{"id":"https://openalex.org/W4412487599","doi":"https://doi.org/10.1016/j.rineng.2025.106046","title":"An explainable AI-based framework for predicting and optimizing blast-induced ground vibrations in surface mining","display_name":"An explainable AI-based framework for predicting and optimizing blast-induced ground vibrations in surface mining","publication_year":2025,"publication_date":"2025-07-08","ids":{"openalex":"https://openalex.org/W4412487599","doi":"https://doi.org/10.1016/j.rineng.2025.106046"},"language":"en","primary_location":{"id":"doi:10.1016/j.rineng.2025.106046","doi":"https://doi.org/10.1016/j.rineng.2025.106046","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.rineng.2025.106046","pdf_url":null,"source":{"id":"https://openalex.org/S4210226253","display_name":"Results in Engineering","issn_l":"2590-1230","issn":["2590-1230"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-20"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Results in Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.rineng.2025.106046","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032364074","display_name":"Charan Kumar Ala","orcid":"https://orcid.org/0000-0002-8562-6111","observed_orcids":["https://orcid.org/0000-0002-8562-6111"]},"institutions":[{"id":"https://openalex.org/I16292982","display_name":"National Institute of Technology Rourkela","ror":"https://ror.org/011gmn932","country_code":"IN","type":"education","lineage":["https://openalex.org/I16292982"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Charan Kumar Ala","raw_affiliation_strings":["Department of Mining Engineering, National Institute of Technology Rourkela, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mining Engineering, National Institute of Technology Rourkela, India","institution_ids":["https://openalex.org/I16292982"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023976257","display_name":"Zefree Lazarus Mayaluri","orcid":"https://orcid.org/0000-0002-6910-126X","observed_orcids":["https://orcid.org/0000-0002-6910-126X"]},"institutions":[{"id":"https://openalex.org/I4387930198","display_name":"C.V. Raman Global University","ror":"https://ror.org/032583b91","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387930198"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Zefree Lazarus Mayaluri","raw_affiliation_strings":["Department of Electrical Engineering, C. V. Raman Global University, Odisha, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, C. V. Raman Global University, Odisha, India","institution_ids":["https://openalex.org/I4387930198"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Aman Kaushik","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I101407740","display_name":"Chandigarh University","ror":"https://ror.org/05t4pvx35","country_code":"IN","type":"education","lineage":["https://openalex.org/I101407740"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Aman Kaushik","raw_affiliation_strings":["AIT-CSE, Chandigarh University, Mohali, Punjab, 140413, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AIT-CSE, Chandigarh University, Mohali, Punjab, 140413, India","institution_ids":["https://openalex.org/I101407740"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076878968","display_name":"Nikhat Parveen","orcid":"https://orcid.org/0000-0003-3024-8990","observed_orcids":["https://orcid.org/0000-0003-3024-8990"]},"institutions":[{"id":"https://openalex.org/I4210136004","display_name":"University of Bisha","ror":"https://ror.org/040548g92","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210136004"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Nikhat Parveen","raw_affiliation_strings":["Department of Artificial Intelligence, College of Computing and Information Technology, University of Bisha, Eastern Province, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, College of Computing and Information Technology, University of Bisha, Eastern Province, Saudi Arabia","institution_ids":["https://openalex.org/I4210136004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064201804","display_name":"Surabhi Saxena","orcid":"https://orcid.org/0000-0002-4518-059X","observed_orcids":["https://orcid.org/0000-0002-4518-059X"]},"institutions":[{"id":"https://openalex.org/I48018076","display_name":"Christ University","ror":"https://ror.org/022tv9y30","country_code":"IN","type":"education","lineage":["https://openalex.org/I48018076"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Surabhi Saxena","raw_affiliation_strings":["Department of Computer Science, CHRIST University, Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, CHRIST University, Bengaluru, India","institution_ids":["https://openalex.org/I48018076"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063862372","display_name":"Abu Taha Zamani","orcid":"https://orcid.org/0000-0002-1424-487X","observed_orcids":["https://orcid.org/0000-0002-1424-487X"]},"institutions":[{"id":"https://openalex.org/I118590987","display_name":"Northern Border University","ror":"https://ror.org/03j9tzj20","country_code":"SA","type":"education","lineage":["https://openalex.org/I118590987"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Abu Taha Zamani","raw_affiliation_strings":["Department of Computer Science, Faculty of Science, Northern Border University, Arar 73213, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Science, Northern Border University, Arar 73213, Saudi Arabia","institution_ids":["https://openalex.org/I118590987"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000679712","display_name":"Debendra Muduli","orcid":"https://orcid.org/0000-0002-5697-3659","observed_orcids":["https://orcid.org/0000-0002-5697-3659"]},"institutions":[{"id":"https://openalex.org/I4387930198","display_name":"C.V. Raman Global University","ror":"https://ror.org/032583b91","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387930198"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Debendra Muduli","raw_affiliation_strings":["Department of Computer Science and Engineering, C. V. Raman Global University, Odisha, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, C. V. Raman Global University, Odisha, India","institution_ids":["https://openalex.org/I4387930198"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5000679712","https://openalex.org/A5023976257"],"corresponding_institution_ids":["https://openalex.org/I4387930198"],"apc_list":{"value":1940,"currency":"USD","value_usd":1940},"apc_paid":{"value":1940,"currency":"USD","value_usd":1940},"fwci":2.8842,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.90276235,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"27","issue":null,"first_page":"106046","last_page":"106046"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14456","display_name":"Blasting Impact and Analysis","score":0.9603999853134155,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T14456","display_name":"Blasting Impact and Analysis","score":0.9603999853134155,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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":0.016300000250339508,"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/T13619","display_name":"Geotechnical and Geomechanical Engineering","score":0.00430000014603138,"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/blast-induced-ground-vibration","display_name":"blast-induced ground vibration","score":0.9789999723434448},{"id":"https://openalex.org/keywords/surface-mining","display_name":"surface mining","score":0.984000027179718},{"id":"https://openalex.org/keywords/physics-informed-neural-networks","display_name":"physics-informed neural networks","score":0.8740000128746033},{"id":"https://openalex.org/keywords/explainable-ai","display_name":"explainable AI","score":0.8230000138282776},{"id":"https://openalex.org/keywords/peak-particle-velocity-prediction","display_name":"peak particle velocity prediction","score":0.7870000004768372},{"id":"https://openalex.org/keywords/blasting-optimization","display_name":"blasting optimization","score":0.5899999737739563},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"multi-objective optimization","score":0.8830000162124634},{"id":"https://openalex.org/keywords/fragmentation-efficiency","display_name":"fragmentation efficiency","score":0.8410000205039978},{"id":"https://openalex.org/keywords/shap","display_name":"SHAP","score":0.7250000238418579},{"id":"https://openalex.org/keywords/lime","display_name":"lime","score":0.996999979019165},{"id":"https://openalex.org/keywords/bayesian-neural-networks","display_name":"Bayesian neural networks","score":0.8659999966621399},{"id":"https://openalex.org/keywords/uncertainty-quantification","display_name":"uncertainty quantification","score":0.9940000176429749},{"id":"https://openalex.org/keywords/coal-mining","display_name":"coal mining","score":0.8420000076293945}],"concepts":[{"id":"https://openalex.org/C2776799497","wikidata":"https://www.wikidata.org/wiki/Q484298","display_name":"Surface (topology)","level":2,"score":0.57838374376297},{"id":"https://openalex.org/C3899301","wikidata":"https://www.wikidata.org/wiki/Q5610982","display_name":"Ground vibrations","level":3,"score":0.5208814144134521},{"id":"https://openalex.org/C198394728","wikidata":"https://www.wikidata.org/wiki/Q3695508","display_name":"Vibration","level":2,"score":0.5003612041473389},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44008103013038635},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.3325112462043762},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.15662884712219238},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1065247654914856},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.10236677527427673},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.08425438404083252}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.rineng.2025.106046","doi":"https://doi.org/10.1016/j.rineng.2025.106046","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.rineng.2025.106046","pdf_url":null,"source":{"id":"https://openalex.org/S4210226253","display_name":"Results in Engineering","issn_l":"2590-1230","issn":["2590-1230"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-20"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Results in Engineering","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b078ab0f9b074c87b733e65fd8d2fc9f","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/b078ab0f9b074c87b733e65fd8d2fc9f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Results in Engineering, Vol 27, Iss , Pp 106046- (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.rineng.2025.106046","doi":"https://doi.org/10.1016/j.rineng.2025.106046","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.rineng.2025.106046","pdf_url":null,"source":{"id":"https://openalex.org/S4210226253","display_name":"Results in Engineering","issn_l":"2590-1230","issn":["2590-1230"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-20"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Results in Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7207000255584717,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G3021161203","display_name":null,"funder_award_id":"NBU-FFR-2025-1850-07","funder_id":"https://openalex.org/F4320328654","funder_display_name":"Northern Border University"}],"funders":[{"id":"https://openalex.org/F4320328654","display_name":"Northern Border University","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W648145268","https://openalex.org/W775326101","https://openalex.org/W1964940342","https://openalex.org/W1970097066","https://openalex.org/W2030683383","https://openalex.org/W2068565362","https://openalex.org/W2252531227","https://openalex.org/W2792594420","https://openalex.org/W2887774751","https://openalex.org/W3168657709","https://openalex.org/W4288039037","https://openalex.org/W4366724756","https://openalex.org/W4380988696","https://openalex.org/W4388989635","https://openalex.org/W4396870938","https://openalex.org/W4399208108","https://openalex.org/W4399647672","https://openalex.org/W4405193613","https://openalex.org/W4406106415","https://openalex.org/W4406418752","https://openalex.org/W4406544284","https://openalex.org/W4406731377","https://openalex.org/W4407051893","https://openalex.org/W4407345590","https://openalex.org/W4407822049","https://openalex.org/W4407899811","https://openalex.org/W4407954012","https://openalex.org/W4408212049","https://openalex.org/W4412375098","https://openalex.org/W4412837209","https://openalex.org/W6876580155"],"related_works":["https://openalex.org/W4408979822","https://openalex.org/W4411668465","https://openalex.org/W2945273126","https://openalex.org/W4411589956","https://openalex.org/W4295765301","https://openalex.org/W7167721500","https://openalex.org/W4399208108","https://openalex.org/W7160659191","https://openalex.org/W2989977927","https://openalex.org/W7171327269"],"abstract_inverted_index":{"Blast":[0],"induced":[1],"ground":[2],"vibrations":[3],"(BIGV)":[4],"pose":[5],"critical":[6],"challenges":[7],"in":[8,146,153,168,221],"surface":[9,223],"mining":[10],",":[11],"threatening":[12],"structural":[13],"integrity,":[14],"worker":[15],"safety,":[16],"and":[17,47,83,103,121,128,144,201,214],"environmental":[18],"compliance.":[19],"This":[20],"study":[21],"proposes":[22],"a":[23,165,187,197],"novel":[24],"hybrid":[25],"artificial":[26],"intelligence":[27],"(AI)":[28],"framework":[29,109,205],"that":[30,54,196],"integrates":[31],"physics":[32,198],"informed":[33],"neural":[34],"networks":[35],"(PINNs)":[36],"with":[37,62],"conventional":[38],"machine":[39],"learning":[40,77],"(ML)":[41],"algorithms":[42],"for":[43],"the":[44,65,108,154],"accurate":[45],"prediction":[46],"optimization":[48,87],"of":[49],"BIGV.":[50],"Unlike":[51],"empirical":[52,172],"equations":[53],"lack":[55],"generalizability":[56],"or":[57],"black":[58],"box":[59],"ML":[60],"models":[61],"limited":[63],"transparency,":[64],"proposed":[66],"approach":[67],"embeds":[68],"domain":[69],"specific":[70],"physical":[71],"laws":[72],"while":[73],"leveraging":[74],"data":[75],"driven":[76],"to":[78,91,138,164,171],"improve":[79,208],"both":[80],"predictive":[81],"accuracy":[82],"interpretability.":[84],"A":[85],"multiobjective":[86],"scheme":[88],"is":[89,176],"employed":[90],"balance":[92],"competing":[93],"goals:":[94],"minimizing":[95],"peak":[96],"particle":[97],"velocity":[98],"(PPV),":[99],"maximizing":[100],"fragmentation":[101],"efficiency,":[102],"reducing":[104],"operational":[105,151],"costs.":[106],"Crucially,":[107],"incorporates":[110],"Explainable":[111],"AI":[112,204],"(XAI)":[113],"techniques":[114],"such":[115],"as":[116,184],"Shapley":[117],"Additive":[118],"Explanations":[119,126],"(SHAP)":[120],"Local":[122],"Interpretable":[123],"Model":[124],"Agnostic":[125],"(LIME)":[127],"uncertainty":[129,202],"quantification":[130],"(UQ)":[131],"methods":[132],"based":[133],"on":[134],"Bayesian":[135],"Neural":[136],"Networks":[137],"provide":[139],"insight":[140],"into":[141],"model":[142],"decisions":[143],"confidence":[145],"predictions.":[147],"Validation":[148],"across":[149,190],"five":[150],"mines":[152],"Godavari":[155],"Valley":[156],"Coalfields":[157],"(India)":[158],"demonstrates":[159],"strong":[160],"generalizability,":[161],"achieving":[162],"up":[163],"20%":[166],"reduction":[167],"RMSE":[169],"compared":[170],"baselines.":[173],"The":[174],"improvement":[175],"statistically":[177],"significant":[178],"(":[179],"p":[180],"<":[181],"0.01":[182],")":[183],"confirmed":[185],"through":[186],"paired":[188],"t-test":[189],"cross-validation":[191],"folds.":[192],"These":[193],"findings":[194],"highlight":[195],"informed,":[199],"explainable,":[200],"aware":[203],"can":[206],"substantially":[207],"vibration":[209],"prediction,":[210],"ensure":[211],"regulatory":[212],"compliance,":[213],"support":[215],"safer,":[216],"more":[217],"sustainable":[218],"blasting":[219],"operations":[220],"modern":[222],"mining.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":8}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-10-10T00:00:00"}
