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基于XGBoost算法的盾构施工地面沉降预测方法 被引量:5
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作者 夏汉庸 黄毅 +1 位作者 尹和军 张良 《铁道标准设计》 北大核心 2023年第3期140-147,共8页
盾构施工过程中,现有地面沉降监测手段与方法难以满足高效安全施工要求,因此,针对盾构掘进过程中难以精确预测地面沉降问题,提出一种地面沉降量的预测方法。首先,将收集的相关数据进行预处理,预处理包含了缺失值处理、异常值处理和无量... 盾构施工过程中,现有地面沉降监测手段与方法难以满足高效安全施工要求,因此,针对盾构掘进过程中难以精确预测地面沉降问题,提出一种地面沉降量的预测方法。首先,将收集的相关数据进行预处理,预处理包含了缺失值处理、异常值处理和无量纲化处理等,预处理可以提高数据质量,从而提升降低模型训练复杂度、提升精度;然后,把处理好的数据分为训练集和测试集,对划分好的数据基于随机森林构建地面沉降影响因素分析模型,分别得出盾构机前方0环处、3环处、5环处、10环处、15环处、20环处以及盾构机后方-5环处、-10环处、-15环处、-20环处的盾构掘进参数对地面沉降的差异化影响因素及其重要度分数,并根据每环对应的不同影响因素集,进一步构建基于XGBoost地面沉降预测模型;最后,将与地面沉降相关的影响因素具体数据作为输入,多监测点的沉降量作为输出,最终得到距开挖面不同距离处的多点地面沉降量。该方法实现了地面沉降量准确预测,同时具备建模简单、准确率高等优点,对盾构施工工程及风险管控具有一定参考价值。 展开更多
关键词 地面沉降预测 地面沉降影响因素 XGBoost 盾构施工 盾构掘进参数
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煤矸石在水稳基层中应用的可行性研究
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作者 叶家彬 尹贺军 户浩壮 《河南科技》 2023年第17期56-59,共4页
【目的】为缓解我国碎石资源紧缺的现状,实现资源的循环利用,需要开展煤矸石在水稳基层中应用的可行性研究。【方法】选用鹤壁掘进煤矸石为研究对象,进行煤矸石原材料性能试验、水泥稳定碎石-煤矸石混合料微观结构分析及耐久性试验。【... 【目的】为缓解我国碎石资源紧缺的现状,实现资源的循环利用,需要开展煤矸石在水稳基层中应用的可行性研究。【方法】选用鹤壁掘进煤矸石为研究对象,进行煤矸石原材料性能试验、水泥稳定碎石-煤矸石混合料微观结构分析及耐久性试验。【结果】鹤壁掘进煤矸石质地致密,矿料级配良好,压碎值、吸水率、耐崩解性均能满足公路工程集料标准;煤矸石的掺入能够提高混合料的黏结力,有助于提升水稳基层材料的强度;从耐久性方面考虑,煤矸石的掺入有助于混合料水稳定性的改善,且对抗冻性影响不大。【结论】鹤壁掘进煤矸石可以作为一种集料应用到水稳基层当中。 展开更多
关键词 煤矸石 矿物组成 物理特性 微观结构 耐久性
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基于机器学习的多施工参数盾构施工姿态预测 被引量:11
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作者 夏汉庸 尹和军 +2 位作者 徐教煌 王嘉伟 黄毅 《测绘通报》 CSCD 北大核心 2021年第1期157-160,164,共5页
针对盾构施工过程中参数易变、轴线难以预测控制的问题,本文提出了基于机器学习的多施工参数盾构施工姿态预测方法,分析了在复杂环境下影响盾构姿态掘进施工的参数,以及掘进参数和盾构姿态内在的关联关系,建立了盾构姿态预测模型,实现... 针对盾构施工过程中参数易变、轴线难以预测控制的问题,本文提出了基于机器学习的多施工参数盾构施工姿态预测方法,分析了在复杂环境下影响盾构姿态掘进施工的参数,以及掘进参数和盾构姿态内在的关联关系,建立了盾构姿态预测模型,实现了盾首盾尾中心坐标与设计轴线的偏差计算;最后结合某地铁施工段,验证了该预测模型的可行性。 展开更多
关键词 盾构施工 掘进参数 机器学习 盾构姿态 预测模型
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EDTA在水泥稳定碎石滴定中的误差分析——以商丘黄河路改建工程为例 被引量:2
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作者 尹贺军 柴帅东 《河南科技》 2018年第34期111-112,共2页
水泥稳定碎石中灰剂量的试验检测是公路工程中重要的一环,EDTA滴定是现场快速检测灰剂量的主要手段。但是,由于各种因素导致滴定结果有较大的误差。基于此,结合实例工程对滴定中一些较为常见的误差进行了探讨。
关键词 EDTA滴定 试验检测 误差
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PULSE SHRINKING TIME-TO-DIGITAL CONVERTER FOR UWB APPLICATION
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作者 Chen Chao Meng Shengwei +2 位作者 Xia Zhenghuan Fang Guangyou yin hejun 《Journal of Electronics(China)》 2014年第3期180-186,共7页
A kind of architecture of Time-to-Digital Converter(TDC) for Ultra-WideBand(UWB) application is presented. The proposed TDC is based on pulse shrinking, and implemented in a Field Programmable Gate Array(FPGA) device.... A kind of architecture of Time-to-Digital Converter(TDC) for Ultra-WideBand(UWB) application is presented. The proposed TDC is based on pulse shrinking, and implemented in a Field Programmable Gate Array(FPGA) device. The pulse shrinking is realized in a loop containing two Programmable Delay Lines(PDLs) or a two-channel PDL. One line(channel) delays the rising edge and the other line(channel) delays the falling edge of a circulating pulse. Delay resolution of PDL is converted into a digital output code under known conditions of pulse width. This delay resolution measurement mechanism is different from the conventional time interval measurement mechanism based on pulse shrinking of conversion of unknown pulse width into a digital output code. This mechanism automatically avoids the influence of unwanted pulse shrinking by any circuit element apart from the lines. The achieved relative errors for four PDLs are within 0.80%–1.60%. 展开更多
关键词 Ultra-WideBand(UWB) Pulse shrinking Time-to-Digital Converter(TDC) Programmable Delay Line(PDL) Delay resolution measurement
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AN ULTRA-WIDEBAND ANTENNA FOR THE REINFORCED CONCRETE DETECTION
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作者 Shao Jinjin Xia Zhenghuan +2 位作者 Ji Yicai Fang Guangyou yin hejun 《Journal of Electronics(China)》 2013年第6期547-552,共6页
In this paper,an Ultra-Wideband(UWB) planar antenna is proposed for the reinforced concrete detection,which consists of a pair of planar waterdrop arms,a microstrip to coplanar parallel-strips transition and a shallow... In this paper,an Ultra-Wideband(UWB) planar antenna is proposed for the reinforced concrete detection,which consists of a pair of planar waterdrop arms,a microstrip to coplanar parallel-strips transition and a shallow rectangular cavity.In order to overcome the disadvantages of the shallow cavity,some absorbing material is loaded to weaken the narrow-band effect of the cavity and the crosstalk interference.The simulated and measured results show that the proposed antenna has a large bandwidth from 0.48 GHz to 3.6 GHz with Voltage Standing Wave Ratio(VSWR) below 2 and a fractional bandwidth about 200% under the center frequency of 1.6 GHz,directional radiation characteristics and small late-time ringing in the time domain,which can be suitable for nondestructive detection of the reinforced concrete. 展开更多
关键词 雷达 雷达设备 雷达信号处理 UWB GPR
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4-ELEMENT PLANAR ARRAY ANTENNA FOR UWB APPLICATION
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作者 Chen Chao Shao Jinjin +2 位作者 Meng Shengwei Fang Guangyou yin hejun 《Journal of Electronics(China)》 2014年第3期175-179,共5页
A novel low-cost 4-element planar array antenna directly fed by a coaxial cable for Ultra-WideBand(UWB) application is presented. The proposed antenna consists of 2×2 bowtie elements and a simple 1:4 power divide... A novel low-cost 4-element planar array antenna directly fed by a coaxial cable for Ultra-WideBand(UWB) application is presented. The proposed antenna consists of 2×2 bowtie elements and a simple 1:4 power divider feeding network. Compared to the basic bowtie element, the impedance bandwidth of the array antenna has a significant improvement that the low cut-off frequency is extended from 6 GHz of the bowtie element to 2 GHz. The measured results show that the proposed antenna has a large bandwidth of 2 GHz to 11 GHz for Voltage Standing Wave Ratio(VSWR)<2, and exhibits a bidirectional radiation pattern and a modest gain across the operating band and a peak gain of about 9 dBi at 11 GHz. 展开更多
关键词 Ultra-WideBand(UWB) Planar array Bowtie GAIN
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UWB TEM HORN ANTENNA FOR THE ASPHALT PAVEMENT INVESTIGATION
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作者 Shao Jinjin Liu Guochang +2 位作者 Ji Yicai Fang Guangyou yin hejun 《Journal of Electronics(China)》 2014年第1期24-28,共5页
A simple Ultra-WideBand(UWB)exponentially-tapered Transverse ElectroMagnetic(TEM)horn antenna is presented for the asphalt detection based on Ground Penetrating Radar(GPR).In order to reduce the reflections from the a... A simple Ultra-WideBand(UWB)exponentially-tapered Transverse ElectroMagnetic(TEM)horn antenna is presented for the asphalt detection based on Ground Penetrating Radar(GPR).In order to reduce the reflections from the antenna aperture,some absorbing material is loaded on the outer surface of the conductor.Comparing with the traditional TEM horn antenna,the proposed antenna has a small size and a large impedance bandwidth.Simulated and measured results show that the proposed TEM horn antenna has a low Voltage Standing Wave Ratio(VSWR)below 2 over the whole band from 0.35 GHz to 12 GHz,good radiation characteristics,and small late-time ringing,which can perfectly meet the requirements of the GPR application. 展开更多
关键词 Ultra-WideBand(UWB) Transverse ElectroMagnetic(TEM) horn Exponentially-taper Late-time ringing
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