{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,19]],"date-time":"2026-03-19T16:32:47Z","timestamp":1773937967667,"version":"3.50.1"},"reference-count":61,"publisher":"American Society of Civil Engineers (ASCE)","issue":"4","content-domain":{"domain":["ascelibrary.org"],"crossmark-restriction":true},"short-container-title":["J. Comput. Civ. Eng."],"published-print":{"date-parts":[[2026,7,1]]},"DOI":"10.1061\/jccee5.cpeng-6748","type":"journal-article","created":{"date-parts":[[2026,3,19]],"date-time":"2026-03-19T15:01:24Z","timestamp":1773932484000},"update-policy":"https:\/\/doi.org\/10.1061\/do.news.20190416.0001","source":"Crossref","is-referenced-by-count":0,"title":["Sustainable Concrete Mix Designs: Multiobjective Optimization through Machine Learning Approaches"],"prefix":"10.1061","volume":"40","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1737-8451","authenticated-orcid":true,"given":"Ahmad","family":"Hammoud","sequence":"first","affiliation":[{"name":"Texas A&M Univ."}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7579-0735","authenticated-orcid":true,"given":"Ayman","family":"Karaki","sequence":"additional","affiliation":[{"name":"Texas A&M Univ."}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-1536-6840","authenticated-orcid":true,"given":"Milos","family":"Dujovic","sequence":"additional","affiliation":[{"name":"Texas A&M Univ."}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0597-0220","authenticated-orcid":true,"given":"Bekassyl","family":"Battalgazy","sequence":"additional","affiliation":[{"name":"Texas A&M Univ."}]},{"given":"Raymundo","family":"Arroyave","sequence":"additional","affiliation":[{"name":"Texas A&M Univ."}]},{"given":"Eyad","family":"Masad","sequence":"additional","affiliation":[{"name":"Hamad bin Khalifa Univ.","place":["Qatar"]}]}],"member":"30","reference":[{"key":"e_1_3_3_2_1","unstructured":"ACI (American Concrete Institute). 1991. Standard practice for selecting proportions for normal heavyweight and mass concrete. ACI 211.1-91. Farmington Hills MI: ACI."},{"key":"e_1_3_3_3_1","unstructured":"ACI (American Concrete Institute). 1993. Guide for the use of high-range water-reducing admixtures (superplasticizers) in concrete. ACI 212.4R-93. Farmington Hills MI: ACI."},{"key":"e_1_3_3_4_1","unstructured":"ACI (American Concrete Institute). 2019. Building code requirements for structural concrete. ACI 318-19. Farmington Hills MI: ACI."},{"key":"e_1_3_3_5_1","doi-asserted-by":"publisher","DOI":"10.3390\/buildings11080324"},{"key":"e_1_3_3_6_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2024.143463"},{"key":"e_1_3_3_7_1","doi-asserted-by":"publisher","DOI":"10.1061\/JCEMD4.COENG-14509"},{"key":"e_1_3_3_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cemconres.2005.11.002"},{"key":"e_1_3_3_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0008-8846(02)00787-1"},{"key":"e_1_3_3_10_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.advengsoft.2008.05.005"},{"key":"e_1_3_3_11_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.conbuildmat.2018.05.201"},{"issue":"9","key":"e_1_3_3_12_1","first-page":"759","article-title":"Smart artificial firefly colony algorithm\u2013based support vector regression for enhanced forecasting in civil engineering","volume":"29","author":"Chou J. S.","year":"2014","unstructured":"Chou, J. S., A. D. Pham, and D. T. Anh. 2014. \u201cSmart artificial firefly colony algorithm\u2013based support vector regression for enhanced forecasting in civil engineering.\u201d Comput.-Aided Civ. Infrastruct. Eng. 29 (9): 759\u2013775.","journal-title":"Comput.-Aided Civ. Infrastruct. Eng."},{"key":"e_1_3_3_13_1","unstructured":"Circular Ecology. 2023. \u201cICE download confirmation page.\u201d Accessed April 27 2024. https:\/\/circularecology.com\/ice-download-confirm01.html."},{"key":"e_1_3_3_14_1","doi-asserted-by":"publisher","DOI":"10.3390\/ma13051072"},{"key":"e_1_3_3_15_1","doi-asserted-by":"publisher","DOI":"10.3390\/su12030830"},{"key":"e_1_3_3_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.conbuildmat.2012.04.063"},{"key":"e_1_3_3_17_1","doi-asserted-by":"publisher","DOI":"10.3390\/buildings14113515"},{"key":"e_1_3_3_18_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cemconres.2004.01.021"},{"key":"e_1_3_3_19_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-018-3630-y"},{"key":"e_1_3_3_20_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.conbuildmat.2015.12.136"},{"issue":"1","key":"e_1_3_3_21_1","first-page":"12","article-title":"Support vector machines based modelling of concrete strength","volume":"3","author":"Gupta S.","year":"2007","unstructured":"Gupta, S. 2007. \u201cSupport vector machines based modelling of concrete strength.\u201d Int. J. Intell. Technol. 3 (1): 12\u201318.","journal-title":"Int. J. Intell. Technol."},{"key":"e_1_3_3_22_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.crgsc.2020.100019"},{"key":"e_1_3_3_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jobe.2022.105293"},{"key":"e_1_3_3_24_1","volume-title":"Sustainable concrete mix designs: Multi\u2013objective optimization via machine learning approaches","author":"Hammoud A.","year":"2024","unstructured":"Hammoud, A., A. Karaki, M. Dujovic, B. Battalgazy, R. Arroyave, and E. Masad. 2024. Sustainable concrete mix designs: Multi\u2013objective optimization via machine learning approaches. Rochester, NY: Social Science Research Network. https:\/\/doi.org\/10.2139\/ssrn.5018595."},{"key":"e_1_3_3_25_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.conbuildmat.2019.03.119"},{"key":"e_1_3_3_26_1","volume-title":"Optimizing 3D printed concrete mixtures for extraterrestrial habitats: A machine learning framework","author":"Hoang P. D.","year":"2024","unstructured":"Hoang, P. D., H. Moon, and Y. Ahn. 2024. \u201cEarth and space 2024: Engineering for extreme environments.\u201d In Optimizing 3D printed concrete mixtures for extraterrestrial habitats: A machine learning framework. Reston, VA: ASCE."},{"key":"e_1_3_3_27_1","volume-title":"Technology roadmap: Low carbon transition in the cement industry","author":"IEA (International Energy Agency)","year":"2023","unstructured":"IEA (International Energy Agency). 2023. Technology roadmap: Low carbon transition in the cement industry. Paris: IEA."},{"key":"e_1_3_3_28_1","doi-asserted-by":"publisher","DOI":"10.1155\/2024\/4616609"},{"key":"e_1_3_3_29_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cemconres.2010.11.012"},{"key":"e_1_3_3_30_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.csite.2021.101683"},{"key":"e_1_3_3_31_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijsbe.2016.09.003"},{"key":"e_1_3_3_32_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.advengsoft.2018.10.002"},{"issue":"5","key":"e_1_3_3_33_1","first-page":"507","article-title":"Structural concrete incorporating high volumes of ASTM class F fly ash","volume":"86","author":"Langley W.","year":"1989","unstructured":"Langley, W., G. Carette, and V. Malhotra. 1989. \u201cStructural concrete incorporating high volumes of ASTM class F fly ash.\u201d ACI Mater. J. 86 (5): 507\u2013514. https:\/\/doi.org\/10.14359\/2130.","journal-title":"ACI Mater. J."},{"key":"e_1_3_3_34_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jobe.2020.101822"},{"key":"e_1_3_3_35_1","doi-asserted-by":"publisher","DOI":"10.2139\/ssrn.4878350"},{"key":"e_1_3_3_36_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.conbuildmat.2024.137069"},{"key":"e_1_3_3_37_1","doi-asserted-by":"publisher","DOI":"10.1111\/jiec.12471"},{"key":"e_1_3_3_38_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41893-017-0009-5"},{"key":"e_1_3_3_39_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41558-020-0733-0"},{"key":"e_1_3_3_40_1","doi-asserted-by":"publisher","DOI":"10.1038\/nmat4930"},{"key":"e_1_3_3_41_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)CO.1943-7862.0002047"},{"key":"e_1_3_3_42_1","first-page":"e02258","article-title":"Development of Ca(OH)2 based geopolymer for additive manufacturing using construction wastes and nanomaterials","volume":"19","author":"Mortada Y.","year":"2023","unstructured":"Mortada, Y., E. Masad, R. Kogbara, T. Seers, A. Hammoud, and A. Karaki. 2023. \u201cDevelopment of Ca(OH)2 based geopolymer for additive manufacturing using construction wastes and nanomaterials.\u201d Case Stud. Constr. Mater. 19 (Dec): e02258. https:\/\/doi.org\/10.1016\/j.cscm.2023.e02258.","journal-title":"Case Stud. Constr. Mater."},{"key":"e_1_3_3_43_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jobe.2018.01.007"},{"key":"e_1_3_3_44_1","doi-asserted-by":"publisher","DOI":"10.1111\/mice.12422"},{"key":"e_1_3_3_45_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.conbuildmat.2024.139235"},{"key":"e_1_3_3_46_1","unstructured":"Portland Cement Association. 2024. \u201cRole of concrete curing.\u201d Accessed April 27 2024. https:\/\/www.cement.org\/learn\/concrete-technology\/concrete-construction\/curing-in-construction."},{"key":"e_1_3_3_47_1","doi-asserted-by":"publisher","DOI":"10.1016\/0008-8846(86)90139-0"},{"key":"e_1_3_3_48_1","unstructured":"Samarin A. 1999. \u201cWastes in concrete: Converting liabilities into assets.\u201d In Proc. Exploiting Wastes in Concrete: Proc. Int. Seminar edited by R. K. Dhir and T. G. Jappy 8. London: Thomas Telford."},{"key":"e_1_3_3_49_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cemconres.2018.03.015"},{"key":"e_1_3_3_50_1","doi-asserted-by":"publisher","DOI":"10.3390\/buildings12070914"},{"key":"e_1_3_3_51_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cemconres.2003.09.002"},{"key":"e_1_3_3_52_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhazmat.2006.07.022"},{"key":"e_1_3_3_53_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0899-1561(2001)13:6(427)"},{"key":"e_1_3_3_54_1","doi-asserted-by":"publisher","DOI":"10.1617\/s11527-025-02664-3"},{"key":"e_1_3_3_55_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.commatsci.2007.04.009"},{"key":"e_1_3_3_56_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.conbuildmat.2022.126578"},{"key":"e_1_3_3_57_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0008-8846(98)00165-3"},{"key":"e_1_3_3_58_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0887-3801(1999)13:1(36)"},{"key":"e_1_3_3_59_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0899-1561(2006)18:4(597)"},{"key":"e_1_3_3_60_1","volume-title":"Concrete compressive strength data set.","author":"Yeh I.-C.","year":"2007","unstructured":"Yeh, I.-C. 2007. Concrete compressive strength data set. Irvine, CA: UCI Machine Learning Repository. https:\/\/doi.org\/10.24432\/C5PK67."},{"key":"e_1_3_3_61_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.advengsoft.2024.103634"},{"key":"e_1_3_3_62_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jobe.2024.109516"}],"container-title":["Journal of Computing in Civil Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/ascelibrary.org\/doi\/pdf\/10.1061\/JCCEE5.CPENG-6748","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,19]],"date-time":"2026-03-19T15:01:27Z","timestamp":1773932487000},"score":1,"resource":{"primary":{"URL":"https:\/\/ascelibrary.org\/doi\/10.1061\/JCCEE5.CPENG-6748"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,1]]},"references-count":61,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2026,7,1]]}},"alternative-id":["10.1061\/JCCEE5.CPENG-6748"],"URL":"https:\/\/doi.org\/10.1061\/jccee5.cpeng-6748","relation":{},"ISSN":["0887-3801","1943-5487"],"issn-type":[{"value":"0887-3801","type":"print"},{"value":"1943-5487","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,1]]},"assertion":[{"value":"2024-12-30","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-10-24","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-03-19","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"04026033"}}