural Network","display_name":"Evolutionary Optimization of a Focused Ultrasound Propagation Predictor Neural Network","publication_year":2023,"publication_date":"2023-07-15","ids":{"openalex":"https://openalex.org/W4385188855","doi":"https://doi.org/10.1145/3583133.3590661"},"language":"en","primary_location":{"id":"doi:10.1145/3583133.3590661","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3583133.3590661","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Companion Conference on Genetic and Evolutionary Computation","raw_type":"proceedings-article"},"type":"conference-paper","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/A5069589165","display_name":"Jakub Chleb\u00edk","orcid":"https://orcid.org/0000-0002-8897-7160"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Jakub Chlebik","raw_affiliation_strings":["Centre of Excellence IT4Innovations, Ostrava, Czech Republic","Department of Computer Systems, Faculty of Information Technology, Brno University of Technology, Brno, Czech Republic","Department of Computer Systems, Faculty of Information Technology, Brno University of Technology, Brno, Czech Republic Centre of Excellence IT4Innovations, Ostrava, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0002-8897-7160","affiliations":[{"raw_affiliation_string":"Centre of Excellence IT4Innovations, Ostrava, Czech Republic","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Systems, Faculty of Information Technology, Brno University of Technology, Brno, Czech Republic","institution_ids":["https://openalex.org/I60587646"]},{"raw_affiliation_string":"Department of Computer Systems, Faculty of Information Technology, Brno University of Technology, Brno, Czech Republic Centre of Excellence IT4Innovations, Ostrava, Czech Republic","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059879181","display_name":"Ji\u0159\u00ed Jaro\u0161","orcid":"https://orcid.org/0000-0002-0087-8804"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Jiri Jaros","raw_affiliation_strings":["Centre of Excellence IT4Innovations, Ostrava, Czech Republic","Department of Computer Systems, Faculty of Information Technology, Brno University of Technology, Brno, Czech Republic","Department of Computer Systems, Faculty of Information Technology, Brno University of Technology, Brno, Czech Republic Centre of Excellence IT4Innovations, Ostrava, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0002-0087-8804","affiliations":[{"raw_affiliation_string":"Centre of Excellence IT4Innovations, Ostrava, Czech Republic","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Systems, Faculty of Information Technology, Brno University of Technology, Brno, Czech Republic","institution_ids":["https://openalex.org/I60587646"]},{"raw_affiliation_string":"Department of Computer Systems, Faculty of Information Technology, Brno University of Technology, Brno, Czech Republic Centre of Excellence IT4Innovations, Ostrava, Czech Republic","institution_ids":["https://openalex.org/I60587646"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I60587646"],"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":"635","last_page":"638"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10727","display_name":"Ultrasound Imaging and Elastography","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10727","display_name":"Ultrasound Imaging and Elastography","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12015","display_name":"Photoacoustic and Ultrasonic Imaging","score":0.9984999895095825,"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"}},{"id":"https://openalex.org/T10662","display_name":"Ultrasonics and Acoustic Wave Propagation","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/computer-science","display_name":"Computer science","score":0.7839456796646118},{"id":"https://openalex.org/keywords/solver","display_name":"Solver","score":0.6759121417999268},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5836184620857239},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.5150024890899658},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5001544952392578},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.48480692505836487},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.47797295451164246},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47606533765792847},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4438551366329193},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.43193235993385315},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.42748260498046875},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.3965947926044464},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3453594446182251}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7839456796646118},{"id":"https://openalex.org/C2778770139","wikidata":"https://www.wikidata.org/wiki/Q1966904","display_name":"Solver","level":2,"score":0.6759121417999268},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5836184620857239},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.5150024890899658},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5001544952392578},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.48480692505836487},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.47797295451164246},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47606533765792847},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4438551366329193},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.43193235993385315},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.42748260498046875},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3965947926044464},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3453594446182251},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3583133.3590661","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3583133.3590661","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Companion Conference on Genetic and Evolutionary Computation","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3708067221","display_name":null,"funder_award_id":"90140","funder_id":"https://openalex.org/F4320321006","funder_display_name":"Grantov\u00e1 Agentura \u010cesk\u00e9 Republiky"},{"id":"https://openalex.org/G4177337698","display_name":null,"funder_award_id":"ID:90140","funder_id":"https://openalex.org/F4320321006","funder_display_name":"Grantov\u00e1 Agentura \u010cesk\u00e9 Republiky"},{"id":"https://openalex.org/G5998750826","display_name":null,"funder_award_id":"ID:90140","funder_id":"https://openalex.org/F4320321005","funder_display_name":"Ministerstvo \u0160kolstv\u00ed, Ml\u00e1de\u017ee a T\u011blov\u00fdchovy"},{"id":"https://openalex.org/G6710260361","display_name":null,"funder_award_id":"21-13001S","funder_id":"https://openalex.org/F4320321006","funder_display_name":"Grantov\u00e1 Agentura \u010cesk\u00e9 Republiky"},{"id":"https://openalex.org/G6862666737","display_name":null,"funder_award_id":"90140","funder_id":"https://openalex.org/F4320321005","funder_display_name":"Ministerstvo \u0160kolstv\u00ed, Ml\u00e1de\u017ee a T\u011blov\u00fdchovy"},{"id":"https://openalex.org/G831070478","display_name":null,"funder_award_id":"FIT-S-23-8141","funder_id":"https://openalex.org/F4320322748","funder_display_name":"Vysok\u00e9 U\u010den\u00ed Technick\u00e9 v Brn\u011b"}],"funders":[{"id":"https://openalex.org/F4320321005","display_name":"Ministerstvo \u0160kolstv\u00ed, Ml\u00e1de\u017ee a T\u011blov\u00fdchovy","ror":"https://ror.org/037n8p820"},{"id":"https://openalex.org/F4320321006","display_name":"Grantov\u00e1 Agentura \u010cesk\u00e9 Republiky","ror":"https://ror.org/01pv73b02"},{"id":"https://openalex.org/F4320322748","display_name":"Vysok\u00e9 U\u010den\u00ed Technick\u00e9 v Brn\u011b","ror":"https://ror.org/03613d656"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2003017040","https://openalex.org/W2032526594","https://openalex.org/W2514483081","https://openalex.org/W2568559291","https://openalex.org/W2596073053","https://openalex.org/W2864434531","https://openalex.org/W2906697496","https://openalex.org/W2976433890","https://openalex.org/W3097938572","https://openalex.org/W3186177296","https://openalex.org/W4233558051"],"related_works":["https://openalex.org/W2186864281","https://openalex.org/W4255427455","https://openalex.org/W1966025497","https://openalex.org/W68941528","https://openalex.org/W4206451355","https://openalex.org/W1553604823","https://openalex.org/W8322802","https://openalex.org/W314331466","https://openalex.org/W3120490799","https://openalex.org/W2049545441"],"abstract_inverted_index":{"The":[0,50,82],"search":[1],"for":[2,174,188],"the":[3,20,29,79,94,104,113,140,159,162,166,169,178,181],"optimal":[4],"treatment":[5],"plan":[6],"of":[7,48,53,67,108,115,135,139,161,168,180],"a":[8,13,32,37,63,71,129,147,152],"focused":[9],"ultrasound-based":[10],"procedure":[11],"is":[12],"complex":[14],"multi-modal":[15],"problem,":[16],"trying":[17],"to":[18,60,102,157],"deliver":[19],"solution":[21,125],"in":[22,90,128,146],"clinically":[23],"relevant":[24],"time":[25,149],"while":[26,142],"not":[27],"sacrificing":[28],"precision":[30,167],"below":[31],"critical":[33],"threshold.":[34],"To":[35,92],"test":[36],"solution,":[38],"many":[39],"computationally":[40],"expensive":[41],"simulations":[42],"must":[43],"be":[44],"evaluated,":[45],"often":[46],"thousands":[47],"times.":[49],"recent":[51],"renaissance":[52],"machine":[54],"learning":[55],"could":[56,86],"provide":[57],"an":[58,100,109,133],"answer":[59],"this.":[61],"Indeed,":[62],"state-of-the-art":[64],"neural":[65],"predictor":[66],"Acoustic":[68],"Propagation":[69],"through":[70],"human":[72],"skull":[73],"was":[74,155],"published":[75],"recently,":[76],"speeding":[77],"up":[78],"simulation":[80],"significantly.":[81],"utilized":[83],"architecture,":[84],"however,":[85],"use":[87,107],"some":[88],"improvements":[89],"precision.":[91],"explore":[93],"design":[95],"more":[96],"deeply,":[97],"we":[98,122],"made":[99],"attempt":[101],"improve":[103],"solver":[105,130],"by":[106],"evolutionary":[110],"algorithm,":[111],"challenging":[112],"importance":[114],"different":[116],"building":[117],"blocks.":[118],"Utilizing":[119],"Genetic":[120],"Programming,":[121],"improved":[123],"their":[124],"significantly,":[126],"resulting":[127],"with":[131],"approximately":[132],"order":[134],"magnitude":[136],"better":[137],"RMSE":[138],"predictor,":[141],"still":[143],"delivering":[144],"solutions":[145],"reasonable":[148],"frame.":[150],"Furthermore,":[151],"second":[153],"study":[154],"conducted":[156],"gauge":[158],"effects":[160,179],"multi-resolution":[163],"encoding":[164],"on":[165,177],"network,":[170],"providing":[171],"interesting":[172],"topics":[173],"further":[175],"research":[176],"memory":[182],"blocks":[183],"and":[184],"convolution":[185],"kernel":[186],"sizes":[187],"PDE":[189],"RCNN":[190],"solvers.":[191]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}