基于随机森林的阻变型通风网络故障诊断方法*

为了在矿井通风网络发生阻变型故障时,能够快速准确判断出故障位置和故障量,提出1种基于随机森林的通风网络故障位置和故障量诊断方法。利用矿井通风仿真系统IMVS将唐安矿模拟故障生成空间数据集并进行数据预处理,构建基于随机森林的故障诊断模型,并利用该诊断模型对唐安矿矿井通风网络模拟故障位置和故障量进行判断和预测。引用多种方法对模型进行度量,通过唐安矿模拟实验验证基于随机森林的故障诊断模型的有效性。将随机森林和决策树的故障诊断准确率进行对比,研究结果表明:随机森林较决策树故障准确率有进一步的提高,并发现故障地点失误诊断多是相邻巷道,在一定程度上工作人员对故障地点的判断并不受其影响。     

Structural-temporal organization of a rodent community in the Teletskaya Taiga,Altai Mountains

The structural-temporal organization of a murine rodent community in the taiga has been studied near Lake Teletskoe, Mountain Altai. The results show that the long-term dynamics of indices characterizing community diversity depend mainly on changes in the structure of dominance rather than on the population dynamics of species. The distribution of species in the factor space corresponds to their preference for certain biotopes, from dry to relatively moist. An analysis of relationships within the rodent community has revealed the synchronous dynamics of species abundance and antiphase pattern of changes in the structural indices of dominant species.     

探索性数据分析在西藏气候变化趋势研究中的应用

为了减少小样本时间序列资料中个别异常值对气候变化趋势分析的破坏性影响,采用探索性数据分析方法之一的三组耐抗线对西藏近30年气温、云量资料进行线性趋势分析,研究了西藏地区气温和云量的变化趋势及其区域分布,并讨论了二者的相关特征。通过与传统的最小二乘法相比,表明三组耐抗线用于西藏气候变化趋势分析具有明显优势,而用最小二乘法得到的西藏气候变暖估计偏高。分析认为,西藏气候变暖主要由最低气温增高显著所致,最低气温变暖趋势在春、夏季较明显,冬季相对不明显;西藏各地增温幅度在空间分布上不一致,中、西部地区呈较强的增温趋势,东部相对较弱;西藏高原总云量和低云量总体呈减少趋势,总云量和低云量变少分别与西部和中部地区的升温之间存在显著负相关关系。     

不同施肥措施对水稻土壤微生物镉抗性的影响

镉（Cd）是最常见的土壤重金属污染物之一,对植物和人体具有毒害作用,研究不同施肥条件下的土壤微生物Cd抗性水平,可以为有机肥改良重金属污染提供一定的理论依据.为了探讨施无机肥和有机肥对于微生物Cd抗性水平的影响,在中国江苏常州、江西上高和福建福州水稻种植区采集了施有机肥（猪粪）和无机肥的土壤样品及猪粪样品,利用功能基因芯片（GeoChip 5.0）技术,研究了土壤微生物Cd抗性功能基因的响应及影响Cd抗性功能微生物群落互作的因素.结果表明,施有机肥土壤中有效态Cd含量[（1.08±0.70）mg·kg^-1]显著低于施无机肥土壤[（3.75±1.22）mg·kg^-1]（P<0.05）.土壤及猪粪样品中共检测到639个Cd抗性功能基因,施有机肥土壤中微生物Cd抗性基因丰度高于施无机肥土壤;有效态Cd含量、含水率、pH和铵态氮含量是影响Cd抗性微生物分布的重要环境因素.对Cd抗性微生物分子生态网络分析表明,施无机肥条件下,pH、含水率和有效态Cd含量是影响功能微生物潜在互作关系的主要因素;施有机肥条件下,主要影响因素是全钾和含水率.相比较无机肥,施用有机肥提高了土壤中微生物的Cd抗性水平及耐Cd微生物分子生态网络中的正相互作用.     

Removal of antibiotic-resistant genes during drinking water treatment: A review

Once contaminate the drinking water source, antibiotic resistance genes (ARGs) will propagate in drinking water systems and pose a serious risk to human health. Therefore, the drinking water treatment processes (DWTPs) are critical to manage the risks posed by ARGs. This study summarizes the prevalence of ARGs in raw water sources and treated drinking water worldwide. In addition, the removal efficiency of ARGs and related mechanisms by different DWTPs are reviewed. Abiotic and biotic factors that affect ARGs elimination are also discussed. The data on presence of ARGs in drinking water help come to the conclusion that ARGs pollution is prevalent and deserves a high priority. Generally, DWTPs indeed achieve ARGs removal, but some biological treatment processes such as biological activated carbon filtration may promote antibiotic resistance due to the enrichment of ARGs in the biofilm. The finding that disinfection and membrane filtration are superior to other DWTPs adds weight to the advice that DWTPs should adopt multiple disinfection barriers, as well as keep sufficient chlorine residuals to inhibit re-growth of ARGs during subsequent distribution. Mechanistically, DWTPs obtain direct and inderect ARGs reduction through DNA damage and interception of host bacterias of ARGs. Thus, escaping of intracellular ARGs to extracellular environment, induced by DWTPs, should be advoided. This review provides the theoretical support for developping efficient reduction technologies of ARGs. Future study should focus on ARGs controlling in terms of transmissibility or persistence through DWTPs due to their biological related nature and ubiquitous presence of biofilm in the treatment unit.     

渔业复垦塌陷地抗生素抗性基因与微生物群落

水产养殖行业抗生素的广泛使用引起了抗生素抗性基因(antibiotic resistance genes,ARGs)污染问题.为探究渔业复垦塌陷地ARGs污染特征,利用宏基因组学技术检测分析了渔业复垦塌陷地ARGs的相对丰度和微生物群落结构.研究区域共检测出29种ARGs,bacA在所有样品中相对丰度最高,达1.96×...     

等离子喷涂耐高温抗氧化涂层的研究进展

利用等离子喷涂技术在工件表面制备抗高温氧化涂层,能显著提高工件的抗氧化性能。综述了目前国内外抗高温氧化涂层和热障涂层的研究现状。详细介绍了金属间化合物和MCrA lY两种耐高温抗氧化涂层的组织性能及其抗氧化原理。阐述了影响热障涂层性能的3种主要因素,分析了热障涂层由于热生长氧化层(TGO)的存在而引起的失效机制。指出了等离子喷涂制备耐高温抗氧化涂层存在的主要问题,并提出了几种解决思路,展望了等离子喷涂制备抗氧化涂层的应用前景。     

植物抗逆性研究进展

本文论述了逆境对植物各方面造成的伤害及植物产生的相应反应 ,重点对植物在生理生化上的变化、对抗性生理领域中的一些学说和最新研究结果作了介绍 ,并指出相生相克现象也可作为抗逆生理的一个方面加以研究 ,概念扩展后的抗逆生理学必将在农业、环保等方面得到更广泛的应用     

Long-term Hg pollution-induced structural shifts of bacterial community in the terrestrial isopod (Porcellio scaber) gut

In previous studies we detected lower species richness and lower Hg sensitivity of the bacteria present in egested guts of Porcellio scaber (Crustacea, Isopoda) from chronically Hg polluted than from unpolluted environment. Basis for such results were further investigated by sequencing of 16S rRNA genes of mercury-resistant (Hg^r) isolates and clone libraries. We observed up to 385 times higher numbers of Hg^r bacteria in guts of animals from polluted than from unpolluted environment. The majority of Hg^r strains contained merA genes. Sequencing of 16S rRNA clones from egested guts of animals from Hg-polluted environments showed elevated number of bacteria from Pseudomonas, Listeria and Bacteroidetes relatives groups. In animals from pristine environment number of bacteria from Achromobacter relatives, Alcaligenes, Paracoccus, Ochrobactrum relatives, Rhizobium/Agrobacterium, Bacillus and Microbacterium groups were elevated. Such bacterial community shifts in guts of animals from Hg-polluted environment could significantly contribute to P. scaber Hg tolerance.     

Antibiotic resistant bacteria/genes dissemination in lacustrine sediments highly increased following cultural eutrophication of Lake Geneva (Switzerland)

This study investigates faecal indicator bacteria (FIB), multiple antibiotic resistant (MAR), and antibiotic resistance genes (ARGs), of sediment profiles from different parts of Lake Geneva (Switzerland) over the last decades. MARs consist to expose culturable Escherichia coli (EC) and Enterococcus (ENT) to mixed five antibiotics including Ampicillin, Tetracycline, Amoxicillin, Chloramphenicol and Erythromycin. Culture-independent is performed to assess the distribution of ARGs responsible for, β-lactams (blaTEM; Amoxicillin/Ampicillin), Streptomycin/Spectinomycin (aadA), Tetracycline (tet) Chloramphenicol (cmlA) and Vancomycin (van). Bacterial cultures reveal that in the sediments deposited following eutrophication of Lake Geneva in the 1970s, the percentage of MARs to five antibiotics varied from 0.12% to 4.6% and 0.016% to 11.6% of total culturable EC and ENT, respectively. In these organic-rich bacteria-contaminated sediments, the blaTEM resistant of FIB varied from 22% to 48% and 16% to 37% for EC and ENT respectively, whereas the positive PCR assays responsible for tested ARGs were observed for EC, ENT, and total DNA from all samples. The aadA resistance gene was amplified for all the sediment samples, including those not influenced by WWTP effluent water. Our results demonstrate that bacteria MARs and ARGs highly increased in the sediments contaminated with WWTP effluent following the cultural eutrophication of Lake Geneva. Hence, the human-induced changing limnological conditions highly enhanced the sediment microbial activity, and therein the spreading of antibiotic resistant bacteria and genes in this aquatic environment used to supply drinking water in a highly populated area. Furthermore, the presence of the antibiotic resistance gene aadA in all the studied samples points out a regional dissemination of this emerging contaminant in freshwater sediments since at least the late nineteenth century.