{"id":"https://openalex.org/W2040219465","doi":"https://doi.org/10.1007/s00521-012-0944-z","title":"A comparative study of generalized regression neural network approach and adaptive neuro-fuzzy inference systems for prediction of unconfined compressive strength of rocks","display_name":"A comparative study of generalized regression neural network approach and adaptive neuro-fuzzy inference systems for prediction of unconfined compressive strength of rocks","publication_year":2012,"publication_date":"2012-04-27","ids":{"openalex":"https://openalex.org/W2040219465","doi":"https://doi.org/10.1007/s00521-012-0944-z","mag":"2040219465"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-012-0944-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-012-0944-z","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","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/A5082850281","display_name":"Rajesh Singh","orcid":"https://orcid.org/0000-0003-1820-8865"},"institutions":[{"id":"https://openalex.org/I162827531","display_name":"Indian Institute of Technology Bombay","ror":"https://ror.org/02qyf5152","country_code":"IN","type":"education","lineage":["https://openalex.org/I162827531"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rajesh Singh","raw_affiliation_strings":["Department of Earth Sciences, Indian Institute of Technology Bombay, Mumbai, 400076, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Earth Sciences, Indian Institute of Technology Bombay, Mumbai, 400076, India","institution_ids":["https://openalex.org/I162827531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034735963","display_name":"Vikram Vishal","orcid":"https://orcid.org/0000-0002-0896-7844"},"institutions":[{"id":"https://openalex.org/I162827531","display_name":"Indian Institute of Technology Bombay","ror":"https://ror.org/02qyf5152","country_code":"IN","type":"education","lineage":["https://openalex.org/I162827531"]},{"id":"https://openalex.org/I2802772015","display_name":"IITB-Monash Research Academy","ror":"https://ror.org/02r3nf527","country_code":"IN","type":"education","lineage":["https://openalex.org/I162827531","https://openalex.org/I2802772015","https://openalex.org/I56590836"]},{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU","IN"],"is_corresponding":false,"raw_author_name":"V. Vishal","raw_affiliation_strings":["Department of Civil Engineering, Monash University, Clayton, VIC, 3800, Australia","Department of Earth Sciences, Indian Institute of Technology Bombay, Mumbai, 400076, India","IITB Monash Research Academy, Indian Institute of Technology Bombay, Mumbai, 400076, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Monash University, Clayton, VIC, 3800, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Department of Earth Sciences, Indian Institute of Technology Bombay, Mumbai, 400076, India","institution_ids":["https://openalex.org/I162827531"]},{"raw_affiliation_string":"IITB Monash Research Academy, Indian Institute of Technology Bombay, Mumbai, 400076, India","institution_ids":["https://openalex.org/I2802772015","https://openalex.org/I162827531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021599293","display_name":"T. N. Singh","orcid":"https://orcid.org/0000-0003-0067-8703"},"institutions":[{"id":"https://openalex.org/I162827531","display_name":"Indian Institute of Technology Bombay","ror":"https://ror.org/02qyf5152","country_code":"IN","type":"education","lineage":["https://openalex.org/I162827531"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"T. N. Singh","raw_affiliation_strings":["Department of Earth Sciences, Indian Institute of Technology Bombay, Mumbai, 400076, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Earth Sciences, Indian Institute of Technology Bombay, Mumbai, 400076, India","institution_ids":["https://openalex.org/I162827531"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053961001","display_name":"P.G. Ranjith","orcid":"https://orcid.org/0000-0003-0094-7141"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"P. G. Ranjith","raw_affiliation_strings":["Department of Civil Engineering, Monash University, Clayton, VIC, 3800, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Monash University, Clayton, VIC, 3800, Australia","institution_ids":["https://openalex.org/I56590836"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5021599293"],"corresponding_institution_ids":["https://openalex.org/I162827531"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":16.4888,"has_fulltext":false,"cited_by_count":135,"citation_normalized_percentile":{"value":0.99514535,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"23","issue":"2","first_page":"499","last_page":"506"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10161","display_name":"Rock Mechanics and Modeling","score":0.9991000294685364,"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/T10161","display_name":"Rock Mechanics and Modeling","score":0.9991000294685364,"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/T12282","display_name":"Mineral Processing and Grinding","score":0.996999979019165,"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/T10892","display_name":"Drilling and Well Engineering","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.7419601678848267},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6300678253173828},{"id":"https://openalex.org/keywords/compressive-strength","display_name":"Compressive strength","score":0.5963295698165894},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5377388596534729},{"id":"https://openalex.org/keywords/conjugate-gradient-method","display_name":"Conjugate gradient method","score":0.49522390961647034},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.48013779520988464},{"id":"https://openalex.org/keywords/gradient-descent","display_name":"Gradient descent","score":0.47965362668037415},{"id":"https://openalex.org/keywords/correlation-coefficient","display_name":"Correlation coefficient","score":0.41672319173812866},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3347935378551483},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.3342735767364502},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3288615047931671},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32669419050216675},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.3107664883136749},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.274539589881897},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.20965465903282166},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.14804911613464355},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.12829306721687317}],"concepts":[{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.7419601678848267},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6300678253173828},{"id":"https://openalex.org/C30407753","wikidata":"https://www.wikidata.org/wiki/Q186191","display_name":"Compressive strength","level":2,"score":0.5963295698165894},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5377388596534729},{"id":"https://openalex.org/C81184566","wikidata":"https://www.wikidata.org/wiki/Q1191895","display_name":"Conjugate gradient method","level":2,"score":0.49522390961647034},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.48013779520988464},{"id":"https://openalex.org/C153258448","wikidata":"https://www.wikidata.org/wiki/Q1199743","display_name":"Gradient descent","level":3,"score":0.47965362668037415},{"id":"https://openalex.org/C2780092901","wikidata":"https://www.wikidata.org/wiki/Q3433612","display_name":"Correlation coefficient","level":2,"score":0.41672319173812866},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3347935378551483},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.3342735767364502},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3288615047931671},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32669419050216675},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.3107664883136749},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.274539589881897},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.20965465903282166},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.14804911613464355},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.12829306721687317},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s00521-012-0944-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-012-0944-z","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},{"id":"pmh:oai:dsapce.library.iitb.ac.in:100/14628","is_oa":false,"landing_page_url":"http://dspace.library.iitb.ac.in/jspui/handle/100/14628","pdf_url":null,"source":{"id":"https://openalex.org/S4306400899","display_name":"DSpace (IIT Bombay)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I162827531","host_organization_name":"Indian Institute of Technology Bombay","host_organization_lineage":["https://openalex.org/I162827531"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","score":0.8299999833106995,"id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W60143430","https://openalex.org/W239525806","https://openalex.org/W1966064761","https://openalex.org/W1969005281","https://openalex.org/W1980932495","https://openalex.org/W1992252410","https://openalex.org/W1993695189","https://openalex.org/W1994083857","https://openalex.org/W2019207321","https://openalex.org/W2023586206","https://openalex.org/W2029656674","https://openalex.org/W2032084249","https://openalex.org/W2042251895","https://openalex.org/W2046738003","https://openalex.org/W2047889658","https://openalex.org/W2072153630","https://openalex.org/W2076579537","https://openalex.org/W2079325629","https://openalex.org/W2085030517","https://openalex.org/W2094552842","https://openalex.org/W2116308743","https://openalex.org/W2116940203","https://openalex.org/W2127431662","https://openalex.org/W2130301492","https://openalex.org/W2149723649","https://openalex.org/W2156060469","https://openalex.org/W2166186246","https://openalex.org/W2298106237","https://openalex.org/W2912565176","https://openalex.org/W4211007335","https://openalex.org/W4247013880","https://openalex.org/W4249749961","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2207919472","https://openalex.org/W2768005043","https://openalex.org/W2765961949","https://openalex.org/W4244255161","https://openalex.org/W2098528027","https://openalex.org/W3119865579","https://openalex.org/W2625259661","https://openalex.org/W2544771389","https://openalex.org/W2897870065","https://openalex.org/W2388344948"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":13},{"year":2017,"cited_by_count":10},{"year":2016,"cited_by_count":15},{"year":2015,"cited_by_count":13},{"year":2014,"cited_by_count":12},{"year":2013,"cited_by_count":4},{"year":2012,"cited_by_count":3}],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2025-10-10T00:00:00"}