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。     

臭氧氧化印染工业园废水的效能与机理研究

本研究开展了印染废水臭氧氧化影响因素、降解动力学和淬灭实验,测定了自由基物种、降解产物和琥珀酸脱氢酶活性.结果表明,苯胺去除效率随着pH值、臭氧投加量和臭氧投加速率的增加分别逐渐减小、增加和减小,且臭氧浓度为24 mg·L^-1时苯胺去除效率最高.臭氧氧化苯胺的适宜条件为：臭氧浓度为24 mg·L^-1、臭氧投加量为200 mg·L^-1和臭氧投加速率为4 mg·min^-1,此时苯胺的去除效率为47.2%.臭氧氧化苯胺是直接氧化为主结合羟基自由基反应的作用过程.苯胺脱氨基和裂解苯环后生成戊二酸或L-焦谷氨酸直至矿化.大肠杆菌在原水和臭氧氧化后废水中的酶抑制率分别为83.4%和24.7%.臭氧氧化前处理后,混凝去除色度、SS、COD、总氮、总磷、硫化物和苯胺的效能分别提高了0.72%、0.46%、31.40%、9.40%、22.80%、31.40%和63.30%.研究结果为臭氧氧化印染工业园废水前处理的应用提供了基础依据.     

设施农业土壤磷素累积迁移转化及影响因素

为了科学合理施用磷肥,减小对设施农业环境带来的污染风险,以北京市大兴区设施农业集中区为研究对象,通过对不同种植年限设施农业剖面土壤(0～100 cm)磷素含量的测定分析,探究磷素累积与迁移转化特征.结果表明,设施农业表层土壤全磷和有效磷含量变化范围大,显著高于周边粮田土壤,主要跟不同种植年限农户的施磷量相关,随着土层深度的增加,全磷和有效磷含量逐渐减小,呈现表聚特征,其中土壤ω(全磷)范围在0.38～2.58 g·kg^-1,ω(有效磷)范围在1.60～256.00 mg·kg^-1.随着种植年限的增加,土壤全磷和有效磷含量呈现先增加后减小的趋势,在15 a左右达到峰值,随后逐渐减少,趋于稳定,总体处于较高水平.无机磷主要集中在设施农业表层土壤,其中Ca-P占无机磷的比例最大,达到了98.38%,Ca₁₀-P是最主要的Ca-P形态,含量占Ca-P的78.70%,Ca₂-P占比最小,仅占9.50%.不同形态无机磷含量呈现表层土壤富集,向下减少的垂直分布特征;不同土层深度,不同形态无机磷占全磷比例变化存在差...     

固定污染源烟气比对监测的几点思考

固定源烟气对比监测是保证自动监测数据质量的重要手段。但是,有效性审核比对监测过程中存在烟气排放连续监测系统安装不规范、手工监测抗干扰能力较差、烟气预处理效果不稳定及监测点位差异影响监测结果比对等问题。在此基础上,提出了严格规范环境监测点位的布置,针对不同的污染源确定适合的监测技术方法,研发完善的烟气预处理设施以及建立健全的自动监测质量保证体系等解决问题的对策。     

Mercuric chloride effects on adult rat oval cells-induced apoptosis

In the present investigation, the toxicity of mercuric chloride (HgCl₂) was evaluated in adult oval cells isolated from rat utilizing the 2-acetylaminofluorene/partial hepatectomy technique. Isolated oval cells were incubated with 5 μM of HgCl₂ for 8 hr to elucidate in vitro cytotoxic responses. Recently, autophagic cell death was found in rat hepatocytes in vitro within 30 min of incubation with 5 μM of mercury (Hg) which triggered apoptosis and necroptosis in a time-dependent manner. Nuclear degradation occurred within 30 min of incubation and progressed with time until 8 hr. Apoptosis evidenced by activation of caspase-dependent pathway between 30 min to 8 hr of incubation was mediated via interchange of death domain signaling pathways. Receptor-interacting protein played a positive role to modulate the death domain receptors in the scenario of apoptotic death of oval cells until 6 hr. Autophagic marker proteins ATG12 and LC3B exerted a significant role in triggering apoptosis in 5 μM Hg-treated oval cells. No apparent expression of apoptosis-inducing-factor (AIF) and HMGB1 indicated absence of caspase-independent apoptosis and necrosis in the rat oval cells between 30 min and 8 hr. Thus a low concentration of Hg modulates programmed cell death in adult rat oval cells by altering expression of proteins involved in the molecular mechanisms of cellular functions.     

宁东能源化工基地大气PM2.5中硝基多环芳烃污染特征及呼吸暴露风险

利用大气主动采样技术对宁东能源化工基地大气PM_(2.5)中硝基多环芳烃(NPAHs)的污染特征、一次排放和二次形成源贡献及呼吸暴露风险进行了观测研究.结果表明,宁东能源化工基地大气PM_(2.5)中Σ _(12)NPAHs质量浓度在2. 06～37. 14ng·m~(-3)之间,其中基于能源产业的宝丰采样点冬、夏季采样期Σ _(12)NPAHs的平均质量浓度分别为(25. 57±5. 76) ng·m~(-3)和(6. 22±1. 74) ng·m~(-3).以化工、电力产业为主的英力特采样点冬、夏季Σ _(12)NPAHs平均质量浓度分别为(7. 13±1. 44)ng·m~(-3)和(2. 58±0. 39) ng·m~(-3),两采样点均表现出冬季高于夏季的季节特征,推测为冬季取暖造成较高的NPAHs一次排放所致.宝丰采样点Σ _(12)NPAHs浓度水平明显高于英力特,可能与宝丰的煤炭开采及焦炭生产的能源产业较化工产业造成更高的NPAHs一次排放相关,因而造成了Σ _(12)NPAHs浓度水平的空间差异.两个采样点PM_(2.5)中Σ _(12)NPAHs浓度的夜昼比表明,夏季Σ _(12)NPAHs浓度日间明显高于夜间而冬季则相反,表明夏季日间较夜间存在更活跃的大气光化学反应,较夜间贡献更多二次形成的NPAHs. NPAHs族谱特征的时空差异表现为:宝丰和英力特采样点冬夏季均以一次排放标识物2N-FLO和6N-CHR为主要占比,其中宝丰采样点冬季2N-FLO和6N-CHR总占比为46%,夏季为73%,英力特采样点冬季总占为59%,夏季为55%.但英力特采样点夏季二次形成的标识物3N-PHE浓度占比较宝丰更高,表明基于化工产业的英力特较宝丰存在更高的前体物排放,由此贡献更多二次形成的NPAHs.本研究还借助Σ _(12)NPAHs/Σ _(16)PAHs比值对NPAHs可能的来源贡献进行了分析研究,结果表明宁东能源化工基地夏季较高的温度促进了PAHs的降解以及NPAHs的二次形成,较冬季贡献更多二次形成源的NPAHs.基于BaP等效毒性因子评价法估算了PM_(2.5)中Σ _5NPAHs的呼吸暴露肺癌风险,结果表明,宝丰采样点PM_(2.5)中Σ _5NPAHs的肺癌风险值冬季为(3. 06×10~(-5)±1. 36×10~(-5)),夏季为(1. 79×10~(-5)±0. 80×10~(-5)),英力特采样点冬季为(2. 85×10~(-5)±1. 20×10~(-5)),夏季为(1. 86×10~(-5)±0. 83×10~(-5)).宝丰和英力特肺癌风险值均高于Cal/EPA规定的1. 00×10~(-5)的限值,表明宁东能源化工基地人群存在一定程度的大气PM_(2.5)中NPAHs呼吸暴露肺癌风险.     

Effect on fatality risk of changing from secondary to primary seat belt enforcement

BACKGROUND: Most seat belt use laws originally passed in the United States contained language restricting enforcement to drivers already stopped for some other reason. States that have since removed this secondary enforcement restriction have reported increased seat belt use. The purpose of the present study was to estimate the effect of these law changes on driver fatality rates. METHOD: Trends in passenger vehicle driver death rates per billion miles traveled were compared for 10 states that changed from secondary to primary seat belt enforcement and 14 states that remained with secondary enforcement. RESULTS: After accounting for possible economic effects and other general time trends, the change from secondary to primary enforcement was found to reduce annual passenger vehicle driver death rates by an estimated 7% (95% confidence limits 3.0-10.9). CONCLUSION: The majority of U.S. states still have secondary enforcement laws. If these remaining secondary laws were amended, an estimated 696 deaths per year could be prevented.     

天然气管道失效个人生命风险评价技术研究

为研究天然气长输管道失效个人生命风险,提出一种以人员伤亡概率为指标的天然气管道失效后果风险评价方法。基于天然气管道的失效概率和失效致死长度参数,建立天然气长输管道生命风险评价模型。用该模型,对国内某城市住宅小区内带腐蚀缺陷的天然气管线进行定量风险分析。借鉴英国天然气输送公司数据,确定天然气管线个人生命风险值。案例证明,用所建立的天然气管道失效个人生命风险评价模型能够有效地分析带缺陷天然气管道失效后果,实现天然气管道的个人安全生命风险全定量评价。     

Using mRNA to investigate the effect of low-pressure ultraviolet disinfection on the viability of E. coli

UV can induce damages on mRNA consistently among different genes. SOS response was more active after UV treatment. Programmed cell death was not found to be more active after UV treatment. The efficacy of ultraviolet (UV) disinfection has been analyzed and validated by numerous studies using culture-based methods, yet the discovery of the viable but nonculturable state necessitates the investigation of UV disinfection based on viability parameters. Paired regulators of the SOS response system, recA-lexA, and the programmed cell death system, mazEF, in Escherichia coli were chosen as the target genes, and the effect of UV irradiation on the mRNAs of the four genes was studied. This research showed that, after UV irradiation, the responses of the mRNAs were highly consistent, with reduction percentages of approximately 60% at 20 mJ/cm², 70% at 40 mJ/cm², and 90% at 80 mJ/cm², and these reductions were believed to be the result of direct UV damage to nucleic acids. After 24 h of dark incubation, recA and lexA were both upregulated but to a lesser extent for repressor lexA; and mazE and mazF were both downregulated. This result implies that UV irradiation induces the dark repair system more actively, and the cells will proceed to death at a rate similar to that associated with natural decay.