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。     

Costs of air pollutants from shipping: a meta-regression analysis

ABSTRACT

This study estimated the external cost of air pollution from shipping by means of a meta-regression analysis, which has not been made before. Three pollutants, which were included in most of the primary studies, were considered: nitrogen oxides (NO_x), sulphur dioxides (SO₂) and particulate matters with a diameter of max 2.5 micrometres (PM_2.5). All primary studies included damages of health and a majority added impacts on agriculture and estimated the cost of air pollutants by transferring cost estimates from studies on costs of air emissions from transports in Europe. Different regression models and estimators were used and robust results were found of statistically significant emission elasticities of below one, i.e. total external costs increase by less than 1% when emissions increase by 1%. There was a small variation between the pollutants, with the highest elasticity for PM_2.5 and lowest for NO_x. Calculations of the marginal external cost of the pollutants showed the same pattern, with this cost being approximately six times higher for PM_2.5 than for the other pollutants. Common to all pollutants was that the marginal external cost decreases when emission increases. Another robust result was a significant increase in the cost of studies published in journals compared with other publication outlets. These findings point out some caution when transferring constant external unit cost of air pollutant from shipping, which is much applied in the literature, and the cost functions estimated in this study could thus provide a complementary transfer mechanism.     

由两起操作性污染事故引发的关于液货船装卸作业安全的思考

随着我国对石油的需求不断增长,液货船舶数量不断增多,船舶操作性污染事故日益增多。文中试图分析两起发生在天津港的操作性污染事故产生的原因,浅谈目前液货船在装卸作业方面存在的安全问题,从而提出建议和对策,希望能在避免液货船操作性污染事故发生以及减少海洋环境损害方面起到积极的作用。     

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。     

空气污染气象与大气环境影响评价和预测研究

通过关于大气污染与气象条件、污染气象要素的测量手段和方法的介绍,以及对区域大气边界层扩散参数、大气扩散数学模式选择等计算方法的分析后,进一步阐明污染物在大气输送、扩散、迁移的稀释过程中,与气候、气象条件有着密切关系,应在大气环境影响评价和预测分析中予以重视。     

MARPOL73/78附则Ⅵ大气污染物排放控制的进展

文章以IMO大气污染通信工作组在2006年底召开的工作会议为背景,介绍了针对船用柴油发动机和燃料控制排放标准的讨论情况。     

机舱油水分离设备的营运检验

船舶舱底水对海洋环境的污染、船舶油水分离器的工作效果直接关系到是否满足MARPOL73/78公约的要求。通过对营运船舶油水分离器的检验方法,保证船舶油水分离器的工作效果。     

建设节约型社会解决三峡库区水污染研究

通过对三峡库区水污染严重性的综述,说明水资源总量控制的重要性和综合防治水污染的紧迫性.对人们自觉的改变用水习惯,增强节水减污意识,保护自然资源,优化生态环境,建设节约型社会,循环经济的实施,保持国民经济的可持续发展有着重要的现实意义.此外,笔者还提出了改善库区水污染的若干建议和具体措施.     

Reliability-based calibration of fatigue design guidelines for ship structures

A simple reliability-based framework is applied to calibrate a new set of fatigue design guidelines. This new guideline considers two different approaches for the assessment of both loads, stresses and local stress raising effects, and partial safety factors must be given for any combination of these approaches. For the calibration, the lognormal reliability format is adopted because the hereby-derived partial safety factors can be combined arbitrarily. This means that with a few basic partial safety factors, the combination of partial safety factors to be applied together with any combination of calculation approaches can be determined easily. In the present paper both the adopted reliability format, the applied modeling of uncertainties and the selected target safety index are explained. Based on this, a new guideline is calibrated and the derived partial safety factors are presented. Finally, the new guideline is applied through a numerical example in order to show the applicability of the calibrated partial safety factors, and satisfactory results are found.     

施工导流在内河航道干地开挖工程中的应用

通过施工导流在内河航道干地开挖施工中的应用，结合内河航道干地开挖的具体特点，分析影响施工导流成败的主要因素．介绍了在施工中应注意的主要技术要点。