{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T10:23:29Z","timestamp":1777890209944,"version":"3.51.4"},"reference-count":75,"publisher":"American Society of Civil Engineers (ASCE)","issue":"3","content-domain":{"domain":["ascelibrary.org"],"crossmark-restriction":true},"short-container-title":["J. Comput. Civ. Eng."],"published-print":{"date-parts":[[2025,5]]},"DOI":"10.1061\/jccee5.cpeng-6062","type":"journal-article","created":{"date-parts":[[2025,1,22]],"date-time":"2025-01-22T05:03:13Z","timestamp":1737522193000},"update-policy":"https:\/\/doi.org\/10.1061\/do.news.20190416.0001","source":"Crossref","is-referenced-by-count":9,"title":["Estimation of Soil Water Characteristic Curve Using Machine-Learning Algorithms and Its Application in Embankment Response"],"prefix":"10.1061","volume":"39","author":[{"given":"Rakshanda","family":"Showkat","sequence":"first","affiliation":[{"name":"Indian Institute of Science","place":["India"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0019-4274","authenticated-orcid":true,"given":"Fazal E.","family":"Jalal","sequence":"additional","affiliation":[{"name":"King Fahd Univ. of Petroleum and Minerals","place":["Saudi Arabia"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"G. L. Sivakumar","family":"Babu","sequence":"additional","affiliation":[{"name":"Indian Institute of Science","place":["India"]}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"30","reference":[{"key":"e_1_3_4_2_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-94-015-9775-3_4"},{"key":"e_1_3_4_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2018.05.029"},{"key":"e_1_3_4_4_1","doi-asserted-by":"publisher","DOI":"10.1680\/geot.1990.40.3.405"},{"key":"e_1_3_4_5_1","doi-asserted-by":"crossref","unstructured":"Amadi A. A. and J. K. Osinubi. 2016. \u201cSoil-water characteristic curves for compacted lateritic soil-bentonite mixtures developed for landfill liner applications.\u201d In Geo-Chicago: Sustainable Geoenvironmental Systems Geotechnical Special Publication 271 edited by A. De K. R. Reddy N. Yesiller D. Zekkos and A. Farid 488\u2013497. Reston VA: ASCE.","DOI":"10.1061\/9780784480144.048"},{"key":"e_1_3_4_6_1","doi-asserted-by":"publisher","DOI":"10.1134\/S106422931930001X"},{"key":"e_1_3_4_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/0303-2647(94)90062-0"},{"key":"e_1_3_4_8_1","doi-asserted-by":"publisher","DOI":"10.2136\/sssaj2006.0232"},{"key":"e_1_3_4_9_1","doi-asserted-by":"publisher","DOI":"10.2136\/sssaj1981.03615995004500060004x"},{"key":"e_1_3_4_10_1","unstructured":"Arya L. M. C. J. Richter and A. S. Davidson. 1982. A comparison of soil moisture characteristics predicted by the Arya-Paris model with laboratory-measured data. Rep. No. LEMSCO-17817. Houston: Lockheed Engineering and Management Services."},{"key":"e_1_3_4_11_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12205-021-0431-0"},{"key":"e_1_3_4_12_1","unstructured":"Banerjee A. 2017. \u201cResponse of unsaturated soils under monotonic and dynamic loading over moderate suction states.\u201d Doctoral dissertation Faculty of the Graduate School Univ. of Texas at Arlington."},{"key":"e_1_3_4_13_1","doi-asserted-by":"publisher","DOI":"10.1097\/01.ss.0000175338.99668.d6"},{"key":"e_1_3_4_14_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)1090-0241(2001)127:9(790)"},{"key":"e_1_3_4_15_1","doi-asserted-by":"publisher","DOI":"10.1680\/jgeot.18.P.178"},{"key":"e_1_3_4_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.advwatres.2021.103968"},{"key":"e_1_3_4_17_1","doi-asserted-by":"crossref","unstructured":"Chen T. and C. Guestrin. 2016. \u201cXGboost: A scalable tree boosting system.\u201d In Proc. 22nd ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining 785\u2013794. New York: Association for Computing Machinery.","DOI":"10.1145\/2939672.2939785"},{"issue":"4","key":"e_1_3_4_18_1","first-page":"5","article-title":"Prediction of permeability characteristics of fine grained soils and its validation","volume":"7","author":"Chitra R.","year":"2018","unstructured":"Chitra, R., M. Gupta, H. Prakash, and S. Noor. 2018. \u201cPrediction of permeability characteristics of fine grained soils and its validation.\u201d Int. J. Recent Dev. Eng. Technol. 7 (4): 5\u201312.","journal-title":"Int. J. Recent Dev. Eng. Technol."},{"key":"e_1_3_4_19_1","doi-asserted-by":"publisher","DOI":"10.3390\/w10101431"},{"key":"e_1_3_4_20_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-024-09641-y"},{"key":"e_1_3_4_21_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-31343-1_12"},{"key":"e_1_3_4_22_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10706-023-02716-x"},{"key":"e_1_3_4_23_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)1090-0241(2006)132:3(286)"},{"key":"e_1_3_4_24_1","doi-asserted-by":"publisher","DOI":"10.1139\/t94-062"},{"key":"e_1_3_4_25_1","doi-asserted-by":"publisher","DOI":"10.1139\/t02-049"},{"key":"e_1_3_4_26_1","doi-asserted-by":"publisher","DOI":"10.3208\/sandf.50.161"},{"key":"e_1_3_4_27_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)MT.1943-5533.0000154"},{"key":"e_1_3_4_28_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.advengsoft.2015.05.007"},{"key":"e_1_3_4_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/34.709601"},{"key":"e_1_3_4_30_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-31343-1_13"},{"key":"e_1_3_4_31_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.enggeo.2005.10.003"},{"key":"e_1_3_4_32_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhazmat.2019.121322"},{"key":"e_1_3_4_33_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)1084-0699(2004)9:5(415)"},{"key":"e_1_3_4_34_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.trgeo.2021.100608"},{"key":"e_1_3_4_35_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2012.03.006"},{"key":"e_1_3_4_36_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)1090-0241(2006)132:5(661)"},{"key":"e_1_3_4_37_1","unstructured":"Jotisankasa A. H. Vathananukij and R. M. Coop. 2009. \u201cSoil-water retention curves of some silty soils and their relations to fabrics.\u201d In Proc. 4th Asia Pacific Conf. on Unsaturated Soils 263\u2013268. London: Taylor & Francis."},{"key":"e_1_3_4_38_1","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1096-9853(200003)24:3<281::AID-NAG66>3.0.CO;2-S"},{"key":"e_1_3_4_39_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)GT.1943-5606.0002674"},{"key":"e_1_3_4_40_1","unstructured":"Ke G. Q. Meng T. Finley T. Wang W. Chen W. Ma Q. Ye and T.-Y. Liu. 2017. \u201cLightGBM: A highly efficient gradient boosting decision tree.\u201d In Vol. 30 of Proc. Advances in Neural Information Processing Systems. La Jolla CA: Neural Information Processing Systems Foundation."},{"key":"e_1_3_4_41_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.enggeo.2010.10.007"},{"key":"e_1_3_4_42_1","unstructured":"Leij F. J. J. W. Alves T. M. van Genuchten and R. J. Williams. 1996. The UNSODA unsaturated soil hydraulic database: User\u2019s manual version 1.0. Rep. No. EPA\/600\/R-96\/095. Washington DC: National Risk Management Research Laboratory."},{"key":"e_1_3_4_43_1","doi-asserted-by":"publisher","DOI":"10.1139\/cgj-2020-0562"},{"key":"e_1_3_4_44_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)GT.1943-5606.0001851"},{"key":"e_1_3_4_45_1","unstructured":"Lundberg S. M. and S. I. Lee. 2017. \u201cA unified approach to interpreting model predictions.\u201d In Proc. Advances in Neural Information Processing Systems 4765\u20134774. Cambridge MA: MIT Press."},{"key":"e_1_3_4_46_1","doi-asserted-by":"publisher","DOI":"10.3141\/1755-12"},{"key":"e_1_3_4_47_1","doi-asserted-by":"publisher","DOI":"10.1016\/0022-1694(89)90275-8"},{"key":"e_1_3_4_48_1","doi-asserted-by":"publisher","DOI":"10.3390\/infrastructures4020026"},{"issue":"1","key":"e_1_3_4_49_1","first-page":"535216","article-title":"Artificial neural networks for estimating soil water retention curve using fitted and measured data","volume":"2015","author":"Moreira de Melo T.","year":"2015","unstructured":"Moreira de Melo, T., and C. O. Pedrollo. 2015. \u201cArtificial neural networks for estimating soil water retention curve using fitted and measured data.\u201d Appl. Environ. Soil Sci. 2015 (1): 535216. https:\/\/doi.org\/10.1155\/2015\/535216.","journal-title":"Appl. Environ. Soil Sci."},{"key":"e_1_3_4_50_1","doi-asserted-by":"publisher","DOI":"10.1680\/geot.1986.36.3.359"},{"key":"e_1_3_4_51_1","doi-asserted-by":"publisher","DOI":"10.2136\/sssaj1997.03615995006100030002x"},{"key":"e_1_3_4_52_1","unstructured":"Oltean M. 2003. \u201cSolving even-parity problems using multi expression programming.\u201d In Proc. 5th Int. Workshop on Frontiers in Evolutionary Algorithms 7th Joint Conf. on Information Sciences 26\u201330. Berlin: Springer."},{"key":"e_1_3_4_53_1","unstructured":"Oltean M. and D. Dumitrescu. 2002. Multi expression programming. Technical Rep. No. UBB-01-2002. Cluj-Napoca Romania: Babes-Bolyai Univ."},{"key":"e_1_3_4_54_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2019.105405"},{"key":"e_1_3_4_55_1","volume-title":"Response of unsaturated silty sand over a wider range of suction states using a novel double-walled triaxial testing system","author":"Patil U. D.","year":"2014","unstructured":"Patil, U. D. 2014. Response of unsaturated silty sand over a wider range of suction states using a novel double-walled triaxial testing system. Arlington, TX: Univ. of Texas at Arlington."},{"key":"e_1_3_4_56_1","doi-asserted-by":"publisher","DOI":"10.1520\/GTJ11107J"},{"key":"e_1_3_4_57_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.coldregions.2019.102894"},{"key":"e_1_3_4_58_1","doi-asserted-by":"publisher","DOI":"10.1139\/t74-009"},{"key":"e_1_3_4_59_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.sandf.2017.08.009"},{"key":"e_1_3_4_60_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0167-1987(98)00070-1"},{"key":"e_1_3_4_61_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-20883-1_2"},{"key":"e_1_3_4_62_1","doi-asserted-by":"publisher","DOI":"10.1515\/9781400881970-018"},{"key":"e_1_3_4_63_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)GM.1943-5622.0002425"},{"key":"e_1_3_4_64_1","doi-asserted-by":"publisher","DOI":"10.1051\/e3sconf\/20160917010"},{"key":"e_1_3_4_65_1","volume-title":"Soil vision software","author":"SoilVision","year":"2002","unstructured":"SoilVision. 2002. Soil vision software. Saskatoon, SK, Canada: SoilVision Systems."},{"key":"e_1_3_4_66_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10064-015-0765-2"},{"key":"e_1_3_4_67_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.enggeo.2021.106411"},{"key":"e_1_3_4_68_1","doi-asserted-by":"publisher","DOI":"10.1139\/t06-114"},{"key":"e_1_3_4_69_1","doi-asserted-by":"publisher","DOI":"10.1139\/cgj-2013-0089"},{"key":"e_1_3_4_70_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-68038-x"},{"key":"e_1_3_4_71_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.enggeo.2020.105911"},{"issue":"1","key":"e_1_3_4_72_1","first-page":"1","article-title":"Pseudo-static slope stability analysis using explainable machine learning techniques","volume":"33","author":"Waris K. A.","year":"2024","unstructured":"Waris, K. A., S. J. Fayaz, H. A. Reddy, and M. B. Basha. 2024. \u201cPseudo-static slope stability analysis using explainable machine learning techniques.\u201d Nat. Hazards 33 (1): 1\u201333. https:\/\/doi.org\/10.1007\/s11069-024-06839-z.","journal-title":"Nat. Hazards"},{"key":"e_1_3_4_73_1","unstructured":"Williams F. H. P. and J. D. MacLean. 1950. The compaction of soil: A study of the performance of plant. Rep. No. 17. Washington DC: HM Stationery Office."},{"key":"e_1_3_4_74_1","doi-asserted-by":"publisher","DOI":"10.5194\/hess-24-2505-2020"},{"key":"e_1_3_4_75_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.gsf.2020.03.007"},{"key":"e_1_3_4_76_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecolind.2022.109420"}],"container-title":["Journal of Computing in Civil Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/ascelibrary.org\/doi\/pdf\/10.1061\/JCCEE5.CPENG-6062","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,22]],"date-time":"2025-01-22T05:03:21Z","timestamp":1737522201000},"score":1,"resource":{"primary":{"URL":"https:\/\/ascelibrary.org\/doi\/10.1061\/JCCEE5.CPENG-6062"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,5]]},"references-count":75,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2025,5]]}},"alternative-id":["10.1061\/JCCEE5.CPENG-6062"],"URL":"https:\/\/doi.org\/10.1061\/jccee5.cpeng-6062","relation":{},"ISSN":["0887-3801","1943-5487"],"issn-type":[{"value":"0887-3801","type":"print"},{"value":"1943-5487","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,5]]},"assertion":[{"value":"2024-03-20","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-09-13","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-01-22","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"04025012"}}