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Identification and optimization of energy consumption by shield tunnel machines using a combined mechanical and regression analysis

机译:结合机械分析和回归分析确定和优化盾构隧道机的能耗

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This paper presents an identification and optimization method for the energy consumption of a shield tunnel machine. The specific energy, defined as the energy consumption to excavate a unit volume of the ground, is a good measure of the working efficiency of a shield machine. A model of the specific energy was created using a mechanical analysis before doing an in-site data regression analysis. The mechanical analysis of the shield-ground system helps decouple the nonlinear multi-parameter problem, and then the nonlinear multiple regression process was conducted using in-site data from a subway pro ject in China. Fairly good consistency between the recorded data and the results predicted by the model using the testing data is achieved. Finally, the influence of the cutting depth per revolution on the specific energy was discussed. The optimal ranges of the cutting depth under different geological conditions were provided to improve tunneling efficiency.
机译:本文提出了一种盾构机能耗的识别和优化方法。比能量,定义为挖掘单位体积的地面所消耗的能量,是衡量屏蔽机工作效率的良好指标。在进行现场数据回归分析之前,使用机械分析创建了比能量模型。盾构系统的力学分析有助于解耦非线性多参数问题,然后使用来自中国地铁项目的现场数据进行非线性多元回归过程。记录的数据与模型使用测试数据预测的结果之间具有相当好的一致性。最后,讨论了每转切削深度对比能量的影响。提供了不同地质条件下的最佳切削深度范围,以提高掘进效率。

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