基于可解释性机器学习的城市O3驱动因素挖掘

受前体物排放和气象条件等因素共同驱动,大气臭氧(O₃)已成为影响城市夏季环境空气质量的主要污染物.目前物理化学机制驱动的演绎模型在进行O₃污染解析时需要的模型参数众多,运算时效性较差;数据驱动的归纳模型运算效率高,但存在可解释性差等问题.通过建立可解释性数据驱动的Correlation-ML-SHAP模型,Correlation模块挖掘O₃浓度关联影响因素,机器学习ML模块耦合可解释性SHAP模块计算各驱动因素对O₃浓度的影响贡献,实现对驱动因素的定量解析,并以晋城市2021年夏季O₃污染过程为例开展应用研究.结果表明,Correlation-ML-SHAP模型能够挖掘并利用强驱动因素模拟O₃浓度和量化影响贡献,其中ML模块采用XGBoost模型模拟准确度最佳. 2021年夏季晋城市O₃污染强驱动因素为：气温、日照强度、湿度和前体物排放水平,贡献权重为：32.1%、 21.3%、 16.5%和15.6%,其中气温、日照强度和前体物排放...     

中国碳排放及影响因素的市域尺度分析

评估区域碳排放及其与社会经济状况的关系对于制定碳减排措施至关重要.以中国339个地级及以上城市(不含新疆部分城市和港澳台地区)为研究对象,探究了非化石能源占比、土地开发度、常住人口城镇化率、第二产业占比、人均GDP和人均建设用地面积对人均CO₂排放量的影响.通过构建模拟人均CO₂排放量的贝叶斯信念网络,识别各因素对人均CO₂排放量的全局影响;采用多尺度地理加权回归模型,分析各因素对人均CO₂排放量的局部影响.结果表明：(1)2020年,中国地级及以上城市人均CO₂排放量呈现出由南向北递增,东部沿海向内陆递减的格局.(2)从全局来看,人均CO₂排放量对各因素的敏感性从高到低依次为：人均建设用地面积>人均GDP>常住人口城镇化率>土地开发度>第二产业占比>非化石能源占比.(3)从局部来看,各因素与人均CO₂排放量的空间关系方向与全局关系一致,关系强度上存在空间异质性.(4)清洁能源、脱碳技术、土地节约集约利用...     

Evolutionof Sustainable Carbon Cycling Processes in China

This report summarizes the surveys on carbon inventories and initiatives on sustainable carbon cycling taken by RCEES. The first part of this report deals with the concept of sustainable carbon cycling, the historical evolution of carbon cycling processes in China, carbon pool enhancement, value addition, carbon sequestration and carbon balance. The second part covers the modeling of carbon dynamics, emission inventories of various carbon containing greenhouse gases and their potential abatement measures.     

矿山清洁生产示范研究

矿山清洁生产具有双重性。矿山生命周期决定了矿山清洁生产体系的特殊性。矿山清洁生产体系是由培训体系、生命周期清洁生产体系和监合与审核体系构成的一个系统，生命周期清洁生产体系包括从资源勘探-规划设计-开发-闭矿-后续土地利用与监测的各个阶段。与其他行业相比，矿山清洁生产难度大且明显滞后，开展矿山清洁生产示范研究势在必行。     

Parents' views of teen driving risks, the role of parents, and how they plan to manage the risks

PROBLEM: There is limited information about how parents view teen driving risks and intend to handle these risks during the licensing process, and how they will respond to graduated licensing provisions. METHODS: Parents in Connecticut were interviewed when their teens got their learner's permit. The survey was undertaken when the state did not have a midnight restriction or a passenger restriction. RESULTS: Generally, parents were well aware of teen driving risks, thought parents should be thoroughly involved in the licensing process, and plan to be active participants themselves. DISCUSSION: Parents were concerned about the risk of driving after midnight and already restrict that behavior. However, parents do not seem to see or understand the risks of having even one teen passenger in the vehicle. IMPACT ON INDUSTRY: The views and existing practices of parents need to be taken into account in deciding on the provisions of graduated licensing legislation and how to best ensure acceptance and compliance.     

Photochemical oxidation of reduced sulfur compounds in an urban location based on short time monitoring data

This study examines the oxidation of reduced sulfur compounds (RSCs) in urban ambient air. The photochemical conversions of RSC (such as DMS, CS₂, H₂S, DMDS, and CH₃SH) to a further oxidized form (e.g., SO₂, MSA, and H₂SO₄) were assessed using a photochemical box model. For our model simulation of RSC oxidation, measurements were taken at an urban monitoring station in Seoul, Korea (37.6° N, 127° E) during three separate time periods (e.g., Sept. 17–18, Oct. 23, and Oct. 27–28, 2003). The results indicate that DMS and H₂S were the dominant RSCs with concentrations of 370 ± 140 and 110 ± 60 pptv, respectively. The photochemical conversion of DMDS to SO₂ was found to occur more efficiently than other RSCs. The overall results of our study suggest that photochemical conversion of RSCs accounted for less than 15% of the observed SO₂ during the measurement period. The SO₂ production from DMS oxidation (mainly by the reaction with OH) was found to be affected primarily by the abstraction channel due to high NO_x levels during the experimental conditions.     

砂尘试验箱原理分析改进及相关标准探讨

结合砂尘的产生和运动机理,对砂尘试验箱的设计原理和应用特点进行了说明,着重对吹砂程中空气的温度和湿度、砂尘颗粒直径比例进行了分析,对气固两相流中颗粒浓度的均匀性进行了探讨。基于砂尘的运动特性,国内应用较普遍采用的闭式循环吹砂试验设备,无法实现砂的有效分离,导致吹砂试验箱试验过程中颗粒直径比例不满足GJB 150.12A要求。在MIL-STD-810H中,已经取消了对吹砂试验相对湿度≤30%的要求。基于吹尘和吹砂引起的不同环境效应,结合吹尘和吹砂试验设备原理和国内已有设备的现状,对现有试验方法和校准规范的完善、砂尘试验箱的改进设计提出了建议和意见。同时文中也介绍了国外开式、闭式循环、可变循环等几种不同类型的砂尘试验箱作为参考,基于砂尘试验的破坏机理提出了砂尘试验箱的分类和选型建议。     

Driving anger among motor vehicle drivers in China: A cross-sectional survey

Objective: Driving anger is a common emotion while driving and has been associated with traffic crashes. This study aimed to investigate situations that increase driving anger among Chinese drivers.

Methods: A cross-sectional study was conducted among 3,101 drivers in southern China. The translated version of the 33-item Driving Anger Scale (DAS) was used to measure driving anger. Data were collected by face-to-face interviews between June 2016 and September 2016.

Results: Confirmatory factor analysis showed that the fit of the original 6-factor model (discourtesy, traffic obstacles, hostile gestures, slow driving, illegal driving, and police presence) was satisfactory, after removing 2 items and allowing 5 error pairs to covary. The model showed satisfactory fit: goodness of fit index (GFI) = 0.90, incremental fit index (IFI) = 0.90, root mean square error of approximation (RMSEA) = 0.06, 90% confidence interval (CI) = 0.061–0.064. Driving anger among Chinese drivers was lower than that in some Western countries. Compared to older and experienced drivers, younger and new drivers were more likely to report driving anger. There was no difference in total reported driving anger between males and females. Additionally, the higher the driver’s anger level was, the more likely he or she was to have had a traffic crash.

Conclusion: Driving anger is a common emotion among Chinese drivers and has a strong correlation with aggressive driving behavior and traffic crashes.     

Effective environmental management through life cycle assessment

Unplanned and unsustainable development (particularly rapid industrialisation) has placed great pressure in every dimension of the environment (air, water, soil, health, etc.). The resulting disturbance in the natural ecological balance is a serious concern. Sustainable development is the need of the hour; it can only be achieved through effective environmental management. Environmental management will become indispensable in the future as regulatory restrictions tighten and public expectations of environmental performance increase. The day is not far away when a customer will prefer to buy products produced by an environmentally committed organisation. In short, the environmental commitment of an organisation will become a market strategy.

Environmental management is a set of actions based on a structured methodology to ensure that an organisation is committed to the environment and that the production process has minimal/no adverse affect on it. This article emphasises environmental management in the real engineering sense of the term, and discusses how to develop an effective environmental management system through life cycle assessment. It further demonstrates through a real life case study how an industry has achieved landmark success in managing its environment, production, as well as winning the good faith of society.     

建筑安全管理的PDCA循环

建筑业是我国国民经济的支柱产业之一,建筑业生产的产品为国民经济的发展奠定了重要的物质基础。同时,建筑业也是一个危险性高、易发生事故的行业,是国家安全生产专项治理的重点行业之一。近年来,建筑业安全管理的现状和建筑施工现场的诸多不安全因素影响了整个建筑业效益的提高,也是建筑业及建筑施工现场不能吸引高素质人才的主要原因之一。安全管理具有系统性、连续性等特点,本文将全面质量管理的PDCA循环模式应用于建筑安全管理．探讨了建筑业安全管理的全新方法及其操作过程,借以降低建筑安全事故率,提高建筑业生产率,增加效益。