{"id":"https://openalex.org/W4405839510","doi":"https://doi.org/10.1186/s40323-024-00277-z","title":"Prediction and parametric assessment of soil one-dimensional vertical free swelling potential using ensemble machine learning models","display_name":"Prediction and parametric assessment of soil one-dimensional vertical free swelling potential using ensemble machine learning models","publication_year":2024,"publication_date":"2024-12-27","ids":{"openalex":"https://openalex.org/W4405839510","doi":"https://doi.org/10.1186/s40323-024-00277-z"},"language":"en","primary_location":{"id":"doi:10.1186/s40323-024-00277-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40323-024-00277-z","pdf_url":"https://amses-journal.springeropen.com/counter/pdf/10.1186/s40323-024-00277-z","source":{"id":"https://openalex.org/S3034486266","display_name":"Advanced Modeling and Simulation in Engineering Sciences","issn_l":"2213-7467","issn":["2213-7467"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Modeling and Simulation in Engineering Sciences","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://amses-journal.springeropen.com/counter/pdf/10.1186/s40323-024-00277-z","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056039180","display_name":"Maan Habib","orcid":"https://orcid.org/0000-0002-0102-8852"},"institutions":[{"id":"https://openalex.org/I875646752","display_name":"Damascus University","ror":"https://ror.org/03m098d13","country_code":"SY","type":"education","lineage":["https://openalex.org/I875646752"]}],"countries":["SY"],"is_corresponding":true,"raw_author_name":"Maan Habib","raw_affiliation_strings":["Department of Civil Engineering, Damascus University, Damascus, Syria"],"raw_orcid":"https://orcid.org/0000-0002-0102-8852","affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Damascus University, Damascus, Syria","institution_ids":["https://openalex.org/I875646752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035037201","display_name":"Ahed Habib","orcid":"https://orcid.org/0000-0001-5607-9334"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ahed Habib","raw_affiliation_strings":["Research Institute of Sciences and Engineering, University of Sharjah, Sharjah, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0001-5607-9334","affiliations":[{"raw_affiliation_string":"Research Institute of Sciences and Engineering, University of Sharjah, Sharjah, United Arab Emirates","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079571914","display_name":"Bashar Alibrahim","orcid":"https://orcid.org/0000-0002-7282-5656"},"institutions":[{"id":"https://openalex.org/I36515993","display_name":"Eastern Mediterranean University","ror":"https://ror.org/00excyz84","country_code":"CY","type":"education","lineage":["https://openalex.org/I36515993"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Bashar Alibrahim","raw_affiliation_strings":["Department of Civil Engineering, Eastern Mediterranean University, Via Mersin 10, Famagusta, North Cyprus, T\u00fcrkiye"],"raw_orcid":"https://orcid.org/0000-0002-7282-5656","affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Eastern Mediterranean University, Via Mersin 10, Famagusta, North Cyprus, T\u00fcrkiye","institution_ids":["https://openalex.org/I36515993"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5056039180"],"corresponding_institution_ids":["https://openalex.org/I875646752"],"apc_list":{"value":990,"currency":"GBP","value_usd":1690},"apc_paid":{"value":990,"currency":"GBP","value_usd":1690},"fwci":1.6343,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.8187966,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"11","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10716","display_name":"Soil and Unsaturated Flow","score":0.9988999962806702,"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"}},"topics":[{"id":"https://openalex.org/T10716","display_name":"Soil and Unsaturated Flow","score":0.9988999962806702,"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/T11046","display_name":"Geotechnical Engineering and Analysis","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T10233","display_name":"Geotechnical Engineering and Soil Mechanics","score":0.9965000152587891,"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/parametric-statistics","display_name":"Parametric statistics","score":0.6878452301025391},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6058964729309082},{"id":"https://openalex.org/keywords/water-content","display_name":"Water content","score":0.51507967710495},{"id":"https://openalex.org/keywords/geotechnical-engineering","display_name":"Geotechnical engineering","score":0.47292596101760864},{"id":"https://openalex.org/keywords/expansive-clay","display_name":"Expansive clay","score":0.4532337188720703},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4370340406894684},{"id":"https://openalex.org/keywords/swelling","display_name":"Swelling","score":0.43494218587875366},{"id":"https://openalex.org/keywords/soil-water","display_name":"Soil water","score":0.4218204617500305},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40399712324142456},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3631088137626648},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3144611716270447},{"id":"https://openalex.org/keywords/soil-science","display_name":"Soil science","score":0.3134567141532898},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.208810955286026},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18553224205970764},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09314119815826416}],"concepts":[{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.6878452301025391},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6058964729309082},{"id":"https://openalex.org/C24939127","wikidata":"https://www.wikidata.org/wiki/Q373499","display_name":"Water content","level":2,"score":0.51507967710495},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.47292596101760864},{"id":"https://openalex.org/C1121360","wikidata":"https://www.wikidata.org/wiki/Q1626102","display_name":"Expansive clay","level":3,"score":0.4532337188720703},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4370340406894684},{"id":"https://openalex.org/C2778540859","wikidata":"https://www.wikidata.org/wiki/Q152234","display_name":"Swelling","level":2,"score":0.43494218587875366},{"id":"https://openalex.org/C159750122","wikidata":"https://www.wikidata.org/wiki/Q96621023","display_name":"Soil water","level":2,"score":0.4218204617500305},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40399712324142456},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3631088137626648},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3144611716270447},{"id":"https://openalex.org/C159390177","wikidata":"https://www.wikidata.org/wiki/Q9161265","display_name":"Soil science","level":1,"score":0.3134567141532898},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.208810955286026},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18553224205970764},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09314119815826416},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s40323-024-00277-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40323-024-00277-z","pdf_url":"https://amses-journal.springeropen.com/counter/pdf/10.1186/s40323-024-00277-z","source":{"id":"https://openalex.org/S3034486266","display_name":"Advanced Modeling and Simulation in Engineering Sciences","issn_l":"2213-7467","issn":["2213-7467"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Modeling and Simulation in Engineering Sciences","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:11b851b03cb74500b23b71398ace6847","is_oa":true,"landing_page_url":"https://doaj.org/article/11b851b03cb74500b23b71398ace6847","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,"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":"Advanced Modeling and Simulation in Engineering Sciences, Vol 11, Iss 1, Pp 1-20 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40323-024-00277-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40323-024-00277-z","pdf_url":"https://amses-journal.springeropen.com/counter/pdf/10.1186/s40323-024-00277-z","source":{"id":"https://openalex.org/S3034486266","display_name":"Advanced Modeling and Simulation in Engineering Sciences","issn_l":"2213-7467","issn":["2213-7467"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Modeling and Simulation in Engineering Sciences","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.5699999928474426}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405839510.pdf","grobid_xml":"https://content.openalex.org/works/W4405839510.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1970604678","https://openalex.org/W1981472419","https://openalex.org/W1988790447","https://openalex.org/W2008695365","https://openalex.org/W2009302650","https://openalex.org/W2016023958","https://openalex.org/W2016719469","https://openalex.org/W2026605060","https://openalex.org/W2035624765","https://openalex.org/W2056132907","https://openalex.org/W2078670904","https://openalex.org/W2084320778","https://openalex.org/W2088391830","https://openalex.org/W2106191716","https://openalex.org/W2146517504","https://openalex.org/W2154419774","https://openalex.org/W2155406408","https://openalex.org/W2281157336","https://openalex.org/W2530335263","https://openalex.org/W2549403719","https://openalex.org/W2596699756","https://openalex.org/W2768348081","https://openalex.org/W2902314836","https://openalex.org/W2911964244","https://openalex.org/W2914533273","https://openalex.org/W2925700532","https://openalex.org/W3009598287","https://openalex.org/W3035107443","https://openalex.org/W3038855130","https://openalex.org/W3087283924","https://openalex.org/W3146359063","https://openalex.org/W3186857614","https://openalex.org/W3199662771","https://openalex.org/W3207988821","https://openalex.org/W3215117955","https://openalex.org/W4292088956","https://openalex.org/W4294687753","https://openalex.org/W4309192799","https://openalex.org/W4321617966","https://openalex.org/W4383105677","https://openalex.org/W4392167057","https://openalex.org/W4399539375","https://openalex.org/W4399867250","https://openalex.org/W4401520797","https://openalex.org/W4401647682","https://openalex.org/W4402600973","https://openalex.org/W4403106499","https://openalex.org/W6907526200"],"related_works":["https://openalex.org/W4388289694","https://openalex.org/W4390764244","https://openalex.org/W3169560852","https://openalex.org/W2387655594","https://openalex.org/W4390448799","https://openalex.org/W2108512031","https://openalex.org/W2063755384","https://openalex.org/W2048409327","https://openalex.org/W2153306223","https://openalex.org/W2997015357"],"abstract_inverted_index":{"Abstract":[0],"Investigating":[1],"soil":[2,58,62,119,136,161,164,173],"swelling":[3,37,83,139],"potential":[4,38,140],"is":[5,127,141],"indeed":[6],"a":[7,50,54,110],"critical":[8,79],"research":[9,98,126],"area":[10],"in":[11,80,100,179,195,199,203,212],"geotechnical":[12,180],"engineering,":[13],"given":[14],"its":[15],"significant":[16],"influence":[17,133],"on":[18,138,163],"the":[19,33,47,82,101,128,132,156,191,204],"stability":[20],"and":[21,31,70,90,146,175,182,188,206],"longevity":[22],"of":[23,39,57,85,96,103,124,134,159,168,208],"civil":[24,209],"structures.":[25],"This":[26],"study":[27,48,170,197],"aims":[28],"to":[29,113,172],"predict":[30],"assess":[32],"one-dimensional":[34],"vertical":[35],"free":[36],"soils":[40,86],"using":[41,143],"ensemble":[42,104],"machine":[43,105,176],"learning":[44,106,177],"models.":[45],"Within":[46],"context,":[49],"large":[51],"dataset":[52],"encompassing":[53],"wide":[55],"array":[56],"parameters":[59,77,162],"from":[60],"210":[61],"samples,":[63],"including":[64],"moisture":[65],"content,":[66,72],"unit":[67],"weight,":[68],"plasticity,":[69],"clay":[71],"will":[73],"be":[74],"used.":[75],"These":[76,150],"are":[78],"understanding":[81],"behavior":[84],"under":[87],"varying":[88],"environmental":[89],"load":[91],"conditions.":[92],"The":[93,166],"novel":[94],"approach":[95],"this":[97,125,169,196],"lies":[99],"application":[102],"techniques,":[107],"which":[108],"offer":[109,183],"robust":[111],"framework":[112],"analyze":[114],"complex,":[115],"nonlinear":[116],"relationships":[117],"within":[118],"properties.":[120],"Another":[121],"key":[122],"aspect":[123],"parametric":[129],"assessment,":[130],"where":[131],"individual":[135],"properties":[137],"investigated":[142],"feature":[144],"importance":[145,158],"partial":[147],"dependence":[148],"analyses.":[149],"analyses":[151],"provide":[152],"valuable":[153],"insights":[154],"into":[155],"relative":[157],"different":[160],"behavior.":[165],"outcomes":[167],"contribute":[171],"mechanics":[174],"applications":[178],"engineering":[181],"practical":[184],"implications":[185],"for":[186],"engineers":[187],"practitioners.":[189],"Besides,":[190],"predictive":[192],"models":[193],"developed":[194],"aid":[198],"more":[200],"informed":[201],"decision-making":[202],"design":[205],"construction":[207],"structures,":[210],"particularly":[211],"swelling-prone":[213],"areas.":[214]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":5}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}