{"id":"https://openalex.org/W2943058042","doi":"https://doi.org/10.1109/iscas.2019.8702473","title":"Tool-Path Optimization using Neural Networks","display_name":"Tool-Path Optimization using Neural Networks","publication_year":2019,"publication_date":"2019-05-01","ids":{"openalex":"https://openalex.org/W2943058042","doi":"https://doi.org/10.1109/iscas.2019.8702473","mag":"2943058042"},"language":"en","primary_location":{"id":"doi:10.1109/iscas.2019.8702473","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas.2019.8702473","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://api.research-repository.uwa.edu.au/ws/files/68673602/Fok_et_al._2019_Tool_Path_Optimization_using_neural_networks.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032837815","display_name":"Kai-Yin Fok","orcid":"https://orcid.org/0000-0003-1450-3410"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Kai-Yin Fok","raw_affiliation_strings":["The Department of Electronic and Information Engineering, The Hong Kong Polytechnic University, Hung Hom, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Department of Electronic and Information Engineering, The Hong Kong Polytechnic University, Hung Hom, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047360922","display_name":"Nuwan Ganganath","orcid":"https://orcid.org/0000-0002-7381-9493"},"institutions":[{"id":"https://openalex.org/I177877127","display_name":"The University of Western Australia","ror":"https://ror.org/047272k79","country_code":"AU","type":"education","lineage":["https://openalex.org/I177877127"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nuwan Ganganath","raw_affiliation_strings":["The School of Electrical, Electronic and Computer Engineering, The University of Western Australia, Crawley, WA, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The School of Electrical, Electronic and Computer Engineering, The University of Western Australia, Crawley, WA, Australia","institution_ids":["https://openalex.org/I177877127"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049007224","display_name":"Chi\u2010Tsun Cheng","orcid":"https://orcid.org/0000-0003-3306-6148"},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chi-Tsun Cheng","raw_affiliation_strings":["The Department of Manufacturing, RMIT University, Melbourne, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Department of Manufacturing, RMIT University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017703480","display_name":"Herbert Ho\u2010Ching Iu","orcid":"https://orcid.org/0000-0002-0687-4038"},"institutions":[{"id":"https://openalex.org/I177877127","display_name":"The University of Western Australia","ror":"https://ror.org/047272k79","country_code":"AU","type":"education","lineage":["https://openalex.org/I177877127"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Herbert Ho-Ching Iu","raw_affiliation_strings":["The School of Electrical, Electronic and Computer Engineering, The University of Western Australia, Crawley, WA, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The School of Electrical, Electronic and Computer Engineering, The University of Western Australia, Crawley, WA, Australia","institution_ids":["https://openalex.org/I177877127"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021923917","display_name":"Chi K. Tse","orcid":"https://orcid.org/0000-0002-0462-3999"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Chi K. Tse","raw_affiliation_strings":["The Department of Electronic and Information Engineering, The Hong Kong Polytechnic University, Hung Hom, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Department of Electronic and Information Engineering, The Hong Kong Polytechnic University, Hung Hom, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":3,"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/T10188","display_name":"Advanced machining processes and optimization","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10188","display_name":"Advanced machining processes and optimization","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10653","display_name":"Robot Manipulation and Learning","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/heuristics","display_name":"Heuristics","score":0.7691714763641357},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6902793645858765},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6866315007209778},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.6202393770217896},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5566613078117371},{"id":"https://openalex.org/keywords/tool-path","display_name":"Tool path","score":0.5074045062065125},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4362889528274536},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4154420793056488},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3632797598838806},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3427113890647888},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1946946382522583},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12455472350120544}],"concepts":[{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.7691714763641357},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6902793645858765},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6866315007209778},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.6202393770217896},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5566613078117371},{"id":"https://openalex.org/C3019099447","wikidata":"https://www.wikidata.org/wiki/Q19768","display_name":"Tool path","level":3,"score":0.5074045062065125},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4362889528274536},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4154420793056488},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3632797598838806},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3427113890647888},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1946946382522583},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12455472350120544},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1109/iscas.2019.8702473","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas.2019.8702473","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:openaire/af51d6e9-f687-46d7-b0b2-55b67b2516c1","is_oa":true,"landing_page_url":"https://admin.research-repository.uwa.edu.au/en/publications/af51d6e9-f687-46d7-b0b2-55b67b2516c1","pdf_url":"https://api.research-repository.uwa.edu.au/ws/files/68673602/Fok_et_al._2019_Tool_Path_Optimization_using_neural_networks.pdf","source":{"id":"https://openalex.org/S4306402523","display_name":"UWA Profiles and Research Repository (University of Western Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177877127","host_organization_name":"The University of Western Australia","host_organization_lineage":["https://openalex.org/I177877127"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fok, K Y, Ganganath, N, Cheng, C T, Iu, H H C & Tse, C K 2019, Tool-path optimization using neural networks. in 2019 IEEE International Symposium on Circuits and Systems, ISCAS 2019 - Proceedings., 8702473, Proceedings - IEEE International Symposium on Circuits and Systems, vol. 2019-May, IEEE, Institute of Electrical and Electronics Engineers. https://doi.org/10.1109/ISCAS.2019.8702473","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:alma.61RMIT_INST:11247377350001341","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ISCAS.2019.8702473","pdf_url":null,"source":{"id":"https://openalex.org/S4306402074","display_name":"RMIT Research Repository (RMIT University Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I82951845","host_organization_name":"RMIT University","host_organization_lineage":["https://openalex.org/I82951845"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:figshare.com:article/27343413","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Tool-Path_Optimization_Using_Neural_Networks/27343413","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference contribution"},{"id":"pmh:oai:ira.lib.polyu.edu.hk:10397/80712","is_oa":false,"landing_page_url":"http://hdl.handle.net/10397/80712","pdf_url":null,"source":{"id":"https://openalex.org/S4306400205","display_name":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I14243506","host_organization_name":"Hong Kong Polytechnic University","host_organization_lineage":["https://openalex.org/I14243506"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Paper"},{"id":"pmh:oai:pure.atira.dk:publications/af51d6e9-f687-46d7-b0b2-55b67b2516c1","is_oa":true,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85066794473&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4306402492","display_name":"UWA Profiles and Research Repository (UWA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177877127","host_organization_name":"The University of Western Australia","host_organization_lineage":["https://openalex.org/I177877127"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fok , K Y , Ganganath , N , Cheng , C T , Iu , H H C & Tse , C K 2019 , Tool-path optimization using neural networks . in 2019 IEEE International Symposium on Circuits and Systems, ISCAS 2019 - Proceedings . , 8702473 , Proceedings - IEEE International Symposium on Circuits and Systems , vol. 2019-May , IEEE, Institute of Electrical and Electronics Engineers . https://doi.org/10.1109/ISCAS.2019.8702473","raw_type":"contributionToPeriodical"}],"best_oa_location":{"id":"pmh:oai:pure.atira.dk:openaire/af51d6e9-f687-46d7-b0b2-55b67b2516c1","is_oa":true,"landing_page_url":"https://admin.research-repository.uwa.edu.au/en/publications/af51d6e9-f687-46d7-b0b2-55b67b2516c1","pdf_url":"https://api.research-repository.uwa.edu.au/ws/files/68673602/Fok_et_al._2019_Tool_Path_Optimization_using_neural_networks.pdf","source":{"id":"https://openalex.org/S4306402523","display_name":"UWA Profiles and Research Repository (University of Western Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177877127","host_organization_name":"The University of Western Australia","host_organization_lineage":["https://openalex.org/I177877127"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fok, K Y, Ganganath, N, Cheng, C T, Iu, H H C & Tse, C K 2019, Tool-path optimization using neural networks. in 2019 IEEE International Symposium on Circuits and Systems, ISCAS 2019 - Proceedings., 8702473, Proceedings - IEEE International Symposium on Circuits and Systems, vol. 2019-May, IEEE, Institute of Electrical and Electronics Engineers. https://doi.org/10.1109/ISCAS.2019.8702473","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"score":0.5899999737739563,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322598","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2943058042.pdf","grobid_xml":"https://content.openalex.org/works/W2943058042.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W2062403584","https://openalex.org/W2106378689","https://openalex.org/W2117226423","https://openalex.org/W2163428398","https://openalex.org/W2293983223","https://openalex.org/W2414490057","https://openalex.org/W2760040173","https://openalex.org/W2801312096","https://openalex.org/W2883242703","https://openalex.org/W2884386569","https://openalex.org/W2907912969","https://openalex.org/W2952332632","https://openalex.org/W6677426919","https://openalex.org/W6730742100","https://openalex.org/W6757945194"],"related_works":["https://openalex.org/W2280422768","https://openalex.org/W2075697616","https://openalex.org/W2130473021","https://openalex.org/W2388656145","https://openalex.org/W2386963857","https://openalex.org/W2358295952","https://openalex.org/W964299786","https://openalex.org/W2369935343","https://openalex.org/W2357112620","https://openalex.org/W2014364944"],"abstract_inverted_index":{"Tool-path":[0],"optimization":[1,21],"has":[2],"been":[3],"applied":[4],"in":[5],"many":[6],"industrial":[7],"applications,":[8],"including":[9],"subtractive":[10],"manufacturing":[11,16],"likes":[12,17],"drilling":[13],"and":[14,44],"additive":[15],"3D":[18],"printing.":[19],"The":[20,55],"process":[22],"involves":[23],"finding":[24],"a":[25],"time-efficient":[26],"route":[27],"for":[28],"tools":[29],"to":[30,48,61,66],"visit":[31],"all":[32],"the":[33],"required":[34],"sites,":[35],"which":[36],"is":[37,60],"often":[38],"computationally":[39],"intensive.":[40],"In":[41],"practice,":[42],"heuristics":[43],"meta-heuristics":[45],"are":[46],"used":[47],"generate":[49],"sub-optimal":[50],"results":[51],"within":[52],"reasonable":[53],"durations.":[54],"aim":[56],"of":[57],"this":[58],"work":[59],"use":[62],"artificial":[63],"neural":[64],"networks":[65],"yield":[67],"better":[68],"tool-paths.":[69]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}