{"id":"https://openalex.org/W3041101750","doi":"https://doi.org/10.3390/sym12071163","title":"Prediction of the Structural Yield Strength of Saline Soil in Western Jilin Province, China: A Comparison of the Back-Propagation Neural Network and Support Vector Machine Models","display_name":"Prediction of the Structural Yield Strength of Saline Soil in Western Jilin Province, China: A Comparison of the Back-Propagation Neural Network and Support Vector Machine Models","publication_year":2020,"publication_date":"2020-07-13","ids":{"openalex":"https://openalex.org/W3041101750","doi":"https://doi.org/10.3390/sym12071163","mag":"3041101750"},"language":"en","primary_location":{"id":"doi:10.3390/sym12071163","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym12071163","pdf_url":"https://www.mdpi.com/2073-8994/12/7/1163/pdf?version=1594999528","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-8994/12/7/1163/pdf?version=1594999528","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088667840","display_name":"Wei Peng","orcid":"https://orcid.org/0000-0002-6635-8035"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Peng","raw_affiliation_strings":["College of Construction Engineering, Jilin University, Changchun 130026, China"],"affiliations":[{"raw_affiliation_string":"College of Construction Engineering, Jilin University, Changchun 130026, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100434813","display_name":"Qing Wang","orcid":"https://orcid.org/0000-0002-1896-2860"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qing Wang","raw_affiliation_strings":["College of Construction Engineering, Jilin University, Changchun 130026, China"],"affiliations":[{"raw_affiliation_string":"College of Construction Engineering, Jilin University, Changchun 130026, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100441865","display_name":"Xudong Zhang","orcid":"https://orcid.org/0000-0003-3054-9398"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xudong Zhang","raw_affiliation_strings":["Department of Civil Engineering, Shanghai University, 99 Shangda Road, Shanghai 200444, China"],"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Shanghai University, 99 Shangda Road, Shanghai 200444, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102016117","display_name":"Xiaohui Sun","orcid":"https://orcid.org/0000-0001-6553-7691"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohui Sun","raw_affiliation_strings":["College of Construction Engineering, Jilin University, Changchun 130026, China"],"affiliations":[{"raw_affiliation_string":"College of Construction Engineering, Jilin University, Changchun 130026, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059585326","display_name":"Yongchao Li","orcid":"https://orcid.org/0000-0001-8973-3013"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongchao Li","raw_affiliation_strings":["College of Construction Engineering, Jilin University, Changchun 130026, China"],"affiliations":[{"raw_affiliation_string":"College of Construction Engineering, Jilin University, Changchun 130026, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100376614","display_name":"Yufeng Liu","orcid":"https://orcid.org/0000-0002-1686-0545"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yufeng Liu","raw_affiliation_strings":["College of Construction Engineering, Jilin University, Changchun 130026, China"],"affiliations":[{"raw_affiliation_string":"College of Construction Engineering, Jilin University, Changchun 130026, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084250148","display_name":"Yuanyuan Kong","orcid":"https://orcid.org/0000-0002-8273-0378"},"institutions":[{"id":"https://openalex.org/I25355098","display_name":"Chang'an University","ror":"https://ror.org/05mxya461","country_code":"CN","type":"education","lineage":["https://openalex.org/I25355098"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanyuan Kong","raw_affiliation_strings":["School of Highway, Chang\u2019an University, Xi\u2019an South Second Ring Road in the Middle, Xi\u2019an 710064, China","School of Highway, Chang'an University, Xi'an South Second Ring Road in the Middle, Xi'an 710064, China"],"affiliations":[{"raw_affiliation_string":"School of Highway, Chang\u2019an University, Xi\u2019an South Second Ring Road in the Middle, Xi\u2019an 710064, China","institution_ids":["https://openalex.org/I25355098"]},{"raw_affiliation_string":"School of Highway, Chang'an University, Xi'an South Second Ring Road in the Middle, Xi'an 710064, China","institution_ids":["https://openalex.org/I25355098"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100434813"],"corresponding_institution_ids":["https://openalex.org/I194450716"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":0.584,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.65836904,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"12","issue":"7","first_page":"1163","last_page":"1163"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10716","display_name":"Soil and Unsaturated Flow","score":0.9990000128746033,"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":0.9990000128746033,"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":0.9968000054359436,"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/T13596","display_name":"Grouting, Rheology, and Soil Mechanics","score":0.9959999918937683,"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/soil-salinity","display_name":"Soil salinity","score":0.6434758901596069},{"id":"https://openalex.org/keywords/compaction","display_name":"Compaction","score":0.618528425693512},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.537479043006897},{"id":"https://openalex.org/keywords/water-content","display_name":"Water content","score":0.5309794545173645},{"id":"https://openalex.org/keywords/soil-science","display_name":"Soil science","score":0.48840755224227905},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4611930847167969},{"id":"https://openalex.org/keywords/soil-water","display_name":"Soil water","score":0.450828492641449},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.43214553594589233},{"id":"https://openalex.org/keywords/soil-texture","display_name":"Soil texture","score":0.4226672947406769},{"id":"https://openalex.org/keywords/cementation","display_name":"Cementation (geology)","score":0.41802695393562317},{"id":"https://openalex.org/keywords/geotechnical-engineering","display_name":"Geotechnical engineering","score":0.4060809016227722},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.3514699637889862},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.32616162300109863},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2665776312351227},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.25430023670196533},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17975923418998718},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.17938336730003357}],"concepts":[{"id":"https://openalex.org/C141650431","wikidata":"https://www.wikidata.org/wiki/Q754836","display_name":"Soil salinity","level":3,"score":0.6434758901596069},{"id":"https://openalex.org/C196715460","wikidata":"https://www.wikidata.org/wiki/Q1414356","display_name":"Compaction","level":2,"score":0.618528425693512},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.537479043006897},{"id":"https://openalex.org/C24939127","wikidata":"https://www.wikidata.org/wiki/Q373499","display_name":"Water content","level":2,"score":0.5309794545173645},{"id":"https://openalex.org/C159390177","wikidata":"https://www.wikidata.org/wiki/Q9161265","display_name":"Soil science","level":1,"score":0.48840755224227905},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4611930847167969},{"id":"https://openalex.org/C159750122","wikidata":"https://www.wikidata.org/wiki/Q96621023","display_name":"Soil water","level":2,"score":0.450828492641449},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.43214553594589233},{"id":"https://openalex.org/C175963888","wikidata":"https://www.wikidata.org/wiki/Q5026010","display_name":"Soil texture","level":3,"score":0.4226672947406769},{"id":"https://openalex.org/C94556721","wikidata":"https://www.wikidata.org/wiki/Q189315","display_name":"Cementation (geology)","level":3,"score":0.41802695393562317},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.4060809016227722},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.3514699637889862},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.32616162300109863},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2665776312351227},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.25430023670196533},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17975923418998718},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.17938336730003357},{"id":"https://openalex.org/C523993062","wikidata":"https://www.wikidata.org/wiki/Q45190","display_name":"Cement","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/sym12071163","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym12071163","pdf_url":"https://www.mdpi.com/2073-8994/12/7/1163/pdf?version=1594999528","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:158c6aa172654fe08d49e8306097c4ae","is_oa":true,"landing_page_url":"https://doaj.org/article/158c6aa172654fe08d49e8306097c4ae","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":"Symmetry, Vol 12, Iss 7, p 1163 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/sym12071163","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym12071163","pdf_url":"https://www.mdpi.com/2073-8994/12/7/1163/pdf?version=1594999528","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Life in Land","score":0.5099999904632568,"id":"https://metadata.un.org/sdg/15"}],"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/G1306889273","display_name":null,"funder_award_id":"20104001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1458948393","display_name":null,"funder_award_id":"41820104001","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/G3085993365","display_name":null,"funder_award_id":"(Grant No.","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/G4135760086","display_name":null,"funder_award_id":"41430642","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/G6743098489","display_name":null,"funder_award_id":"4162780","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6910206348","display_name":null,"funder_award_id":"19YF1415500","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7581285589","display_name":null,"funder_award_id":"41627801","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8955107213","display_name":null,"funder_award_id":"Major","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3041101750.pdf","grobid_xml":"https://content.openalex.org/works/W3041101750.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W1189530257","https://openalex.org/W1490066004","https://openalex.org/W1563088657","https://openalex.org/W1601408573","https://openalex.org/W1680392829","https://openalex.org/W1797539709","https://openalex.org/W1797761079","https://openalex.org/W1966332297","https://openalex.org/W1977168277","https://openalex.org/W1978820282","https://openalex.org/W1984500452","https://openalex.org/W1984921330","https://openalex.org/W1989863911","https://openalex.org/W2005357680","https://openalex.org/W2006952036","https://openalex.org/W2015441607","https://openalex.org/W2022262456","https://openalex.org/W2030474209","https://openalex.org/W2037212298","https://openalex.org/W2040388657","https://openalex.org/W2040511246","https://openalex.org/W2056463599","https://openalex.org/W2063430448","https://openalex.org/W2071787913","https://openalex.org/W2076843691","https://openalex.org/W2094672612","https://openalex.org/W2121346565","https://openalex.org/W2129335041","https://openalex.org/W2138585541","https://openalex.org/W2139212933","https://openalex.org/W2146525017","https://openalex.org/W2154613443","https://openalex.org/W2156909104","https://openalex.org/W2253514452","https://openalex.org/W2310359731","https://openalex.org/W2330587545","https://openalex.org/W2410202044","https://openalex.org/W2412621302","https://openalex.org/W2503302184","https://openalex.org/W2513854760","https://openalex.org/W2588621848","https://openalex.org/W2738610350","https://openalex.org/W2783208634","https://openalex.org/W2797481446","https://openalex.org/W2802405801","https://openalex.org/W2895224823","https://openalex.org/W2899343081","https://openalex.org/W2899610239","https://openalex.org/W2903580733","https://openalex.org/W2996218582","https://openalex.org/W3109310307","https://openalex.org/W6656059104","https://openalex.org/W6674206593","https://openalex.org/W6680643721","https://openalex.org/W6714631705","https://openalex.org/W6741162008","https://openalex.org/W6786530196"],"related_works":["https://openalex.org/W4210542141","https://openalex.org/W3007773880","https://openalex.org/W3013719031","https://openalex.org/W2979324299","https://openalex.org/W4245225810","https://openalex.org/W3100955754","https://openalex.org/W2367611294","https://openalex.org/W3172712836","https://openalex.org/W1989298593","https://openalex.org/W4281970570"],"abstract_inverted_index":{"With":[0],"the":[1,9,28,31,56,59,69,96,104,114,125,158,166,182,244,247,257,276,285,291,294,299,306,310,316,323,332,336,357],"increase":[2],"in":[3,8,45,50,55,100,163,384],"transportation":[4],"emissions,":[5],"road":[6],"diseases":[7],"saline":[10,102,185,313],"soil":[11,38,63,109,119,138,362],"area":[12,107],"of":[13,36,62,95,108,118,133,160,184,229,246,279,284,293,312,326,335,361],"Jilin":[14,52],"Province":[15],"have":[16],"become":[17],"a":[18,74,173,203,353,370],"problem":[19],"that":[20,58,275,298,331],"requires":[21],"serious":[22],"attention.":[23],"In":[24,123,196],"order":[25],"to":[26,180,209,238,290,321,373],"improve":[27],"subgrade":[29],"performance,":[30],"structural":[32,54,358],"yield":[33,359],"strength":[34,61,132,159],"(SYS)":[35],"remolded":[37],"and":[39,92,113,147,150,172,193,212,249,266,282,367],"its":[40,84,189,364],"factor":[41,156,324],"sensitivity":[42,325],"are":[43,53,178,207,288,339],"investigated":[44],"this":[46,164],"study.":[47],"Saline":[48],"soils":[49],"Western":[51],"sense":[57],"bonding":[60],"skeleton":[64],"is":[65,81,111,121,128,140,152,223,302,319],"mainly":[66],"provided":[67],"by":[68,73,83,144,202],"solidification":[70],"bond":[71],"formed":[72],"physicochemical":[75],"interaction":[76],"between":[77,137],"particles.":[78],"Its":[79],"SYS":[80,187,311],"influenced":[82],"cementation":[85,131],"type,":[86],"genetic":[87],"characteristics,":[88],"original":[89],"rock":[90],"structure,":[91],"environment.":[93],"Because":[94],"high":[97],"clay":[98],"content":[99,146,343],"Zhenlai":[101],"soil,":[103],"specific":[105],"surface":[106,115],"particles":[110,120,139],"large,":[112],"adsorption":[116],"capacity":[117],"strong.":[122],"addition,":[124],"main":[126],"cation":[127],"Na+.":[129],"The":[130,232,272,328],"bound":[134],"water":[135,145,191,342],"film":[136],"thus":[141],"easily":[142],"affected":[143],"salt":[148,194,347],"content,":[149,192],"compaction":[151],"also":[153],"an":[154,226],"important":[155],"affecting":[157],"soil.":[161,314],"Therefore,":[162],"study,":[165],"back-propagation":[167],"neural":[168],"network":[169],"(BPNN)":[170],"model":[171,287,301,318],"support":[174],"vector":[175],"machine":[176],"(SVM)":[177],"used":[179,224,237,320],"explore":[181],"relationship":[183],"soil\u2019s":[186],"with":[188],"compactness,":[190],"content.":[195,348],"total,":[197],"120":[198],"data":[199],"points":[200],"collected":[201],"high-pressure":[204],"consolidation":[205],"experiment":[206],"applied":[208],"building":[210],"BPNN":[211,248,286,300,317],"SVM":[213,250,307],"model.":[214],"For":[215],"eliminate":[216],"redundant":[217],"features,":[218],"Pearson":[219],"correlation":[220],"coefficient":[221,259],"(rPCC)":[222],"as":[225,340],"evaluation":[227],"standard":[228],"feature":[230],"selection.":[231],"K-fold":[233],"cross-validation":[234],"method":[235],"was":[236],"avoid":[239],"over":[240],"fitting.":[241],"To":[242],"compare":[243],"performance":[245],"models,":[251],"three":[252,337],"statistical":[253],"parameters":[254,338,375],"were":[255],"used:":[256],"determination":[258],"(R2),":[260],"root":[261],"mean":[262,267],"square":[263],"error":[264],"(RMSE),":[265],"absolute":[268],"percentage":[269],"deviation":[270],"(MAPD).":[271],"result":[273],"shows":[274],"average":[277],"values":[278,292],"R2,":[280],"RMSE,":[281],"MAPD":[283],"superior":[289],"SVM.":[295],"We":[296],"conclude":[297],"slightly":[303],"better":[304],"than":[305],"for":[308,355,376],"predicting":[309],"Thus,":[315],"analyze":[322],"SYS.":[327],"results":[329],"indicate":[330],"influence":[333],"degrees":[334],"follows:":[341],">":[344,346],"compactness":[345],"This":[349],"study":[350],"can":[351,368],"provide":[352,369],"basis":[354],"estimating":[356],"pressure":[360],"from":[363],"basic":[365],"properties,":[366],"new":[371],"way":[372],"obtain":[374],"geotechnical":[377],"engineering,":[378],"ensuring":[379],"safety":[380],"while":[381],"maintaining":[382],"symmetry":[383],"engineering":[385],"costs.":[386]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}