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Comparative Analysis and Evaluation of Bridge Construction Risk with Multiple Intelligent Algorithms

机译:基于多种智能算法的桥梁施工风险对比分析与评估

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摘要

Bridge collapse in the construction process is one of the most common bridge accidents; we can see the importance of construction to ensure bridge safety. Site construction safety management mainly relies on checklist evaluation, but the evaluation results are often affected by the ability and experience of the evaluator. Using an artificial intelligence algorithm to realize rapid and accurate risk assessment of the bridge construction process is an effective way and development direction to solve the above problems. In view of the uncertain factors in the process of bridge construction, this paper analyzes and classifies the man-made and environmental risk factors that affect the bridge construction stage by using the 4M1E analysis method. Typical artificial intelligence algorithms are used to construct risk assessment models for bridge construction. And the random forest algorithm is used to analyze and verify the construction example of the FIU bridge.
机译:桥梁坍塌是施工过程中最常见的桥梁事故之一;我们可以看到施工对确保桥梁安全的重要性。工地施工安全管理主要依靠检查表评价,但评价结果往往受评价者能力和经验的影响。利用人工智能算法实现对桥梁建设过程的快速、准确的风险评估,是解决上述问题的有效途径和发展方向。针对桥梁施工过程中的不确定因素,采用4M1E分析方法对影响桥梁施工阶段的人为和环境风险因素进行分析和分类。利用典型的人工智能算法构建桥梁施工风险评估模型。并利用随机森林算法对FIU桥的施工实例进行分析和验证。

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