基于符号回归算法的地铁盾构刀盘扭矩预测研究

为了提高盾构机工作效率、降低施工成本,依托深圳地铁8号线某盾构区间段工程,基于符号回归(Symbolic Regression)算法,对不同掌子面的刀盘扭矩进行了预测。分析了推力、土仓压力以及贯入度变化及换刀对扭矩的影响。结果表明,贯入度增大会导致扭矩增加,但是土仓压力的增加可能会降低扭矩。扭矩模拟数学模型具有较高精度,模型中自变量变动引起因变量变化的趋势与现实情况一致。     

后疫情时代国内纯电动乘用车市场发展现状

2020年国内纯电动乘用车市场在新冠肺炎、补贴退坡、各地促销政策陆续出台等多方面因素影响下先抑后扬、市场回暖,呈现出厂商竞争加剧、销售区域转变、私户占比增加、车型趋向高端化等特征。在我国碳达峰、碳中和的宏伟目标下,随着消费者环保认知的不断提升,纯电动乘用车市场将稳步发展并进一步向智能化、自动化方向转变。     

运营高铁车站黄土路基沉降特征及原因分析

针对黄土地区某高铁车站路基沉降病害问题,选取典型区域,采用PS-InSRA技术对变形区域进行监测,获取2017年2月至2019年6月的Sentinel-1A卫星影像数据并与现场勘测结果相结合,分析形变特征和趋势,以指导后续病害治理。结果表明:研究区域路基沉降主要发生在2017年5月至9月和2018年4月至8月两个时间段,春夏季沉降速率较大,秋冬季相对平稳;地基土含水率在13%~26%之间,在地下2 m和4 m为含水率增加速率临界深度,0~2 m范围内的含水率增加较快,2~4 m范围内的含水率增加速率减缓,4~10 m范围内含水率基本稳定;路基部位地基处理影响范围有限,路基侧沟外侧地基土干密度偏小,渗透系数偏大,路基沉降的主要原因为车站场坪地表汇水渗入地基引起路基黄土层湿化变形。     

基于K-Means聚类算法的城市轨道交通站点分类及客流特征分析

文章立足于沈阳市轨道交通站点800 m范围内的人口分布、开发强度、公交接驳、路网长度分布、站点位置属性、站点客流数据等六大维度数据,采用K-Means聚类算法将城市轨道交通站点划分为居住型、商业商务型、综合开发型、产业型、交通枢纽型五大类;基于站点聚类成果,叠合多样化数据分析总结各类站点客流的普适性规律,可为后续站点周边基础设施完善、站点客流预测、车站运营组织方案做出指导。     

聚氨酯夹层板舱口盖振动特性研究

聚氨酯夹层板(SPS)因其出色的力学性能、减振降噪特性等在船舶建造领域得到了广泛应用。以船舶轻量化、高性能设计为目标,以64000DWT散货船钢制舱口盖为替代目标,采用聚氨酯夹层板设计新型舱口盖结构,基于有限元软件Ansys Workbench开展SPS舱口盖结构振动特性分析,研究其模态振型、谐响应和随机振动。通过与钢制舱口盖振动特性的对比研究,论证了聚氨酯夹层板在船舶减重和结构减振方面的优势与前景。研究结果表明:SPS舱口盖设计方案,在实现整体减重12%的情况下,使谐响应振幅降低75%;在1σ区域内,使随机振动的位移、应力响应分别降低了63.4%和76.1%。研究结果可以为船舶结构轻量化设计、舒适性改善等提供参考。     

On the fluid-structure response of elastic-plastic ship sides subjected to impact loads

This paper presents a simplified numerical model capable of analysing the interaction between the structural dynamic response of elastic-plastic struck plate wall of a fluid tank subjected to wedge impact and the resulting fluid motion. The Variational Finite Difference Method (VFDM) is applied to analyse the structural dynamics of the struck plate and 2-D linear potential flow theory is used to study the resulting fluid motion and its effects on the structural dynamics of the struck plate. Experiments of a wedge indenter impacting with both empty and 90% filled tanks are carried out to study the structural deformation of the struck plate. The accuracy of the developed numerical model is validated with published results and experimental results, and good agreement is achieved. Through the comparison of the impact behaviour of empty and partially filled water tank, it is found that the resulting water motion helps to reduce the structural deformation of the struck plate since part of the impact energy is dissipated by the resulting water motion. Parametric studies are performed to investigate the effect of impact velocity and water level on the structural dynamics of the struck plate of a partially filled water tank. A case study is also conducted to demonstrate the potential application of the proposed method in analysing ship-ice impact problems.     

平台运动下悬链线立管涡激振动响应特性分析

悬链线立管会在半潜平台运动带动下出现涡激振动现象,对立管疲劳寿命造成影响.借助海工结构物动力分析软件Orcaflex建立立管模型,使用Iwan-Blevins尾流振子模型进行数值模拟.通过与试验结果对比验证了该方法的可行性.同时建立实尺度悬链线立管模型,并考虑背景海流的影响,分析平台垂荡、纵荡运动下的立管涡激振动响应和疲劳损伤.研究表明,平台运动产生的非定常流场将引起悬链线立管发生涡激振动现象,并在背景洋流激励的基础上增大疲劳损伤,在立管结构实际工程设计时应予以关注.     

基于狄利克雷过程混合模型的城市活动聚类方法研究

手机信令数据不仅记录个体出行轨迹，也为分析城市活动空间分布特征提供了基础.本文提出一种基于狄利克雷混合模型的城市活动特征聚类方法，以手机信令提取居民出行OD为基础，将每个基站的到发出行量作为表征该基站所处空间位置的活动特征，研究特征的聚类方法.引入狄利克雷分布作为先验分布，由中餐馆模型推定特征聚类数量.与其他聚类方法相比，该方法最大的优点在于无需事先指定聚类数量，避免了传统聚类方法的缺陷.将本文方法应用到三亚市城市活动特征聚类当中，结果能够有效地反应不同城市功能组团的活动特征.     

Equivalent design pressure for ship plates subjected to moving slamming impact loads

When a ship navigates at sea, the slamming impact can generate significant load pulses which move up along the hull plating. The effect of the moving pressure has so far not been explicitly considered in the Rules and Regulations for the Classification of Ships. Based on a modal superposition method and the Lagrange equation, this paper derives analytical solutions to study the elastic dynamic responses of fully clamped rectangular plates under moving pressure impact loads. The spatial variation of the moving slamming impact pressure is simplified to three types of impact loads, i.e. a rectangular pulse, a linearly decaying pulse and an exponentially decaying pulse. The dynamic responses of fully clamped rectangular plates under the moving slamming impact pressure are calculated in order to investigate the influence of the load pulse shapes and moving speed on the plate structural behaviour. It is found that the structural response of the plate increases with the increase of the moving speed. The response of the plate subjected to a moving pressure impact load is smaller than the case when the plate is subjected to a spatially uniform distributed impact load with the same load amplitude and load duration. In order to quantify the effect of the moving speed on the dynamic load, a Dynamic Moving Load Coefficient (DMLC) is introduced as the ratio between the dynamic load factor for the moving impact load and that under the spatially uniform distributed impact load. An expression for DMLC is proposed based on analyses of various scenarios using the developed analytical model. Finally an empirical formula which transforms the moving impact loads to an equivalent static load is proposed.     

Solving Electromagnetism Differential Equations Based on Random Walk

An approach of solving the finite difference equations with Monte Carlo method was presented. The accuracy of algorithm is guaranteed by the Central Limit Theorem. The computation of the value on each single node is independent of each other, which makes it easy to realize the algorithm in parallel processing and greatly improves the efficiency while dealing with local area computation. As long as different kinds of boundary conditions are statistics modeled ,wide applications can the be made where the finite difference method is of competence.