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1.
分析了数据管理系统在生态环境领域的应用现状,以及页岩气开发生态环境数据的特性和管理需求,提出了基于地理信息系统和关系型数据库有效集成的数据管理系统框架,实现对页岩气开发区域水环境、土壤环境、环境空气及污染源负荷在时间和空间尺度的分析与评价,指出大数据、物联网技术的运用是系统发展的重要方向. 相似文献
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丹东生态环境监测业务系统是用于生态环境监测日常业务观测,编制各类观测报文及数据上网传输的实用型业务系统。系统采取多窗157结构框架,合理布局功能窗口界面,兼容了地面气象观测数据文件格式,统一数据检查标准,观测数据处理更为准确有效。并以VB6.0可视化语言为开发工具适应不用版本Windows操作系统。基于生态环境监测数据统计、数据分析和数据发布为一体的多功能业务应用软件。 相似文献
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Diesel engines are being increasingly adopted by many car manufacturers today, yet no exact mathematical diesel engine model exists due to its highly nonlinear nature. In the current literature, black-box identification has been widely used for diesel engine modelling and many artificial neural network (ANN) based models have been developed. However, ANN has many drawbacks such as multiple local minima, user burden on selection of optimal network structure, large training data size, and over-fitting risk. To overcome these drawbacks, this article proposes to apply an emerging machine learning technique, relevance vector machine (RVM), to model and predict the diesel engine performance. The property of global optimal solution of RVM allows the model to be trained using only a few experimental data sets. In this study, the inputs of the model are engine speed, load, and cooling water temperature, while the output parameters are the brake-specific fuel consumption and the amount of exhaust emissions like nitrogen oxides and carbon dioxide. Experimental results show that the model accuracy is satisfactory even the training data is scarce. Moreover, the model accuracy is compared with that using typical ANN. Evaluation results also show that RVM is superior to typical ANN approach. 相似文献
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环境统计工作是环境保护工作中的基础,是各级政府和环境保护行政主管部门制定环境保护政策和计划、加强环境监督管理和污染防治的重要依据。本文结合日常工作经验,就目前基层环境统计工作中存在的问题进行探讨,并提出一些建议。 相似文献
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Introduction: The volume of new data that is created each year relevant to injury and violence prevention continues to grow. Furthermore, the variety and complexity of the types of useful data has also progressed beyond traditional, structured data. In order to more effectively advance injury research and prevention efforts, the adoption of data science tools, methods, and techniques, such as natural language processing and machine learning, by the field of injury and violence prevention is imperative. Method: The Centers for Disease Control and Prevention’s (CDC) National Center for Injury Prevention and Control has conducted numerous data science pilot projects and recently developed a Data Science Strategy. This strategy includes goals on expanding the availability of more timely data systems, improving rapid identification of health threats and responses, increasing access to accurate health information and preventing misinformation, improving data linkages, expanding data visualization efforts, and increasing efficiency of analytic and scientific processes for injury and violence, among others. Results: To achieve these goals, CDC is expanding its data science capacity in the areas of internal workforce, partnerships, and information technology infrastructure. Practical Application: These efforts will expand the use of data science approaches to improve how CDC and the field address ongoing injury and violence priorities and challenges. 相似文献
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为预测和判断锅炉故障的发生,完善锅炉故障检测技术,基于锅炉运转具有非线性特点,提出将非线性评价指标应用于锅炉故障诊断。研究特征信号的非线性特性,通过确定延迟时间和嵌入维数来重构相空间;采用混沌分形理论研究非线性评价指标;提取最大Lyapunov指数和关联维数,并为收集的每种特征信号选择最合适的非线性指标。结果表明:蒸汽压力的非线性特征指标应选择关联维数,烟气温度1、烟气温度2、水管温度1和水管温度2的非线性特征指标应当选择最大Lyapunov指数。 相似文献
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甘肃省农业高质量发展水平测度及制约因子研究 总被引:1,自引:0,他引:1
结合农业高质量发展的特征,构建农业高质量发展评价指标体系,采用熵值法、障碍因子诊断模型对甘肃省2009—2018年农业高质量发展水平和制约因素进行分析。结果发现:①2009—2018年,甘肃省农业高质量发展综合水平整体呈增长态势,但农业发展质量不高。②农业绿色发展和农业科技创新是甘肃省农业高质量发展的主要短板。③人力资本和生态环境保护是制约甘肃省农业高质量发展的主要因素。基于研究结果,提出强化政府职能、培育和引进高质量农业人才、贯彻新发展理念、构建生态补偿机制等加快甘肃省农业高质量发展的政策建议。 相似文献
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In this study, an integrated “Health, Safety, and Environment (HSE)” and maintenance systems are presented. Multivariate analysis is used for continuous performance assessment and improvement of these systems. The two subjects of “Maintenance System” and “HSE” have been individually investigated several times in different studies. However, few studies have been done to integrate these two systems and provide an integrated system for their implementation. This study evaluates current maintenance and HSE systems of a Gas Transmission Unit by Data Envelopment Analysis (DEA) and Principal Component Analysis (PCA). Moreover, decision making units (DMUs) are examined and ranked. Employees are considered as DMUs. This is done through investigating and measuring their efficiencies and identifying the inefficient and less-efficient units. Since an increase in the number of inputs does not lead to an increase in the number of outputs with the same scale, an output-oriented DEA with a Variable Returns to Scale (VRS) is used. The Fuzzy DEA (FDEA) is also used in this research to decrease uncertainty existing in qualitative indicators and human error. Finally, suggestions are given to improve those DMUs. The managers and employees of the gas transmission unit constitute the statistical population of the study. To achieve the objectives of this study, standard questionnaires with respect to HSE and Maintenance system are completed by operators. The proposed approach would help policy makers and top managers of Gas Transmission Company to have a more comprehensive and thorough understanding the working conditions with respect to the maintenance and HSE features. 相似文献
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土壤中稀土元素的生态毒性研究进展 总被引:6,自引:0,他引:6
为了解稀土元素对农田生态系统的影响,综述了近几十年来国内外有关土壤稀土元素生态毒性的研究进展,包括土壤稀土元素的主要来源途径,稀土元素对农田生态系统中植物、动物和微生物生长、发育、繁殖的影响。高浓度的稀土元素会破坏植物细胞膜的性质和结构,影响植物的抗氧化系统,扰乱植物对矿质营养元素的正常吸收和利用,诱使植物细胞发育不良、染色体畸变等现象发生。稀土元素可影响动物的消化、呼吸、生殖、神经、血液和免疫系统等。稀土元素对土壤微生物数量、种类、群落结构与功能多样性等均有影响。探讨了土壤稀土元素的生态毒性诊断方法,目前常见的植物毒性诊断法、蚯蚓毒性诊断法、土壤微生物诊断法、生物标记物诊断法和遗传毒性诊断法等可用来诊断土壤中稀土元素的生态毒性。提出了以后开展土壤稀土元素生态毒性研究应加强的方面:在群落、个体和细胞水平上研究稀土元素对土壤动物和微生物的影响,加强稀土元素生态毒性诊断新方法和新技术的探讨,进行稀土元素生物有效性与土壤因素关系的研究等。 相似文献