基于PCA-BP神经网络的多股铜导线 熔痕定量金相识别方法研究

为实现火灾现场中多股铜导线熔痕的自动识别,采用主成分分析(PCA)和反向传播(BP)神经网络算法对四种多股铜导线熔痕(一次短路熔痕、二次短路熔痕、过负荷熔痕和火烧熔痕)的金相组织进行了识别研究。利用Image-Pro Plus 6.0和Axio-Imaging软件获取每种熔痕30组17维金相组织参数数据,采用PCA对四种熔痕共120组数据降维,获得前6个主成分得分矩阵,建立具有6个输入层节点,10个隐层节点和4个输出节点的神经网络模式识别模型。随机抽取每种熔痕的20组样品的主成分得分矩阵作为训练集,将每种熔痕的剩余10组主成分得分为测试数据,输入最终训练完成的模型进行识别,其识别准确率达到92.5%。实验结果表明采用PCA+BP神经网络的算法,可以较好地实现多股铜导线熔痕识别,为火灾物证鉴定工作提供了有力的工具。     

应用ICE和PCA方法评价硝基芳烃的综合毒性

应用种间相关估算(ICE)方法预测50种硝基芳烃缺失的生物毒性数据,对通过ICE计算获得的各种生物毒性数据进行主成分分析(PCA),计算综合毒性因子(ITI),进行综合毒性评价.结果表明,除了黄瓜种子发芽抑制毒性以外,其他各种生物毒性都在1%的显著水平上呈显著的线性正相关.硝基芳烃的这些生物毒性机制基本相似,因此应用ICE方法预测其毒性数据是可行的.QSAR分析表明,ITI与分子最低未占轨道能E_lumo有显著的相关性,r=0.869,表明亲电反应性是硝基芳烃的各种生物毒性所综合反映的主要致毒机理.基于ICE和PCA方法计算得到的ITI与基于QSAR和PCA方法计算得到的ITI的大小趋势具有一致性,ICE与PCA方法的联合应用可以成功地评价和预测硝基芳烃的综合毒性.     

Identification and spatial patterns of coastal water pollution sources based on GIS and chemometric approach

Comprehensive and joint applications of GIS and chemometric approach were applied in identification and spatial patterns of coastal water pollution sources with a large data set （5 years （2000-2004）, 17 parameters） obtained through coastal water monitoring of Southern Water Control Zone in Hong Kong. According to cluster analysis the pollution degree was significantly different between September-next May （the 1st period） and June-August （the 2nd period）. Based on these results, four potential pollution sources, such as organic/eutrophication pollution, natural pollution, mineral/anthropic pollution and fecal pollution were identified by factor analysis/principal component analysis. Then the factor scores of each monitoring site were analyzed using inverse distance weighting method, and the results indicated degree of the influence by various potential pollution sources differed among the monitoring sites. This study indicated that hybrid approach was useful and effective for identification of coastal water pollution source and spatial patterns.     

Methods development and use of macroinvertebrates as indicators of ecological conditions for streams in the Mid-Atlantic Highlands Region

The Mid-Atlantic Highlands Assessment (MAHA) included the sampling of macroinvertebrates from 424 wadeable stream sites to determine status and trends, biological conditions, and water quality in first through third order streams in the Mid-Atlantic Highlands Region (MAHR) of the United States in 1993–1995. We identified reference and impaired sites using water chemistry and habitat criteria and evaluated a set of candidate macroinvertebrate metrics using a stepwise process. This process examined several metric characteristics, including ability of metrics to discriminate reference and impaired sites, relative scope of impairment, correlations with chemical and habitat indicators of stream disturbance, redundancy with other metrics, and within-year variability. Metrics that performed well were compared with metrics currently being used by three states in the region: Pennsylvania, Virginia, and West Virginia. Some of the metrics used by these states did not perform well when evaluated using regional data, while other metrics used by all three states in some form, specifically number of taxa, number of EPT taxa, and Hilsenhoff Biotic Index, performed well overall. Reasons for discrepancies between state and regional evaluations of metrics are explored. We also provide a set of metrics that, when used in combination, may provide a useful assessment of stream conditions in the MAHR.     

康集生态农场土壤肥力改善的研究

本文采用对比研究的方法，分别对康集生态农场种植园、附近农用地和对照废窑地的主要土壤肥力指标进行了测定分析。结果表明，康集生态农场土壤肥力已从开发前的五级提高到与当地一般农用地相一致的三级水平。其中有机质、全氮、水解氮、速效磷含量明显提高，盐渍化程度有所下降，但仍有改善的潜力。     

Comparative distribution, sourcing, and chemical behavior of PCDD/Fs and PCBs in an estuary environment

PCDD/F and PCB field data (1041 samples) in five media (dissolved, suspended sediment, bed sediment, catfish, and blue crab) were studied to explore dual contaminant patterns in the Houston Ship Channel, Texas, USA. PCDD/Fs showed greater concentration than PCBs in suspended sediments while PCBs were higher in apparent dissolved (truly dissolved + DOC-associated), fish, and crab. PCDD/Fs at nearly all locations contributed more strongly to dioxin-like toxicity. The fraction of PCB TEQ was, however, enriched in biotic over abiotic media due in large part to the presence of PCB 126, which was mostly undetected in water and sediment and yet exhibited a BAF three times greater than 2,3,7,8-TCDD. Dissolved-suspended sediment and suspended-bed sediment relationships showed that (1) observed apparent dissolved concentration differences (as fraction of total water were mean 10% PCDD/Fs and 63% PCBs) can reasonably be explained by a four-phase partition model (truly dissolved, DOC-associated, suspended OC, and suspended BC) for PCBs but not for PCDD/Fs and (2) the contaminants behaved similarly in bed to suspended sediment concentration ratios (C_bed/C_susp) upstream of a major confluence but not downstream. PCA-cluster analysis pointed to the possibility that suspended sediment PCB contamination originates from resuspended bed sediment while PCDD/Fs in suspended sediment originates more probably from other sediment sources such as upstream wash load or air deposition. Finally, examinations of a congener marker ratio (PCB 209/206) seemed to indicate that a source of pure PCB 209 may exist in bed sediment near Patrick Bayou though the source was not completely localized.     

不同水位期汉丰湖和高阳湖上覆水时空分异特征

为研究三峡库区不同水位条件下澎溪河流域永久性回水区高阳湖与城市内湖汉丰湖的水环境差异,确定影响湖库水环境变化的水质指标,于2018年11月~2019年10月,对两湖库上覆水进行逐月样品采集.以水质监测数据为基础,参照三峡水库调度的时间周期,将采样时间划分为蓄水期,消落期和泄水期3个时段,运用多元统计方法,分析了2个湖库的水环境时空分异特征.单因子水质评价结果显示,湖库水质等级具有时空分异性,浮游植物大量生长发育的3,4,5月及雨量充足的7,8月,2个湖大部分处于劣Ⅳ~劣Ⅴ类,而一年中其他时段主要达到地表水Ⅲ类标准.判别分析表明,透明度,溶氧,电导率,pH值,水温,水深（depth）,总有机碳,总氮和氨氮均为两湖库水环境时空显著性差异的指示因子,泄水期,2个湖库水环境差异不大,但蓄水期和消落期,2个湖水环境具有明显的差异性.主成分分析显示,不同水位条件下,引起湖库水环境变化的主导因子不同,消落期水环境主要影响因子为TN,NH₃-N,水深和pH值;泄水期主要是TN,TP和EC;蓄水期主要影响因子为水深,TOC,TN,TP和NH₃-N.水体污染程度来看,汉丰湖：蓄水期 > 消落期 > 泄水期;空间表现为：HF3 < HF1 < HF2 < HF4 < HF5 < HF8 < HF7 < HF6.高阳湖：泄水期 > 消落期 > 蓄水期;空间表现为GY2 < GY3 < GY1 < GY5 < GY6 < GY4.     

武水河水质时空分布特征及污染成因的解析

运用主成分分析和聚类分析方法,对2013—2015年武水河流域7个监测断面的11个水质指标数据进行分析,揭示武水河水质时空分布差异性,辨识主要污染因子,解析污染成因.2013—2015年,流域水质整体较好,尚存在不达标断面.长河水库和黄岑水库出现NH_3-N超标现象,岑水桥和芙安河老桥断面出现重金属As超标现象,但NH_3-N和As浓度趋于降低.武水河流域监测断面水质由高到低的顺序为:水库断面支流断面干流断面.2013年,流域主要污染因子为NH_3-N、TN和As,主要源自农业面源污染和工业污染;2014年,流域主要污染因子为COD_(Mn)、NH_3-N、TP,主要源于生活污水和工业污染;2015年,流域主要污染因子为BOD_5、粪大肠杆菌、pH,主要来源生活污水和畜禽养殖.因此,流域内工业污染和农业面源污染对水质的影响逐年降低,生活污水和畜禽养殖对水质的影响逐年增大.流域内通过建设污水处理厂,实施重金属综合治理等项目,减少污染物排放,改善流域水环境质量.     

喀斯特流域水化学特征及水-岩作用分析——以后寨河流域为例

本文选取后寨流域作为研究对象,基于对水体中主要离子的主成分分析和离子比值分析,研究丰枯期水化学特征及水-岩作用程度。研究表明,水体中各离子的主成分荷载值和站点得分能够辨识流域内主要水化学成分及水-岩(T_2g~2、T_2g~3)作用特征,丰水期主成分反映碳酸盐岩可溶性和水动力条件组合的影响,枯水期主成分反映蒸发岩和水动力条件组合的影响。水流作用强的石灰岩地区,管道发育,水流变化迅速,水体中离子浓度低。随着白云岩含量增加或水流作用减弱,水体中离子含量增大。枯水期从上游至中下游水流作用减弱,蒸发作用增强。     

基于水化学与硫同位素的卡林型金矿区岩溶水文地球化学特征及控制因素

采矿活动通过抽排改变地下水水位和流动条件,促进了地下水与含水层岩石之间的相互作用,同时矿山排水排入地表水系,从而影响整个岩溶水系统的水文地球化学过程.基于水文地球化学和δ³⁴ S同位素,揭示了典型卡林型金矿区及其周边矿山废水、岩溶地下水、地表水等水文地球化学过程、特征及其主要控制因子.结果表明,未受金矿开采活动影响的地下水和地表水的丰、枯水期水化学组分主要受灰岩和白云质灰岩风化作用控制,离子以Ca²⁺、Mg²⁺和HCO₃^-为主,水化学类型均为Ca-HCO₃型.而矿山废水及其下游受纳水体受碳酸盐和硅酸盐矿物溶蚀与离子交换作用影响,离子以Ca²⁺、Mg²⁺、Na⁺和SO₄^2-为主,水化学类型由Ca-HCO₃型逐步演化为Ca-SO₄型.受矿山开采影响的各类水体中SO₄^2-是特征组分,SO₄^2-浓度在井下呈现从上至下逐渐降低的显著规律.未受矿山废水影响的地下水和地表水δ³⁴ S值偏正,SO₄^2-主要来源于雄黄矿的氧化,而矿山废水及其下游受纳水体δ³⁴ S值偏负,SO₄^2-主要受雄黄矿氧化和大气降水两个端元混合作用的影响,黄铁矿也有一定贡献.同时,各类水体的NO₃^-源于农业化肥施用和农村生活污水直排的输入.