Strength prediction and optimization for ultrahigh-performance concrete with low-carbon cementitious materials – XG boost model and experimental validation

Effect of Construction Delays and the Preventive Role of Concrete Works Optimization: Systematic Literature Review

“…The concrete formwork is an essential element of construction management since failure to achieve the required concrete strength can result in rework and, as a result, cost and schedule overruns [79]. [55], [58], [66], [67], [72], [73], [88], [96] 9 Supplementary Material rice husk ash [54], [59], [60], [70] 4 Supplementary Material limestone [56], [68] 2 Supplementary Material silicafume [9], [60], [83] 3 Supplementary Material superplasticizer [40], [55], [56], [57], [58], [67], [70], [72], [73], [96] 10 Supplementary Material steel fiber [9], [38], [57], [70], [85], [97] 6 Supplementary Material geopolimer [82], [83] 2 Recycle Material recycle coarse aggregate [58], [63], [68], [84], [85], [91], [94] 7 Recycle Material recycle fine aggregate [63], [84],…”

“…3 Quality/ Performance Improvement [40], [52], [58], [59], [63], [65], [66], [70], [72], [73], [74], [78], [82], [83], [84], [85], [86], [87], [88], [89], [90], [91], [92] 24…”

“…Using GA in mixing design is also extremely useful for determining the optimal mix proportions [63]. By using this method, the concrete mix design can be accurately predicted at low cost, with low carbon emissions, and while still meeting the required compressive strength criteria [82]. Less than 5% relative error is observed between experimental and predicted optimized values [86].…”