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。     

Widening the Panama Canal and U.S. ports: historical and economic impact analyses

ABSTRACT

The economic history of the U.S. illustrates how the role of many cities has been changed by being seaports or located on navigable rivers or lakes. Based on the widening of the Panama Canal in 2016, the West Coast ports that include the west coast seaports of California, Oregon, and Washington were expected to become less important, while the freight shares of the East Coast and Gulf ports would increase. By how much it has been not easy to measure or predict so far, but this study attempted to define some of the key parameters in the measurement. As well as several relevant background topics, both the demand- and supply-side versions of the National Interstate Economic Model, have been applied for the measurement of economic impacts. U.S. port authorities and policy makers at the local and national levels who respond and develop plans for coping with the new realities of the Panama Canal are able to understand the extent to which changes in shippers’ and land-mode transporters’ behaviors would undermine the logistics and the costs of their activities. Therefore, this study is important for a diverse spectrum of port development strategies in the U.S. to respond to the Canal expansion.     

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.     

从温州经济模式学到的经验

叙述了温州经济模式的发展 ,并总结了温州模式的思想精髓     

江淮气旋大风预报研究

江淮气旋大风预报研究的结果表明：气旋大风的预报实际上就是冷空气南下造成地面加压与气旋东移造成地面降压，这两个因素所造成气压梯度发展变化地以预报。还介绍用天气学原理建立的大风预报模式，以及用数理统计方法判别有无强风的预报，经过历史拟合和试报，在预报气旋大风中有一定的准确性。     

舰用ICR燃气轮机PSR瞬态响应特性的数值分析

基于能量守恒原理和PSR（一次表面回热器）的结构特点，导出回热器冷热流体和固体问壁非稳态温度变化的微分方程式；利用直观的流动扰动因子M修正传热系数k，研究热流体进口温度和流量发生阶跃变化时PSR的响应时间；还分析了PSR传热波纹板片的数目，1、几何尺寸及通道波纹形状对温度响应时间的影响。研究结果表明，由于PSR的固体壁面时间常数远小于板翅式和管壳式换热器，因此这种轻重结构的先进换热器响应特性明显优于常规热交换器，特别适用于那些要求机动多变、反应灵敏的舰船和车用燃气轮机动力装置。     

交通需求OD估计与预测的现状研究分析

目前，对于静态OD矩阵估计问题已经有很多研究者，对于动态OD前沿的研究工作则非常有限。关于对OD估计和预测的研究可分为封闭网络和开放网络。介绍了研究封闭网络的Bell，Van der Zijpp，Chang and Wu和Chang and Tao等人的方法，以及研究开放网络动态估计的3种方法，即Cascetta、Okutani、Ashok和Ben—Akiva等人的方法。并指出可以将OD估计问题陈述为具有不同误差特性、多个来源的不同类型信息的综合性和一致性的结合体，此联合估测就是经济计量学的混合估计的问题。     

电信计费模型的设计

依据电信计费系统存在的问题,本文详细描述了电信计费模型的设计方法和各个模块的设计内容。     

滑床板摩擦力对尖轨不足位移的影响

为解决道岔尖轨不足位移问题,根据尖轨的特殊结构外形、受力特性和扳动机理,建立尖轨不足位移计算仿真模型,分析不同滑床板表面摩擦系数取值下尖轨不足位移的变化。结果表明:摩擦力是导致尖轨产生不足位移的主要原因;尖轨不足位移随滑床板摩擦系数的增加而增大,基本成线性递增关系;最后牵引点距尖轨跟端间间距越大,摩擦系数对不足位移的影响也越大。减小摩擦力和优化牵引点间距能够较好地控制尖轨不足位移。提出设置滚轮式滑床板方案,将轨底与滑床板间的滑动摩擦转化为滚动摩擦,并优化滚轮式滑床板布置方式,进一步减小了尖轨不足位移。