基于BERT-BILSTM-CRF模型的电力行业事故文本智能分析*

为解决电力行业事故报告文本较长、语义复杂,难以进行有效文本识别问题,提出1种以BERT作为底层的预训练模型,并设计1种双重注意力机制编码器,结合BILSTM-CRF深度挖掘事故文本语义特征,从而实现文本智能分析。首先构建电力词典,通过对BERT预训练,进行BIO标注,然后引入BILSTM-CRF模型实现对文本标签智能分类,最后将该模型与现行其他4种深度学习模型进行对比。研究结果表明:该模型智能识别精确率、召回率及F1值(查准率)均达到约97%,较其他4种模型中效果最好的模型分别提高0.02,0.03,0.02。研究结果可为电力行业事故报告文本分析提供1种新思路。     

To roll or not to roll: nyctinastic behavior in young leaves of sacred lotus,Nelumbo nucifera

The Science of Nature -     

陶粒窑协同处置电镀污泥试验中Zn、Cr的迁移特性

为了合理处置固体废物 , 利用陶粒回转窑进行了协同处置固体废物试验,分析了Zn和Cr的分布规律和固化机理,并对Zn和Cr的环境风险进行评估. 结果表明:在陶粒窑协同处置电镀污泥系统中,89.70%的Zn和89.32%的Cr被固定在陶粒中,10.30%的Zn和10.68%的Cr富集在飞灰中,飞灰中Zn和Cr的含量较高,但飞灰参与陶粒窑系统内循环;热力学平衡计算表明,在陶粒中,Zn主要以ZnCr₂O₄、ZnO、ZnFe₂O₄等形态存在,Cr主要以Cr₂O₃和铬尖晶石等形态存在. 成品陶粒中Zn和Cr的浸出浓度远低于GB 5085.3—2007《危险废物鉴别标准浸出毒性标准》标准限值,说明ZnCr₂O₄、ZnO、Cr₂O₃和铬尖晶石等物质结构稳定,重金属Zn和Cr在陶粒中实现了良好的固化. 研究显示,绝大部分的Zn和Cr被固定在陶粒中,并且陶粒中重金属的浸出浓度低于标准限值,因此利用陶粒窑协同处置高重金属含量的电镀污泥安全可行.      

Assessing Ecotourism from a Multi-stakeholder Perspective: Xingkai Lake National Nature Reserve,China

Ecotourism development is closely associated with the sustainability of protected natural areas. When facilitated by appropriate management, ecotourism can contribute to conservation and development, as well as the well-being of local communities. As such, ecotourism has been proposed and practiced in different forms in many places, including China. This study assesses ecotourism development at Xingkai Lake National Nature Reserve in Heilongjiang Province, China. Key informant interviews were conducted with representatives from the provincial Forestry Department, the Nature Reserve, and the local community. Observation was undertaken on three site visits and secondary data were collected. The potential for providing quality natural experiences is high and tourism development is occurring rapidly. However, current relationships between people, resources, and tourism have yet to provide mutual benefits necessary for successful ecotourism. The multi-stakeholder management style and the ambiguity of landownership within the nature reserve constitute structural difficulties for ecotourism management and operation. Although participation in ecotourism could provide a livelihood opportunity and interests in involvement in tourism have been identified among the local fishing community, current involvement is limited mainly due to the lack of mechanisms for participation. Therefore, it is recommended that management programs and government policies should be established to provide a platform for community participation in ecotourism. Then, a positive synergistic relationship between tourism, environment, and community could be developed. Planning and policy requirements are discussed for ecotourism development in protected areas in China.     

Co-metabolic transformation of the neonicotinoid insecticide imidacloprid by the new soil isolate Pseudoxanthomonas indica CGMCC 6648

A new imidacloprid (IMI) degrading bacterium Z-9 (deposited number CGMCC 6648) was isolated and identified as Pseudoxanthomonas indica by 16S rRNA gene analysis. Two metabolites were identified as olefin and 5-hydroxy IMI by liquid chromatography-mass spectrometry and nuclear magnetic resonance analysis. P. indica CGMCC 6648 degraded 70.1% of IMI (1.22 mmol L^?1) and formed 0.93 mmol L^?1 5-hydroxy IMI and 0.05 mmol L^?1 olefin IMI in 6 days and in the presence of 100 mmol L^?1 glucose. The half-life of IMI degradation was 3.6 days. P. indica CGMCC 6648 transforms IMI via a co-metabolism mechanism and different carbohydrates have significant effects on 5-hydroxy IMI formation, whereas different organic acids have substantial effects on olefin IMI production. Lactose is the best co-substrate for IMI degradation and 5-hydroxy IMI formation with 0.77 mmol L^?1 degraded and 0.67 mmol L^?1 formed in 48 h, respectively. Pyruvate is the best co-substrate for olefin IMI formation with 0.17 mmol L^?1 produced in 96 h for all carbon sources tested. Pyruvate significantly stimulates the conversion of 5-hydroxy IMI to olefin IMI, whereas glucose slightly inhibits this reaction. P. indica CGMCC 6648 rapidly degrades IMI and forms olefin IMI, which may enhance its potential for biodegradation of IMI and increase its insecticidal activity, which can decrease the IMI dosage required.     

Na_2CO_3对回填材料膨润土的改型效果分析

以新疆柯尔碱膨润土为原料,加入不同比例的Na2CO3改型剂,研究改型剂添加对膨润土胶质价、膨胀容和pH值的影响。另外,考虑到压实膨润土的非饱和渗透特性对于评价缓冲回填材料性能具有重要意义,故采用压力膜仪测量压实Na2CO3改型膨润土和原土的土水特征曲线,分析研究二者基质吸力随体积含水率变化的相关关系。实验结果显示,添加Na2CO3改型剂可以增大膨润土的胶质价、膨胀容和pH值,成功地将膨润土中的钙蒙脱石转化为钠蒙脱石,其对柯尔碱膨润土pH值的作用效果满足地质处置库对缓冲回填材料的要求;改型后膨润土的持水能力明显大于原土。     

不确定背景值下浅水湖泊沉积物重金属生态风险评价

基于安徽某湖泊沉积物柱状样重金属实测含量,研究了各类重金属的垂向变化趋势及来源;采用拉丁超立方抽样方法随机产生已知范围内的重金属背景值,计算沉积物重金属综合潜在生态风险水平,研究其结果不确定性,评价湖泊沉积物重金属污染程度.结果表明,沉积物重金属的含量及综合潜在生态风险水平沿深度方向呈逐渐降低的趋势,上层沉积物存在较高的综合潜在生态风险;不确定性评价方法可以在沉积物垂向上得到沉积物重金属综合潜在生态风险水平的包络面,不确定性的结果可以给出综合潜在生态风险超出风险阈值的可信度和特定置信度下的综合潜在生态风险指数置信区间;90%置信度下两个沉积物采样点上层重金属综合潜在生态风险指数（RI）的置信区间分别为340.08~412.89和271.61~327.67,处于重度综合潜在生态风险水平阈值附近的评价结果让不同风险偏好的决策者在面临修复、清淤等决策时可以做出符合自身预期的决策.     

One-step synthesis of Cu(II) metal–organic gel as recyclable material for rapid, efficient and size selective cationic dyes adsorption

Efficient removal of non-biodegradable and hazardous dyes from wastewater remains a hot research topic. Herein, a rationally designed a Cu(Ⅱ)-based metal–organic gel(Cu-MOG) with a nanoporous 3 D network structure prepared via a simple one-step mixing method was successfully employed for the removal of cationic dyes. The Cu-MOG exhibited high efficiency, with an adsorption capacity of up to 650.32 mg/g, and rapid adsorption efficiency, with the ability to adsorb 80% of Neutral Red within 1 min. The high adsorption efficiency was attributed to its large specific surface area, which enabled it to massively bind cationic dyes through electrostatic interaction, and a nanoporous structure that promoted intra-pore diffusion. Remarkably, the Cu-MOG displayed size-selective adsorption, based on adsorption studies concerning dyes of different sizes as calculated by density functional theory. Additionally, the adsorption performance of the Cu-MOG still maintained removal efficiency of 100% after three regeneration cycles. These results suggested that the Cu-MOG could be expected to be a promising and competitive candidate to conveniently process wastewater.     

不同条件下进行渗后扩散的铝硅涂层氧化行为研究

目的提高铝硅涂层的抗氧化性能。方法采用料浆法在DZ417G定向凝固镍基高温合金叶片的燃气流道表面制备铝硅防护涂层,通过扫描电子显微镜(SEM)分析不同条件下进行渗后扩散的铝硅涂层表面显微组织形貌和截面显微组织形貌。结果无保护气氛下进行渗后扩散处理的铝硅涂层,在扩散过程中就已经发生了氧化,氧化过程首先形成多孔非致密结构的θ-Al_2O_3相,随着氧化过程的进行,θ-Al_2O_3相逐渐转变成致密结构的α-Al_2O_3相,从而起到真正的抗氧化作用。结论铝硅涂层中的Al元素提前被消耗,对铝硅涂层的使用寿命存在一定影响,因而渗后扩散须保证在真空条件下或有保护气氛条件下进行,使叶片表面渗后的铝浓度达到一定的要求,从而在使用过程中可以生成致密结构的α-Al_2O_3相,起到抗氧化作用,提高叶片的使用寿命。     

秦山三期核电工程气象相关实验研究及其在选址评价中的应用

１９９５年９、１０月间在秦山三期核电厂址进行了气象相关实验，即在秦山一、二、三期进行低空风、温与地面风的同步观测，在三期厂址进行平衡球测扩散参数，风洞模拟实验测量建筑群对流场与扩散参数的影响．并探讨如何应用气象相关实验结果由已建厂址的气象数据来估算新建厂址年均扩散因子的方法与公式．