2022
DOI: 10.3390/buildings12070960
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A Predictive Analytics Framework for Mobile Crane Configuration Selection in Heavy Industrial Construction Projects

Abstract: Predictive analytics have been used to improve efficiency and productivity in the construction industry by leveraging the insights from historical data with a variety of applications in project management. In the planning process of heavy industrial construction projects, mobile crane selection plays a critical role in the project’s success, and poor choice of mobile crane configurations can lead to unnecessary cost-overrun and delayed schedules. In this research, the authors propose a predictive analytics fra… Show more

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Cited by 5 publications
(3 citation statements)
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“…However, a significant concentrated load induced by the overhead crane can generate mass asymmetry that could alter the dynamic response, as has been studied in some works [ 31 , 32 , 33 , 34 ]. The presence of overhead cranes within steel warehouse facilities often affects the complexity of their operations [ 35 ] since they involve moving loads that, in some cases, can be decisive in the structural design stage [ 36 , 37 ].…”
Section: Introductionmentioning
confidence: 99%
“…However, a significant concentrated load induced by the overhead crane can generate mass asymmetry that could alter the dynamic response, as has been studied in some works [ 31 , 32 , 33 , 34 ]. The presence of overhead cranes within steel warehouse facilities often affects the complexity of their operations [ 35 ] since they involve moving loads that, in some cases, can be decisive in the structural design stage [ 36 , 37 ].…”
Section: Introductionmentioning
confidence: 99%
“…Relevant scholars have conducted research on lifting machinery, lifting technology, and lifting paths to address the challenges of large-span space steel structure lifts. For example, in the selection of lifting machinery, crane operation simulation can be used for automatic selection [2], or an artificial neural network can be used to establish a predictive analysis framework for crane configuration selection [3]. The lifting of steel structures usually adopts the integral lifting technology [4][5][6][7][8].…”
Section: Introductionmentioning
confidence: 99%
“…To address the challenges of long-span spatial steel structures lifts, several studies have been conducted on lifting machine, lifting path to assist engineer in identifying an optimal lifting plan. For example, in the selection of lifting equipment, crane operation simulation can be used for automatic selection [4], or an artificial neural network can be used to establish a predictive analysis framework for crane configuration selection [5]. In terms of lifting technology, the integral lifting technology is usually adopted for the lifting of steel structures [6][7][8][9][10], combined with genetic algorithms to derive the optimal working condition combination [11,12], optimize the position of the lifting points based on the principle of minimum potential energy [13], and use computer control to lift and lower during construction [14].…”
Section: Introductionmentioning
confidence: 99%