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Induction of tunnel reinforcement selection rules by using decision tree technique

机译:利用决策树技术推导隧道加固选择规则

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Tunnel reinforcement method such as fore-poling and steel pipe roof is quite often employed to prevent the local failure of tunnel face caused by the uncertainty of ground condition. Due to the uncertainty of ground and environment, design of tunnel reinforcement is empirical as the factors affecting local stability of tunnel are hardly evaluated and their influences have rarely been quantified against the stability of tunnel. Recently, fuzzy approximate reasoning, neural network, and multiobjective optimization approaches have been proposed to determine the stability of tunnel and select the tunnel supports or reinforcements. Adoption of these complicate approaches can reduce the effects of uncertainty induced from ground conditions and environment on the tunnel design in some extent, however, has limitation on developing a rule-based decision support system. With advance of information technology effective use of the converged wireless network and personal digital assistant (PDA) has been developed (Lee et al., 2006) in construction site. The expert system in combination with PDA and wireless network requires a rule-based system to facilitate the rapid revision and update of the tunnel design. The rule-based system can be efficiently programmed on a small computing tool such as PDA. Accordingly, we focus on the generation of tunnel reinforcement selection rules which will be coded on a PDA. In this study the generation of tunnel reinforcement selection rules follows decision tree techniques.
机译:为了防止由于地面状况的不确定性而引起的隧道工作面局部破坏,通常采用前加固和钢管顶棚等隧道加固方法。由于地面和环境的不确定性,隧道加固的设计是经验性的,因为很难评估影响隧道局部稳定性的因素,而且很少对隧道的稳定性造成的影响进行量化。最近,已经提出了模糊近似推理,神经网络和多目标优化方法来确定隧道的稳定性并选择隧道的支护或加固。采用这些复杂的方法可以在一定程度上减少由地面条件和环境引起的不确定性对隧道设计的影响,但是,在开发基于规则的决策支持系统方面存在局限性。随着信息技术的发展,建筑工地已经有效地利用了融合无线网络和个人数字助理(PDA)(Lee等,2006)。结合PDA和无线网络的专家系统需要基于规则的系统,以促进隧道设计的快速修订和更新。基于规则的系统可以在小型计算工具(例如PDA)上高效编程。因此,我们专注于将在PDA上编码的隧道加固选择规则的生成。在这项研究中,隧道加固选择规则的产生遵循决策树技术。

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