{"id":"https://openalex.org/W1997677490","doi":"https://doi.org/10.1109/iccis.2012.298","title":"Study on Battle Damage Level Prediction Using Hybrid-learning Algorithm","display_name":"Study on Battle Damage Level Prediction Using Hybrid-learning Algorithm","publication_year":2012,"publication_date":"2012-08-01","ids":{"openalex":"https://openalex.org/W1997677490","doi":"https://doi.org/10.1109/iccis.2012.298","mag":"1997677490"},"language":"en","primary_location":{"id":"doi:10.1109/iccis.2012.298","doi":"https://doi.org/10.1109/iccis.2012.298","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccis.2012.298","pdf_url":null,"source":{"id":"https://openalex.org/S4306419210","display_name":"International Conference on Computational and Information Sciences","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 Fourth International Conference on Computational and Information Sciences","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5100439655","display_name":"Cheng Zhang","orcid":"https://orcid.org/0000-0002-7196-9463","observed_orcids":["https://orcid.org/0000-0002-7196-9463"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cheng Zhang","raw_affiliation_strings":["6th Department, Shijiazhuang Mechanical Engineering College, Shijiazhuang, Hebei, China","6th Dept., Shijiazhuang Mech. Eng. Coll., Shijiazhuang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"6th Department, Shijiazhuang Mechanical Engineering College, Shijiazhuang, Hebei, China","institution_ids":[]},{"raw_affiliation_string":"6th Dept., Shijiazhuang Mech. Eng. Coll., Shijiazhuang, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101815711","display_name":"Quan Shi","orcid":"https://orcid.org/0000-0003-4924-6880","observed_orcids":["https://orcid.org/0000-0003-4924-6880","https://orcid.org/0000-0002-5385-4988"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Quan Shi","raw_affiliation_strings":["6th Department, Shijiazhuang Mechanical Engineering College, Shijiazhuang, Hebei, China","6th Dept., Shijiazhuang Mech. Eng. Coll., Shijiazhuang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"6th Department, Shijiazhuang Mechanical Engineering College, Shijiazhuang, Hebei, China","institution_ids":[]},{"raw_affiliation_string":"6th Dept., Shijiazhuang Mech. Eng. Coll., Shijiazhuang, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016609924","display_name":"Tielin Liu","orcid":"https://orcid.org/0000-0002-7174-538X","observed_orcids":["https://orcid.org/0000-0002-7174-538X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tielin Liu","raw_affiliation_strings":["6th Department, Shijiazhuang Mechanical Engineering College, Shijiazhuang, Hebei, China","6th Dept., Shijiazhuang Mech. Eng. Coll., Shijiazhuang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"6th Department, Shijiazhuang Mechanical Engineering College, Shijiazhuang, Hebei, China","institution_ids":[]},{"raw_affiliation_string":"6th Dept., Shijiazhuang Mech. Eng. Coll., Shijiazhuang, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067032703","display_name":"Wukui Zhao","orcid":"https://orcid.org/0000-0002-6538-8056","observed_orcids":["https://orcid.org/0000-0002-6538-8056"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wukui Zhao","raw_affiliation_strings":["6th Department, Shijiazhuang Mechanical Engineering College, Shijiazhuang, Hebei, China","6th Dept., Shijiazhuang Mech. Eng. Coll., Shijiazhuang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"6th Department, Shijiazhuang Mechanical Engineering College, Shijiazhuang, Hebei, China","institution_ids":[]},{"raw_affiliation_string":"6th Dept., Shijiazhuang Mech. Eng. Coll., Shijiazhuang, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"65","last_page":"68"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13371","display_name":"Military Defense Systems Analysis","score":0.6294000148773193,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T13371","display_name":"Military Defense Systems Analysis","score":0.6294000148773193,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.29269999265670776,"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/T10320","display_name":"Neural Networks and Applications","score":0.011900000274181366,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"adaptive neuro-fuzzy inference system","score":0.9610000252723694},{"id":"https://openalex.org/keywords/hybrid-learning-algorithm","display_name":"hybrid learning algorithm","score":0.9160000085830688},{"id":"https://openalex.org/keywords/backpropagation","display_name":"backpropagation","score":0.8970000147819519},{"id":"https://openalex.org/keywords/lms-algorithm","display_name":"LMS algorithm","score":0.9769999980926514},{"id":"https://openalex.org/keywords/battle-damage-assessment","display_name":"battle damage assessment","score":0.5009999871253967},{"id":"https://openalex.org/keywords/military-command-and-control","display_name":"military command and control","score":0.5699999928474426}],"concepts":[{"id":"https://openalex.org/C2778627824","wikidata":"https://www.wikidata.org/wiki/Q178561","display_name":"Battle","level":2,"score":0.9184646010398865},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.62239009141922},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.561718225479126},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.5457273721694946},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48177334666252136},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43362027406692505},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.40865328907966614},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34125056862831116},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.33456969261169434},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.2574041485786438},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccis.2012.298","doi":"https://doi.org/10.1109/iccis.2012.298","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccis.2012.298","pdf_url":null,"source":{"id":"https://openalex.org/S4306419210","display_name":"International Conference on Computational and Information Sciences","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 Fourth International Conference on Computational and Information Sciences","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W1601337361","https://openalex.org/W2019207321","https://openalex.org/W2147147208","https://openalex.org/W2356528432","https://openalex.org/W2372306422","https://openalex.org/W2388771401","https://openalex.org/W2389680978","https://openalex.org/W2389954510"],"related_works":["https://openalex.org/W1981961828","https://openalex.org/W2392787798","https://openalex.org/W2361990634","https://openalex.org/W2375590433","https://openalex.org/W2057305659","https://openalex.org/W2051825598","https://openalex.org/W2381697626","https://openalex.org/W2361685777","https://openalex.org/W2012627916","https://openalex.org/W2349648229"],"abstract_inverted_index":{"It":[0],"is":[1,55,83,131],"important":[2],"to":[3,14],"predict":[4,123],"battle":[5,51,67,73,99,124,147],"damage":[6,52,68,74,81,92,100,125,148],"level":[7,53,75,82,101,126,149],"timely":[8],"and":[9,23,34,41,110,128,139],"accurately":[10],"for":[11,50,98,146],"operation":[12],"commander":[13],"adjust":[15],"firing":[16],"action":[17],"intent,":[18],"issue":[19],"command,":[20],"control":[21],"situations,":[22],"make":[24],"decisions":[25],"correctly.":[26],"Adaptive":[27],"neural":[28],"fuzzy":[29],"inference":[30],"system":[31],"(ANFIS)":[32],"architecture":[33],"the":[35,59,62,79,87,107,119,129],"hybrid-learning":[36],"algorithm":[37],"by":[38,85],"applying":[39],"back-propagation":[40],"least":[42],"mean":[43],"squares":[44],"procedure":[45],"are":[46,104],"studied.":[47],"ANFIS":[48,89],"model":[49,90],"prediction":[54,71,102],"established":[56],"based":[57],"on":[58],"analysis":[60,97],"of":[61,66,72,135],"main":[63],"influence":[64],"factors":[65],"level.":[69],"The":[70],"being":[76],"consistent":[77],"with":[78],"factual":[80],"achieved":[84],"training":[86],"proposed":[88,108,120],"using":[91,106],"test":[93],"data.":[94],"Simulations":[95],"comparing":[96],"results":[103,116],"conducted":[105],"method":[109,121,145],"BP":[111,136],"neutral":[112,137],"network":[113],"respectively.":[114],"Simulation":[115],"demonstrate":[117],"that":[118,134],"can":[122],"correctly":[127],"precision":[130],"higher":[132],"than":[133],"network,":[138],"thus":[140],"may":[141],"provide":[142],"an":[143],"effective":[144],"prediction.":[150]},"counts_by_year":[{"year":2017,"cited_by_count":1}],"updated_date":"2026-10-05T09:50:58.205359","created_date":"2016-06-24T00:00:00"}
