{"id":"https://openalex.org/W3011092893","doi":"https://doi.org/10.1109/access.2020.2982366","title":"Investigate Contribution of Multi-Microseismic Data to Rockburst Risk Prediction Using Support Vector Machine With Genetic Algorithm","display_name":"Investigate Contribution of Multi-Microseismic Data to Rockburst Risk Prediction Using Support Vector Machine With Genetic Algorithm","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3011092893","doi":"https://doi.org/10.1109/access.2020.2982366","mag":"3011092893"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.2982366","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2982366","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09043533.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09043533.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076583315","display_name":"Bing Ji","orcid":"https://orcid.org/0000-0003-1326-4120"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bing Ji","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101058269","display_name":"Xie Fa","orcid":null},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fa Xie","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086484316","display_name":"Xinpei Wang","orcid":"https://orcid.org/0000-0003-2981-7957"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinpei Wang","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022910718","display_name":"Shengquan He","orcid":null},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengquan He","raw_affiliation_strings":["School of Civil and Resources Engineering, University of Science and Technology Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Civil and Resources Engineering, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018176030","display_name":"Dazhao Song","orcid":"https://orcid.org/0000-0002-6725-1598"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dazhao Song","raw_affiliation_strings":["School of Civil and Resources Engineering, University of Science and Technology Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Civil and Resources Engineering, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5076583315"],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.7184,"has_fulltext":true,"cited_by_count":37,"citation_normalized_percentile":{"value":0.9201362,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"8","issue":null,"first_page":"58817","last_page":"58828"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13018","display_name":"Seismology and Earthquake Studies","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13018","display_name":"Seismology and Earthquake Studies","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.9973999857902527,"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/T12424","display_name":"Earthquake Detection and Analysis","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/microseism","display_name":"Microseism","score":0.7944464683532715},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7437453269958496},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6728218793869019},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4458049535751343},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.43832775950431824},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40531861782073975},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39719492197036743},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3913414478302002},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3276703953742981},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.17160633206367493},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.12858420610427856}],"concepts":[{"id":"https://openalex.org/C7266685","wikidata":"https://www.wikidata.org/wiki/Q1303250","display_name":"Microseism","level":2,"score":0.7944464683532715},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7437453269958496},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6728218793869019},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4458049535751343},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.43832775950431824},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40531861782073975},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39719492197036743},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3913414478302002},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3276703953742981},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.17160633206367493},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.12858420610427856}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.2982366","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2982366","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09043533.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c9513c4dc21e4e638ff11020fd96bbb2","is_oa":true,"landing_page_url":"https://doaj.org/article/c9513c4dc21e4e638ff11020fd96bbb2","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 8, Pp 58817-58828 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.2982366","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2982366","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09043533.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5478616748","display_name":null,"funder_award_id":"61673246","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5868375588","display_name":null,"funder_award_id":"2018YFB1305400","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7023048912","display_name":null,"funder_award_id":"2018YFB1305400","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3011092893.pdf","grobid_xml":"https://content.openalex.org/works/W3011092893.grobid-xml"},"referenced_works_count":54,"referenced_works":["https://openalex.org/W339578939","https://openalex.org/W594571597","https://openalex.org/W1504570405","https://openalex.org/W1535753778","https://openalex.org/W1915515468","https://openalex.org/W1964758429","https://openalex.org/W1974619370","https://openalex.org/W1977613686","https://openalex.org/W1990611243","https://openalex.org/W1998376170","https://openalex.org/W2000827064","https://openalex.org/W2020834078","https://openalex.org/W2027710413","https://openalex.org/W2050269945","https://openalex.org/W2068833644","https://openalex.org/W2083850674","https://openalex.org/W2084417035","https://openalex.org/W2106491486","https://openalex.org/W2116479736","https://openalex.org/W2119346179","https://openalex.org/W2164207156","https://openalex.org/W2210472625","https://openalex.org/W2243550199","https://openalex.org/W2244040900","https://openalex.org/W2344304325","https://openalex.org/W2348435247","https://openalex.org/W2353935336","https://openalex.org/W2371101262","https://openalex.org/W2372095855","https://openalex.org/W2382916904","https://openalex.org/W2383710296","https://openalex.org/W2399766620","https://openalex.org/W2405517651","https://openalex.org/W2464321883","https://openalex.org/W2472482279","https://openalex.org/W2477660050","https://openalex.org/W2560630000","https://openalex.org/W2601294333","https://openalex.org/W2763979317","https://openalex.org/W2765897130","https://openalex.org/W2791600993","https://openalex.org/W2801262283","https://openalex.org/W2907713772","https://openalex.org/W2948505361","https://openalex.org/W2954431119","https://openalex.org/W2979260415","https://openalex.org/W3007109024","https://openalex.org/W4206686222","https://openalex.org/W4230824306","https://openalex.org/W6631924126","https://openalex.org/W6690851551","https://openalex.org/W6708678659","https://openalex.org/W6710772323","https://openalex.org/W6713488010"],"related_works":["https://openalex.org/W4211018995","https://openalex.org/W2126967451","https://openalex.org/W2031302457","https://openalex.org/W2144325169","https://openalex.org/W2065755596","https://openalex.org/W4394774899","https://openalex.org/W2365313582","https://openalex.org/W2026548759","https://openalex.org/W3150551298","https://openalex.org/W2113981829"],"abstract_inverted_index":{"As":[0],"a":[1],"severe":[2],"hazard":[3],"in":[4,87,104],"coal":[5,80],"mining":[6],"and":[7,48,91,101,109,166,174,190,200,224],"rock":[8],"excavation,":[9],"the":[10,16,27,55,88,105,144,159,225],"rockburst":[11,28,215],"is":[12,23,114,178],"usually":[13],"induced":[14],"by":[15,153],"high":[17,56,134],"energy":[18,50,57,102,135,175,194,222],"tremor.":[19],"Microseismic":[20],"(MS)":[21],"monitoring":[22,70],"suggested":[24],"to":[25,30,37,52,118,132,214],"forecast":[26],"risk":[29,216],"reduce":[31],"its":[32],"damage.":[33],"The":[34,141,155],"paper":[35],"aims":[36],"investigate":[38],"contribution":[39,213],"of":[40,54,82,143,235],"multi-MS":[41,149],"data,":[42,51,176,223],"including":[43],"MS":[44,49,69,98,139,171,183,207,221],"raw":[45,99,172,184,208],"wave":[46,100,173,185,209],"data":[47,71,103,150,195,210,236],"prediction":[53,217],"tremor,":[58],"using":[59,169],"support":[60],"vector":[61],"machine":[62],"(SVM)":[63],"together":[64],"with":[65],"genetic":[66],"algorithm":[67],"(GA).":[68],"recorded":[72],"for":[73,130],"more":[74],"than":[75,180],"400":[76],"days":[77],"at":[78],"Wudong":[79],"mine":[81],"Xinjiang,":[83],"China,":[84],"were":[85],"used":[86,117],"paper.":[89],"132":[90],"24":[92],"features":[93],"are":[94,151],"initially":[95,123],"extracted":[96,124],"from":[97,137],"frequency":[106],"domain,":[107,111],"entropy":[108],"time-frequency":[110],"respectively.":[112],"GA":[113],"not":[115],"only":[116],"select":[119],"effective":[120],"ones":[121],"among":[122],"features,":[125],"but":[126],"also":[127],"optimize":[128],"hyperparameters":[129],"SVM":[131],"classify":[133],"tremors":[136],"general":[138],"events.":[140],"performances":[142],"proposed":[145],"approach":[146],"based":[147],"on":[148],"evaluated":[152],"cross-validation.":[154],"results":[156],"show":[157],"that":[158,206],"classifier":[160],"achieves":[161],"98%":[162],"sensitivity,":[163,187,197],"88%":[164],"accuracy":[165,189,199],"87%":[167],"specificity":[168],"both":[170],"which":[177],"better":[179,226],"solely":[181],"utilizing":[182,232],"(98%":[186,196],"84%":[188],"83%":[191],"specificity)":[192],"or":[193],"86%":[198],"85%":[201],"specificity).":[202],"These":[203],"findings":[204],"suggest":[205],"makes":[211],"important":[212],"as":[218,220],"well":[219],"performance":[227],"can":[228],"be":[229],"achieved":[230],"when":[231],"two":[233],"kinds":[234],"simultaneously.":[237]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":1}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}