基于随机森林结合前向序列选择算法的铁路隧道防水板检测数据关键影响因素识别北大核心

针对参数特征复杂度高的铁路产品,提出了一种基于随机森林(RF)结合前向序列选择(SFS)算法的铁路产品检验检测数据关键影响因素识别方法,以辅助基于经验的识别方法。创新使用RF-SFS算法,将其应用于铁路隧道防水板检验检测数据关键影响因素的识别研究。根据多年铁路隧道防水板检测数据,建立RF模型,获得了影响铁路隧道防水板检测结果的特征关键性评分序列。随后,结合SFS方法得出关键性评分序列的阈值,将排名前6位的影响因素识别为关键特征,模型的预测能力达到99.98%。为验证关键特征识别方法的有效性,对比分析3种模型在使用不同特征子集时的预测能力。当仅选用关键特征时,3种模型的预测能力均达到最佳,加入冗余特征后模型的预测能力逐渐降低。     

考虑围岩蠕变特性的TBM隧道管片衬砌受力特性研究

为研究深部高地应力岩层中修建TBM隧道时管片衬砌结构的力学行为,以某深埋TBM工法隧道为研究对象,建立基于围岩蠕变和管片分块效应的衬砌-围岩复合模型,研究考虑时间效应下管片衬砌的受力特性。结果表明:考虑围岩蠕变效应下管片衬砌受力表现出明显的时间效应。随着围岩蠕变时间的延长,管片衬砌的形变、内力和接缝张开量均呈现两阶段增长,具体表现为前期呈线性增长,后期增加趋缓。洞周围岩应力经历三阶段变化,即先减小后增大直至稳定。围岩蠕变时间为100年时,管片衬砌的内力和形变量均接近极限值。研究结果可为深部高地应力且考虑围岩蠕变效应下的TBM隧道衬砌结构设计提供参考。     

Integrated models of land use and transportation for the autonomous vehicle revolution

ABSTRACT

The advent of the autonomous vehicle (AV) will affect not only the transportation system, but also future patterns of land development. Integrated land use and transportation models will be critical tools in assessing the path forward with this technology. Key questions with respect to land use impacts of AVs arise from potential changes in sensitivity to travel and reduced demand for parking. It is an open question whether AVs will induce urban sprawl, or whether spatial economies of agglomeration will mitigate any reductions in travel time sensitivity. The deployment of shared fleets of AVs would likely reduce parking demand, producing yet to be explored impacts on property development within existing urban footprints. We perform a critical assessment of currently operational models and their ability to represent the adoption of AVs. We identify the representation of time in such models as a vital component requiring additional development to model this new technology. Existing model applications have focused on the discrete addition of new infrastructure or policy at a fixed point in time, whereas AV adoption will occur incrementally through time. Stated adaptation surveys are recommended as tools to quantify preferences and develop relevant model inputs. It is argued that existing models that assume comparatively static equilibrium have been convenient in the past, but are insufficient to model technology adoption. In contrast, dynamic model frameworks lack sufficient structure to maintain reasonability under large perturbations from base conditions. The ongoing advancement of computing has allowed models to move away from being mechanistic aggregate tools, towards behaviourally rich depictions of individual persons and firms. However, much work remains to move from projections of existing conditions into the future, to the evolution of the spatial economy as it evolves through time in response to new technologies and exogenous stresses. Principles from complex and evolutionary systems theory will be important in the development of models with the capacity to consider such dynamics.     

船舶除锈机器人驱动系统设计

介绍了应用在船舶除锈的磁吸附爬壁机器人本体驱动系统的设计,着重阐述了系统的驱动原理和驱动电路。系统以89c51单片机为核心,通过键盘以及通信接口可以方便的控制步进电机带动机器人本体运动,充分发挥了单片机的优势。实验表明,系统电路设计合理,简单实用。     

高校应该加强诚信教育与信用意识教育

近几年在某些高等学校发生了许多不守信用的事件，影响了高校的形象．因此，高校应重视信用建设，强化诚信教育和信用建设．     

海员避碰行动各指标相关性的多元回归分析

在获取大量海员避碰行动样本的基础上，通过建立多元线性回归的数学模型，分析了转向时机、转向幅度、目标船舷角、会遇两船的船速比等4个指标与目标船最后通过距离之间的相关性大小，结论对海员避碰行动决策有一定的参考价值。由于样本是在对海员进行航海模拟器训练中获得的，从而说明了用航海模拟器来研究避碰行为的可行性以及STCW公约强化模拟器训练的必要性。     

挖掘机动臂自动下降故障的分析与排除

针对小松PC200挖掘机出现的动臂自动下降故障,按照由易到繁的步骤逐步分析了故障发生的原因,并且提出了在故障排除中应注意的问题.     

优化运输结构加快铁路发展

交通运输业的发展受资源环境约束,各种运输方式在资源消耗和环境保护等方面存在较大差异,对资源和环境的影响也不同。我国各种运输方式发展的关键是在资源环境约束条件下协调发展。深入贯彻落实科学发展观,加强统筹协调和宏观调控,推进交通运输结构优化,加快铁路发展,提高铁路运输能力,促进节能减排、资源节约型和环境友好型社会建设。     

舰载信息系统软件安全

软件安全是舰载信息系统设计、开发、使用、维护中需要考虑的重要问题,从舰载信息系统安全体系出发,讨论软件安全威胁和软件安全阶段的划分,提供一些有效的软件安全措施。