{"id":"https://openalex.org/W7204450087","doi":"https://doi.org/10.2139/ssrn.7361240","title":"Limited-Data Surrogate-Assisted Optimisation of Specific Energy Consumption for Particle-Reinforced Disc Cutters Using GNN Augmentation and PSO-RF","display_name":"Limited-Data Surrogate-Assisted Optimisation of Specific Energy Consumption for Particle-Reinforced Disc Cutters Using GNN Augmentation and PSO-RF","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7204450087","doi":"https://doi.org/10.2139/ssrn.7361240"},"language":"en","primary_location":{"id":"doi:10.2139/ssrn.7361240","doi":"https://doi.org/10.2139/ssrn.7361240","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7361240","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"},"parent_works":[],"lineage":["https://openalex.org/W7204450087"],"child_works_count":0,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.2139/ssrn.7361240","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5148436858","display_name":"Jiawei Zhang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I176808543","display_name":"Liaoning Technical University","ror":"https://ror.org/01n2bd587","country_code":"CN","type":"education","lineage":["https://openalex.org/I176808543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiawei Zhang","raw_affiliation_strings":["Liaoning Technical University, CA","Liaoning Technical University, No. 188, Longwan South Street, Huludao, CA 125105, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Technical University, CA","institution_ids":["https://openalex.org/I176808543"]},{"raw_affiliation_string":"Liaoning Technical University, No. 188, Longwan South Street, Huludao, CA 125105, China","institution_ids":["https://openalex.org/I176808543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148443128","display_name":"Chenguang Guo","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I176808543","display_name":"Liaoning Technical University","ror":"https://ror.org/01n2bd587","country_code":"CN","type":"education","lineage":["https://openalex.org/I176808543"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chenguang Guo","raw_affiliation_strings":["Liaoning Technical University, No. 188, Longwan South Street, Huludao, CA 125105, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Technical University, No. 188, Longwan South Street, Huludao, CA 125105, China","institution_ids":["https://openalex.org/I176808543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018698135","display_name":"Jianzhuo Zhang","orcid":"https://orcid.org/0000-0002-9306-1202","observed_orcids":["https://orcid.org/0000-0002-9306-1202"]},"institutions":[{"id":"https://openalex.org/I176808543","display_name":"Liaoning Technical University","ror":"https://ror.org/01n2bd587","country_code":"CN","type":"education","lineage":["https://openalex.org/I176808543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianzhuo Zhang","raw_affiliation_strings":["Liaoning Technical University, CA","Liaoning Technical University, No. 188, Longwan South Street, Huludao, CA 125105, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Technical University, CA","institution_ids":["https://openalex.org/I176808543"]},{"raw_affiliation_string":"Liaoning Technical University, No. 188, Longwan South Street, Huludao, CA 125105, China","institution_ids":["https://openalex.org/I176808543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016501966","display_name":"Zhaoji Li","orcid":"https://orcid.org/0000-0001-9290-3087","observed_orcids":["https://orcid.org/0000-0001-9290-3087"]},"institutions":[{"id":"https://openalex.org/I176808543","display_name":"Liaoning Technical University","ror":"https://ror.org/01n2bd587","country_code":"CN","type":"education","lineage":["https://openalex.org/I176808543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaoji Li","raw_affiliation_strings":["Liaoning Technical University, No. 188, Longwan South Street, Huludao, CA 125105, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Technical University, No. 188, Longwan South Street, Huludao, CA 125105, China","institution_ids":["https://openalex.org/I176808543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134581946","display_name":"Xin Mei","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I176808543","display_name":"Liaoning Technical University","ror":"https://ror.org/01n2bd587","country_code":"CN","type":"education","lineage":["https://openalex.org/I176808543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Mei","raw_affiliation_strings":["Liaoning Technical University, No. 188, Longwan South Street, Huludao, CA 125105, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Technical University, No. 188, Longwan South Street, Huludao, CA 125105, China","institution_ids":["https://openalex.org/I176808543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136814931","display_name":"Shengli Xue","orcid":"https://orcid.org/0009-0002-5172-0713","observed_orcids":["https://orcid.org/0009-0002-5172-0713"]},"institutions":[{"id":"https://openalex.org/I176808543","display_name":"Liaoning Technical University","ror":"https://ror.org/01n2bd587","country_code":"CN","type":"education","lineage":["https://openalex.org/I176808543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengli Xue","raw_affiliation_strings":["Liaoning Technical University, No. 188, Longwan South Street, Huludao, CA 125105, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Technical University, No. 188, Longwan South Street, Huludao, CA 125105, China","institution_ids":["https://openalex.org/I176808543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032933697","display_name":"Haitao Yue","orcid":"https://orcid.org/0000-0002-0900-5647","observed_orcids":["https://orcid.org/0000-0002-0900-5647","https://orcid.org/0000-0002-6259-4583","https://orcid.org/0009-0001-8720-3243"]},"institutions":[{"id":"https://openalex.org/I176808543","display_name":"Liaoning Technical University","ror":"https://ror.org/01n2bd587","country_code":"CN","type":"education","lineage":["https://openalex.org/I176808543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haitao Yue","raw_affiliation_strings":["Liaoning Technical University, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Technical University, CA","institution_ids":["https://openalex.org/I176808543"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076399261","display_name":"Weibing Dai","orcid":"https://orcid.org/0000-0002-0834-5287","observed_orcids":["https://orcid.org/0000-0002-0834-5287"]},"institutions":[{"id":"https://openalex.org/I176808543","display_name":"Liaoning Technical University","ror":"https://ror.org/01n2bd587","country_code":"CN","type":"education","lineage":["https://openalex.org/I176808543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weibing Dai","raw_affiliation_strings":["Liaoning Technical University, No. 188, Longwan South Street, Huludao, CA 125105, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Technical University, No. 188, Longwan South Street, Huludao, CA 125105, China","institution_ids":["https://openalex.org/I176808543"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5148443128"],"corresponding_institution_ids":["https://openalex.org/I176808543"],"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/T12482","display_name":"Tunneling and Rock Mechanics","score":0.9477999806404114,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T12482","display_name":"Tunneling and Rock Mechanics","score":0.9477999806404114,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.026900000870227814,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10161","display_name":"Rock Mechanics and Modeling","score":0.003800000064074993,"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/specific-energy-consumption","display_name":"specific energy consumption","score":0.8870000243186951},{"id":"https://openalex.org/keywords/rock-fragmentation","display_name":"rock fragmentation","score":0.5680000185966492},{"id":"https://openalex.org/keywords/surrogate-based-optimization","display_name":"surrogate-based optimization","score":0.8870000243186951},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"particle swarm optimization","score":0.9670000076293945},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.9100000262260437},{"id":"https://openalex.org/keywords/cutter-rock-interaction","display_name":"cutter-rock interaction","score":0.5460000038146973},{"id":"https://openalex.org/keywords/drucker-prager-constitutive-model","display_name":"Drucker-Prager constitutive model","score":0.8709999918937683},{"id":"https://openalex.org/keywords/shear-damage","display_name":"shear damage","score":0.7620000243186951},{"id":"https://openalex.org/keywords/limited-training-data","display_name":"limited training data","score":0.5239999890327454},{"id":"https://openalex.org/keywords/particle-count","display_name":"particle count","score":0.5099999904632568},{"id":"https://openalex.org/keywords/wedge-angle","display_name":"wedge angle","score":0.5189999938011169},{"id":"https://openalex.org/keywords/particle-orientation","display_name":"particle orientation","score":0.7620000243186951}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.7016000151634216},{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"score":0.6744999885559082},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5246999859809875},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5156000256538391},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5117999911308289},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.47119998931884766},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.4156999886035919},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3684999942779541},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.367900013923645},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3393000066280365},{"id":"https://openalex.org/C62609721","wikidata":"https://www.wikidata.org/wiki/Q3023293","display_name":"Specific energy","level":2,"score":0.3312000036239624},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.3262999951839447},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.3190000057220459},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.28949999809265137},{"id":"https://openalex.org/C62064638","wikidata":"https://www.wikidata.org/wiki/Q553878","display_name":"Design for manufacturability","level":2,"score":0.2822999954223633},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2806999981403351},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.27469998598098755},{"id":"https://openalex.org/C195065555","wikidata":"https://www.wikidata.org/wiki/Q214881","display_name":"Curvature","level":2,"score":0.27399998903274536},{"id":"https://openalex.org/C96035792","wikidata":"https://www.wikidata.org/wiki/Q43606218","display_name":"Shear (geology)","level":2,"score":0.26930001378059387},{"id":"https://openalex.org/C47422493","wikidata":"https://www.wikidata.org/wiki/Q2755127","display_name":"Wedge (geometry)","level":2,"score":0.26600000262260437},{"id":"https://openalex.org/C156273044","wikidata":"https://www.wikidata.org/wiki/Q4913766","display_name":"Bin","level":2,"score":0.2648000121116638},{"id":"https://openalex.org/C16469947","wikidata":"https://www.wikidata.org/wiki/Q2400745","display_name":"Fractional factorial design","level":3,"score":0.259799987077713},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.2581000030040741},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2578999996185303}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2139/ssrn.7361240","doi":"https://doi.org/10.2139/ssrn.7361240","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7361240","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"}],"best_oa_location":{"id":"doi:10.2139/ssrn.7361240","doi":"https://doi.org/10.2139/ssrn.7361240","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7361240","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"},"sustainable_development_goals":[{"score":0.651199996471405,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"},{"score":0.5690000057220459,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1962944469","https://openalex.org/W2003076080","https://openalex.org/W2011858722","https://openalex.org/W2090755025","https://openalex.org/W2297580803","https://openalex.org/W2317569003","https://openalex.org/W2335880973","https://openalex.org/W2513394669","https://openalex.org/W2516373568","https://openalex.org/W2551178078","https://openalex.org/W2615828773","https://openalex.org/W2664487841","https://openalex.org/W2785888819","https://openalex.org/W2951644587","https://openalex.org/W2953507816","https://openalex.org/W4309488913","https://openalex.org/W4380537291","https://openalex.org/W4394061688","https://openalex.org/W4398162206","https://openalex.org/W4407228630"],"related_works":["https://openalex.org/W2026682912","https://openalex.org/W4304184122","https://openalex.org/W7170368271","https://openalex.org/W7120432736","https://openalex.org/W4297005904","https://openalex.org/W3036275317","https://openalex.org/W7218655314","https://openalex.org/W4318346636","https://openalex.org/W4414539976","https://openalex.org/W7133328080"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2026-08-28T00:00:00"}
