Modeling of a sequencing batch reactor treating municipal wastewater using multi-layer perceptron and radial basis function artificial neural networks

A sequencing batch reactor was modeled using multi-layer perceptron and radial basis function artificial neural networks (MLPANN and RBFANN). Then, the effects of influent concentration (IC), filling time (FT), reaction time (RT), aeration intensity (AI), SRT and MLVSS concentration were examined on the effluent concentrations of TSS, TP, COD and NH₄⁺-N. The results showed that the optimal removal efficiencies would be obtained at FT of 1 h, RT of 6 h, aeration intensity of 0.88 m³/min and SRT of 30 days. In addition, COD and TSS removal efficiencies decreased and TP and NH₄⁺-N removal efficiencies did not change significantly with increases of influent concentration. The TSS, TP, COD and NH₄⁺-N removal efficiencies were 86%, 79%, 94% and 93%, respectively. The training procedures of all contaminants were highly collaborated for both RBFANN and MLPANN models. The results of training and testing data sets showed an almost perfect match between the experimental and the simulated effluent of TSS, TP, COD and NH₄⁺-N. The results indicated that with low experimental values of input data to train ANNs the MLPANN models compared to RBFANN models are more precise due to their higher coefficient of determination (R²) and lower root mean squared errors (RMSE) values.     

全程自养颗粒污泥快速启动及混合营养型脱氮性能分析

在连续流条件下,基于颗粒污泥全程自养脱氮（CANON）工艺的快速启动和混合营养条件下高效脱氮,是CANON工程应用的重要环节.本研究在气提内循环反应器（AIR）中,以老化的CANON颗粒污泥经机械破碎至0.3 mm作为种泥,实现混合营养型单级颗粒污泥同步脱氮除碳.启动26 d,通过控制DO,系统出现稳定的部分硝化,再缩短HRT提升氨氮负荷至5.65 kg ·（m³ ·d）^-1,促进颗粒化和厌氧氨氧化;第68 d,总氮去除率达到58%之后,进水加入有机物,C/N从0提升到0.25和0.5,促进AOB、AMX和异养微生物的协同,氨氮去除率达95%,总氮去除率达85%,COD去除率达80%左右.COD浓度增加,能较好地抑制Nitrospira菌属等NOB的活性,q（NH₄⁺-N）和q（TN）稳定在0.4 g ·（g ·h）^-1和0.34 g ·（g ·h）^-1,q（NO₃^--N）约为0.02 g ·（g ·h）^-1.采用MiSeq高通量测序对微生物多样性分析,表明有机物对污泥中Nitrosomomas和Candidutus_Kuenenia丰度未产生显著影响,增加了Candidutus_Brocadia菌属以及具有反硝化功能Denitratisoma等菌属的丰度.这对于快速启动连续流CANON颗粒污泥工艺处理低C/N比废水提供思路.     

泗顶矿区6种土地利用类型土壤微生物群落结构特征

以广西柳州泗顶铅锌矿区的玉米地、菜地、灌木、尾矿库、森林和柑橘园6种不同利用类型土壤为研究对象,采用高通量测序技术,分析了不同土地利用类型土壤微生物群落结构特征及土壤环境因子对微生物群落结构的影响.结果表明,变形菌门（Proteobacteria）是6种土壤的优势菌门,所占比例为31.34%~53.47%,γ-变形菌纲（Gammaproteobacteria）为优势菌纲.冗余分析表明,在重金属含量最高的灌木区,厚壁菌门（Firmicutes）和拟杆菌门（Bacteroidetes）的丰度与土壤中铅、锌、镉、铜的含量呈现显著正相关;在土壤钠和钾含量较高的玉米地和菜地,浮霉菌门（Planctomycetes）的丰度有所增加,而厚壁菌门和拟杆菌门的丰度则有所下降.在土壤有机质含量较高而总氮、总磷含量较低的柑橘园,酸杆菌门（Acidobacteria）和疣微菌门（Verrucomicrobia）的丰度较高.芽单胞菌门（Gemmatimonadetes）和浮霉菌门的丰度与土壤pH值呈显著正相关.研究结果表明土地利用类型及土壤环境因子对土壤微生物群落结构多样性有显著的影响.     

响应土壤阴离子类型的盐碱土古细菌群落多样性研究

为初步解析我国黑龙江苏打盐碱地（HA）、新疆荒漠盐碱地（XD）、山西平原盐碱地（SY）、江苏滨海盐碱地（JD）和天津滨海盐碱地（TB）5个地区的土壤古细菌群落结构多样性,以及其响应土壤不同阴离子类型的分布特征,采用基于Illumin-Hiseq平台的高通量测序技术获得489~604个古细菌可操纵分类单元（OTU）.OTU多样性分析结果表明XD的古细菌群落物种丰富度最高,SY和HA分别具有最高和最低的古细菌群落多样性和均匀度;OTU的物种注释结果表明HA以奇古菌门（Thaumarchaeota）为优势菌门,其他土壤均以广古菌（Euryarchaeota）为优势;综合5个样品古细菌群落结构、优势古细菌属和土壤阴离子进行的典范对应分析（CCA）结果显示,XD古细菌群落结构和Haloterrigena属（XD中最优势,相对丰度20.2%）明显的响应土壤SO₄^2-浓度;HA古细菌群落结构和Nitrososphaera属（HA中最优势,62.3%）明显的响应土壤HCO₃^-/CO₃^2-浓度和pH;JD、SY和TB古细菌群落结构、Halorubrum属（JD和TB中最优势,24.4%和15.6%）,和Natronomonas属（SY和JD中第二优势,8.1%和9.2%）明显的响应土壤Cl^-浓度.研究结果说明我国不同地域分布的盐碱土受其土壤阴离子类型及其浓度的影响,呈现不同的古细菌群落结构和分布特征.研究结果为我国不同类型盐碱土古细菌资源的挖掘提供依据,也为揭示我国不同类型盐碱土古细菌群落的生态功能提供参考.     

水稻土中五氯酚的降解转化动态及其对微生物群落的影响

采用室内培养实验,研究厌氧条件下水稻土中五氯酚(Pentachlorophenol,PCP)的还原转化与微生物群落组成变化。结果表明,室内培养实验条件下,PCP在水稻土样品中降解比较迅速,在反应17 d时,实验添加的PCP能够完全被还原转化。高通量测序结果显示PCP的添加明显改变了水稻土壤的微生物群落结构,其微生物多样性显著下降,在PCP降解完之后逐渐恢复。原始土壤以及添加PCP的土壤样品中其优势微生物主要分布在变形菌门(Proteobacteria)。PCP添加刺激了水稻土中伯克氏菌科(Burkholderiaceae)、丛毛单胞菌科(Comamonadaceae)、地杆菌科(Geobacteraceae)、红环菌科(Rhodocyclaceae)和假单胞菌科(Pseudomonadaceae)等脱氯相关的微生物菌群繁殖,成为PCP降解过程中的优势菌群,有利于PCP还原降解。本研究结果可为水稻土中有机氯农药污染物的微生物降解脱毒提供理论依据。     

大气环境质量综合评价加权灰色关联模型的建立与应用

利用灰色理论建立大气环境质量综合评价加权灰色关联模型 ,运用污染贡献率确定权重系数。与其它评价模型相比 ,加权灰色关联模型还具有排序功能 ,实例表明该模型是简便有效的     

Characterization of microbial communities from coastal waters using microarrays

Molecular methods, including DNA probes, were used to identify and enumerate pathogenic Vibrio species in the Chesapeake Bay; our data indicated that Vibrio vulnificus exhibits seasonal fluctuations in number. Our work included a characterization of total microbial communities from the Bay; development of microarrays that identify and quantify the diversity of those communities; and observation of temporal changes in those communities. To identify members of the microbial community, we amplified the 16S rDNA gene from community DNA isolated from a biofilm sample collected from the Chesapeake Bay in February, 2000. The resultant 75 sequences were 95% or more similar to 7 species including two recently described Shewanella species, baltica and frigidimarina, that have not been previously isolated from the Chesapeake. When the genera of bacteria from biofilm after culturing are compared to those detected by subcloning amplified 16S fragments from community DNA, the cultured sample exhibited a strong bias. In oysters collected in February, the most common bacteria were previously unknown. Based on our 16S findings, we are developing microarrays to detect these and other microbial species in these estuarine communities. The microarrays will detect each species using four distinct loci, with the multiple loci serving as an internal control. The accuracy of the microarray will be measured using sentinel species such as Aeromonas species, Escherichia coli, and Vibrio vulnificus. Using microarrays, it should be possible to determine the annual fluctuations of bacterial species (culturable and non-culturable, pathogenic and non-pathogenic). The data may be applied to understanding patterns of environmental change; assessing the health of the Bay; and evaluating the risk of human illness associated with exposure to and ingestion of water and shellfish.     

介质粒径对复三维电极-生物膜脱硝反应器的影响

研究了无烟煤作填充介质时其粒径对复三维电极 生物膜反应器脱硝效果的影响 .选择了两种具有代表性的无烟煤粒径 :平均粒径D分别为 1 9mm和 4 0mm .研究了两种粒径介质的反应器出水中的NO-3 N、NO-2 N、pH变化 ,并对电流效率及处理负荷进行了对比 .结果表明在一定电流下 ,两反应器的NO-3 N去除率均能达到 98%;在同样操作条件下 ,D为 1 9mm反应器的脱硝能力优于D为 4 0mm反应器 ,前者比后者对水中NO-3 N的去除率高 10 %左右 .D为 1 9mm反应器的NO-3 N最高容积负荷、NO-3 N最高电极负荷、电流效率分别为 0 0 15kg (m3 ·h)、0 0 37mg (cm2 ·h)、36 0 %,均高于D为 4 0mm反应器约 10 %.以小粒径无烟煤为介质的反应器的生物量明显高于大粒径介质反应器 .     

MBBR处理低浓度污水的工程应用

用 2座体积 12 0m3的移动床生物膜反应器处理抚顺乙烯有限公司厂区的低浓度 (CODCr6 0～ 80mg L)生活污水 ,停留时间 2 4h ,出水通过高效纤维球过滤罐 ,CODCr降至 2 0mg L ,BOD5降至 5mg L ,SS降至 5mg L ,氨氮降至 1mg L ,达到了循环冷却水的回用标准。进水浓度过低 ,对MBBR挂膜不利 ,工程中采用外加营养物质的措施后 ,3d内反应器成功挂膜启动。     

乙酸型顶极群落的内平衡与反馈调节机制研究

通过产酸脱硫反应器处理高浓度硫酸盐有机废水的连续流试验，从“动态”角度考察COD／SO4^2-比改变引起的pH值、氧化还原电位（ORP）、碱度（ALK）和末端产物（VFAs）等的变动及生态因子的叠加效应引发的优势种群变迁，分析了乙酸型顶极群落的稳定性及其发生定向性生态演替的规律，进而阐明了乙酸型顶极群落抵抗环境压力的内平衡与反馈调节机制，并指出乙酸型代谢和乙酸型顶极群落是产酸脱硫生态系统的典型特征。