{"id":"https://openalex.org/W2467851474","doi":"https://doi.org/10.3311/ppci.7732","title":"Allowable Deformation Prediction for Surrounding Rock of Underground Caverns Based on Support Vector Machine","display_name":"Allowable Deformation Prediction for Surrounding Rock of Underground Caverns Based on Support Vector Machine","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2467851474","doi":"https://doi.org/10.3311/ppci.7732","mag":"2467851474"},"language":"en","primary_location":{"id":"doi:10.3311/ppci.7732","doi":"https://doi.org/10.3311/ppci.7732","is_oa":true,"landing_page_url":"https://doi.org/10.3311/ppci.7732","pdf_url":null,"source":{"id":"https://openalex.org/S34189589","display_name":"Periodica Polytechnica Civil Engineering","issn_l":"0553-6626","issn":["0553-6626","1587-3773"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-1","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310315438","host_organization_name":"Budapest University of Technology and Economics","host_organization_lineage":["https://openalex.org/P4310315438"],"host_organization_lineage_names":["Budapest University of Technology and Economics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Periodica Polytechnica Civil Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://pp.bme.hu/ci/article/download/7732/7054","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074490643","display_name":"Cong Ma","orcid":"https://orcid.org/0000-0003-2532-0038","observed_orcids":["https://orcid.org/0000-0003-2532-0038"]},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ma Cong","raw_affiliation_strings":["College of Defense Engineering,\nPLA University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Defense Engineering,\nPLA University of Science and Technology","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078649063","display_name":"Yuehu Tan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tan Yuehu","raw_affiliation_strings":["College of Defense Engineering,\nPLA University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Defense Engineering,\nPLA University of Science and Technology","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045102191","display_name":"Erbing Li","orcid":"https://orcid.org/0000-0001-6247-4998","observed_orcids":["https://orcid.org/0000-0001-6247-4998"]},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Erbing","raw_affiliation_strings":["College of Defense Engineering,\nPLA University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Defense Engineering,\nPLA University of Science and Technology","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039341284","display_name":"Yang Meng","orcid":"https://orcid.org/0000-0003-2537-3033","observed_orcids":["https://orcid.org/0000-0003-2537-3033"]},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Meng","raw_affiliation_strings":["College of Defense Engineering,\nPLA University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Defense Engineering,\nPLA University of Science and Technology","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100974997","display_name":"Jianli Duan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Duan Jianli","raw_affiliation_strings":["College of Defense Engineering,\nPLA University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Defense Engineering,\nPLA University of Science and Technology","institution_ids":["https://openalex.org/I4210163363"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210163363"],"apc_list":null,"apc_paid":null,"fwci":0.2056,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.47624404,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"361","last_page":"369"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13772","display_name":"Geomechanics and Mining Engineering","score":0.8163999915122986,"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"}},"topics":[{"id":"https://openalex.org/T13772","display_name":"Geomechanics and Mining Engineering","score":0.8163999915122986,"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"}},{"id":"https://openalex.org/T10161","display_name":"Rock Mechanics and Modeling","score":0.12200000137090683,"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"}},{"id":"https://openalex.org/T12482","display_name":"Tunneling and Rock Mechanics","score":0.03539999946951866,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/surrounding-rock","display_name":"surrounding rock","score":0.7649999856948853},{"id":"https://openalex.org/keywords/underground-caves","display_name":"underground caverns","score":0.9990000128746033},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.9010000228881836},{"id":"https://openalex.org/keywords/rock-mass-classification","display_name":"rock mass classification","score":0.949999988079071},{"id":"https://openalex.org/keywords/orthogonal-experimental-design","display_name":"orthogonal experimental design","score":0.6460000276565552},{"id":"https://openalex.org/keywords/two-dimensional-model","display_name":"two-dimensional model","score":0.7839999794960022},{"id":"https://openalex.org/keywords/libsvm","display_name":"LIBSVM","score":0.7379999756813049}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.81647789478302},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6781050562858582},{"id":"https://openalex.org/C41242791","wikidata":"https://www.wikidata.org/wiki/Q17105549","display_name":"Rock mass classification","level":2,"score":0.639931857585907},{"id":"https://openalex.org/C204366326","wikidata":"https://www.wikidata.org/wiki/Q3027650","display_name":"Deformation (meteorology)","level":2,"score":0.5712798833847046},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.4783722460269928},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42004865407943726},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.38745129108428955},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.3302929401397705},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3113802671432495},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3311/ppci.7732","doi":"https://doi.org/10.3311/ppci.7732","is_oa":true,"landing_page_url":"https://doi.org/10.3311/ppci.7732","pdf_url":null,"source":{"id":"https://openalex.org/S34189589","display_name":"Periodica Polytechnica Civil Engineering","issn_l":"0553-6626","issn":["0553-6626","1587-3773"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-1","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310315438","host_organization_name":"Budapest University of Technology and Economics","host_organization_lineage":["https://openalex.org/P4310315438"],"host_organization_lineage_names":["Budapest University of Technology and Economics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Periodica Polytechnica Civil Engineering","raw_type":"journal-article"},{"id":"pmh:oai:pp.bme.hu:article/7732","doi":null,"is_oa":true,"landing_page_url":"https://pp.bme.hu/ci/article/view/7732","pdf_url":"https://pp.bme.hu/ci/article/download/7732/7054","source":{"id":"https://openalex.org/S34189589","display_name":"Periodica Polytechnica Civil Engineering","issn_l":"0553-6626","issn":["0553-6626","1587-3773"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-1","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310315438","host_organization_name":"Budapest University of Technology and Economics","host_organization_lineage":["https://openalex.org/P4310315438"],"host_organization_lineage_names":["Budapest University of Technology and Economics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"0553-6626","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:pp.bme.hu:article/7732","doi":null,"is_oa":true,"landing_page_url":"https://pp.bme.hu/ci/article/view/7732","pdf_url":"https://pp.bme.hu/ci/article/download/7732/7054","source":{"id":"https://openalex.org/S34189589","display_name":"Periodica Polytechnica Civil Engineering","issn_l":"0553-6626","issn":["0553-6626","1587-3773"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-1","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310315438","host_organization_name":"Budapest University of Technology and Economics","host_organization_lineage":["https://openalex.org/P4310315438"],"host_organization_lineage_names":["Budapest University of Technology and Economics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"0553-6626","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5378999710083008,"display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320335563","display_name":"State Administration for Science, Technology and Industry for National Defense","ror":"https://ror.org/01g7jaj47"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2467851474.pdf","grobid_xml":"https://content.openalex.org/works/W2467851474.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W599756832","https://openalex.org/W1964357740","https://openalex.org/W1976405057","https://openalex.org/W1980509285","https://openalex.org/W2029775881","https://openalex.org/W2037253700","https://openalex.org/W2085860939","https://openalex.org/W2114312120","https://openalex.org/W2153635508","https://openalex.org/W2318824661","https://openalex.org/W2350393927","https://openalex.org/W2353698039","https://openalex.org/W2372778223","https://openalex.org/W4206686222","https://openalex.org/W4235505462","https://openalex.org/W4239510810","https://openalex.org/W6600595061","https://openalex.org/W6600773522","https://openalex.org/W6757524449"],"related_works":["https://openalex.org/W2173799726","https://openalex.org/W1532916333","https://openalex.org/W2371473890","https://openalex.org/W2005148190","https://openalex.org/W3035254878","https://openalex.org/W2382308975","https://openalex.org/W2716983164","https://openalex.org/W2358337139","https://openalex.org/W2356506364","https://openalex.org/W2380662348"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3],"novel":[4,141],"allowable":[5],"deformation":[6],"prediction":[7,84,114],"model":[8,85,128,142],"of":[9,34,51,72,78,92,103,136,146],"surrounding":[10],"rock":[11,20],"based":[12,25,67,95],"on":[13,26,68,96],"support":[14,133],"vector":[15],"machine":[16],"(SVM).":[17],"The":[18,83,140],"engineering":[19,108],"mass":[21],"classification":[22],"is":[23,116,124],"subdivided":[24],"the":[27,46,90,113,131,144],"national":[28],"standards":[29],"Standard":[30],"for":[31],"Engineering":[32],"Classification":[33],"Rock":[35],"Masses":[36],"in":[37],"order":[38],"to":[39],"get":[40],"more":[41],"accurate":[42],"physicalmechanical":[43],"parameters.":[44],"Using":[45,98],"developed":[47],"parameters,":[48],"100":[49,70],"sets":[50],"multi-factors":[52],"and":[53,75,106,112,149],"multi-levels":[54],"orthogonal":[55],"experiments":[56],"are":[57,60,81,110],"designed,":[58],"which":[59],"simulated":[61],"with":[62,119],"two-dimensional":[63],"numerical":[64],"models":[65],"established":[66,88],"ABAQUS.":[69],"groups":[71],"learning":[73,93],"samples":[74,77,94,102],"9":[76,101,107],"random":[79,104],"inspection":[80,105],"obtained.":[82],"has":[86,143],"been":[87],"from":[89],"study":[91],"LibSVM.":[97],"this":[99,127],"model,":[100],"examples":[109],"predicted":[111],"accuracy":[115],"good":[117],"compared":[118],"their":[120],"actual":[121],"values.":[122],"It":[123],"indicated":[125],"that":[126],"can":[129],"meet":[130],"initial":[132],"design":[134],"requirements":[135],"underground":[137],"caverns":[138],"well.":[139],"advantages":[145],"convenience,":[147],"rapidity,":[148],"reliability.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2017,"cited_by_count":1}],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2016-07-22T00:00:00"}