eprintid: 14832 rev_number: 2 eprint_status: archive userid: 1 dir: disk0/00/01/48/32 datestamp: 2023-11-10 03:29:25 lastmod: 2023-11-10 03:29:25 status_changed: 2023-11-10 01:57:55 type: article metadata_visibility: show creators_name: Murali, M. creators_name: Mohammed, B.S. creators_name: Abdulkadir, I. creators_name: Liew, M.S. creators_name: Alaloul, W.S. title: Utilization of crumb rubber and high-volume fly ash in concrete for environmental sustainability: Rsm-based modeling and optimization ispublished: pub keywords: Aggregates; Compressive strength; Concrete aggregates; Concrete industry; Concrete products; Fly ash; Multiobjective optimization; Predictive analytics; Rubber; Tensile strength; Waste disposal, Cementitious composites; Cementitious materials; Central composite designs; Concrete productions; Environmental sustainability; Modeling and optimization; Partial replacement; Response surface methodology, Sustainable development note: cited By 12 abstract: Waste tire and fly ash (FA) are two waste materials whose disposal and rapid rate of accumulation are among the pressing sources of concern and threat to the environment. Although much research exists on the use of these materials in cementitious composites, very little literature is available on the effectiveness of combining them in high volumes for concrete production. This work aimed to utilize crumb rubber (CR) from waste tires as a partial replacement of fine aggregate at 15, 22.25, and 30 by volume, and high-volume fly ash (HVFA) replacement of cement at 50, 60, and 70 (by weight of cementitious materials) to produce high-volume fly ash�crumb rubber concrete (HVFA�CRC). Using the central composite design (CCD) option of the response surface methodology (RSM), 13 mixes were produced with different combinations and levels of the CR and FA (the input factors) on which the responses of interest (compressive, flexural, and tensile strengths) were experimentally investigated. Furthermore, the composite influence of CR and HVFA on the workability of the concrete was assessed using the slump test. The results showed a decline in the mechanical properties with increasing replacement levels of the CR and HVFA. However, up to 22.25 and 60 of CR and HVFA replacements, respectively, produced a structural HVFA�CRC with a compressive strength of more than 20 MPa at 28 days. Response predictive models were developed and validated using ANOVA at a 95 confidence level. The models had high R2 values ranging from 95.26 to 97.74. Multi-objective optimization was performed and validated with less than 5 error between the predicted and experimental responses. © 2021 by the authors. Licensee MDPI, Basel, Switzerland. date: 2021 publisher: MDPI AG official_url: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85108951586&doi=10.3390%2fma14123322&partnerID=40&md5=e5c1748a54b89d518ba8981ec655052e id_number: 10.3390/ma14123322 full_text_status: none publication: Materials volume: 14 number: 12 refereed: TRUE issn: 19961944 citation: Murali, M. and Mohammed, B.S. and Abdulkadir, I. and Liew, M.S. and Alaloul, W.S. (2021) Utilization of crumb rubber and high-volume fly ash in concrete for environmental sustainability: Rsm-based modeling and optimization. Materials, 14 (12). ISSN 19961944