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1.
结合水体光学分类反演太湖总悬浮物浓度   总被引:6,自引:0,他引:6  
本研究利用2008年11月、2009年4月、2010年5月及2010年8月的太湖水体原位观测数据,在对光学复杂水体进行光学分类的基础上,分别建立了针对各个类别水体的总悬浮物浓度高光谱反演模型.通过对每类水体中各个模型的性能比较,分别得到各类水体的最优模型:第一类水体,比值模型为最优模型;第二类水体,半分析模型2为最优模型;第三类水体,一阶微分模型为最优模型.同时,比较分类前后模型的精度和稳定性,结果表明分类后,两者均表现出不同程度的提高,并且分析了光学分类导致半分析模型精度下降的原因.最后针对本研究的结果在遥感数据上的适用性进行了探讨,表明在高光谱遥感数据上有很大的应用潜力.本研究结论对光学复杂湖泊水体的水色遥感具有积极重要的意义.  相似文献   

2.
施坤  李云梅  刘忠华  徐祎凡  徐昕  吴传庆  朱利 《环境科学》2010,31(12):2873-2881
利用分层聚类法,对实测的遥感反射率进行分类,结合固有光学特征和实测的水色要素,确定每种类别遥感反射率光谱变化的主导影响因子.根据太湖、滇池、三峡库区及巢湖的地面遥感实验,将其遥感反射率分为3类,类型一的光学特性由总悬浮物和浮游藻类共同主导,类型二的光学特性由浮游藻类主导,类型三的光学特性由悬浮物主导.根据每类水体光学特征的差异,分别建立叶绿素浓度的三波段反演模型,反演的平均相对误差为23.8%,均方根误差为8.5 mg/m3,其反演精度要高于未经分类而直接建立的三波段模型.  相似文献   

3.
李玲玲  李云梅  吕恒  徐杰  杨子谦  毕顺  许佳峰 《环境科学》2020,41(11):5060-5072
水体黑臭程度遥感监测是了解城市水质现状和综合评价城市水环境治理效果的重要手段.以南京、常州、无锡和扬州为研究区,共采集171个样点,同步测量水质参数和光学参数,分析黑臭水体与一般水体的水色和光学特征,构建决策树模型进行重度黑臭水体、轻度黑臭水体和非黑臭水体(记为一般水体)识别.结果表明:①根据色度可将水体分为1~6类水体,其中,类型1~4为黑臭水体,分别为灰黑色、深灰色、灰色和浅灰色水体,类型5和类型6水体为一般水体,分别为绿色系和黄色系水体;②类型1水体的非色素颗粒物和有色可溶性有机物含量高,但色素颗粒物的吸收并不占主导,类型2和5水体的吸收以色素颗粒物吸收占主导,类型3、4和6水体的吸收以非色素颗粒物吸收占主导;③根据六类水体的反射光谱差异用黑臭水体差值指数(difference of black-odorous water index,DBWI)、三波段面积水体指数(green-red-nir area water index,G-R-NIR AWI)、绿光波段反射率和归一化黑臭水体指数(normalized difference black-odorous water index,NDBWI)构建的水体分类识别决策树,能够有效识别出重、轻度黑臭水体和一般水体;④将决策树模型应用于2019年4月9日扬州的PlanetScope影像上,并利用10个同步过境点进行验证,整体识别精度达到80.00%,K值达到0.67.通过水色分类后的城市水体分级模型方法,可推广应用于类似的水体,为黑臭水体监管提供技术方法.  相似文献   

4.
冯驰  金琦  王艳楠  赵丽娜  吕恒  李云梅 《环境科学》2015,36(5):1557-1564
叶绿素a作为水质参数之一,常用来作为衡量水体富营养化程度的指示标准.利用从太湖及洞庭湖获取的326个实测数据,基于实测遥感反射率对水体光谱进行光学分类,结果表明所采集的样点可分为3种水体类型.结合GOCI的波段设置,建立了不同类型水体的叶绿素a浓度反演模型.水体类型一可以利用490 nm(3波段)和555 nm(4波段)来反演,水体类型二可利用660 nm(5波段)和443 nm(2波段),水体类型三利用745 nm(7波段)和680 nm(6波段).精度分析表明,分类后的平均相对误差明显下降,类型一为38.91%、类型二为24.19%、类型三为22.90%;类型一均方根误差为4.87μg·L-1、类型二为8.13μg·L-1、类型三为11.66μg·L-1;分类前后的总体平均相对误差由49.78%降低到29.59%,总体均方根误差由14.10μg·L-1降低到9.29μg·L-1,分类后反演精度得到了显著提高.利用2013年5月13日8景GOCI影像反演了太湖的叶绿素a浓度,结果表明,2013年5月13日太湖叶绿素a浓度日变化显著,高值区主要集中在竺山湾、梅梁湾、贡湖湾,低值区主要集中在湖心区以及南部区域,10:00以后太湖西南部沿岸的叶绿素a浓度显著降低.这种先分类后反演的方法对于二类水体的模型反演精度的提高具有重要作用.  相似文献   

5.
滇池水体总悬浮物散射系数参数化模型   总被引:3,自引:1,他引:2  
总悬浮物的散射系数是水体非常重要的固有光学量之一,散射系数的参数化研究,对于水体生物光学模型的构建具有非常重要的意义.2009年9月对滇池水体25个样点进行野外采样,对滇池水体水质参数、悬浮物的吸收、散射特征进行分析,并利用乘幂模型对散射系数进行参数化,分析了模型精度与色素颗粒物吸收之间的关系,进而改进乘幂模型.结果表明,在色素颗粒物吸收较强的波段,普通乘幂模型的平均相对误差为0.08,模型改进后相对误差缩小为0.02;在色素颗粒物吸收较弱的波段,会出现模型的过修正,这主要取决于色素颗粒物的吸收,因此,没有必要对乘幂模型进行修正.  相似文献   

6.
黑臭水体识别对全面开展黑臭水体整治及长效监管具有重要意义.为探究上海市黑臭水体的识别方法,以其2017年黑臭水体名录为研究对象,选取105条段河道样本,于2018年7—8月进行现场调查,开展水质监测、光谱测量、光谱分析、遥感识别及验证.结果表明:(1)依据上海市中小河道黑臭地方判定标准,样本中共有49个黑臭水体,56个一般水体.(2)将遥感反射率(Rrs)作为光谱分类的主要依据,光谱数据预处理后,共得到4个主要反射峰(F)和3个主要吸收谷(G),根据波峰波谷位置特征,可将样本分为三类一般水体(GW)、三类黑臭水体(BOW).(3)Rrs平均值光谱曲线显示,BOW1、BOW3两类水体在550~700 nm处的光谱曲线与其他四类水体存在明显差异,更易识别和区分,而BOW2与GW2两类水体的光谱曲线形态差异较小,增加了识别难度.(4)根据拟合多光谱曲线,提出角度α1法和比值法组合成的角度-比值联合法,经识别验证,黑臭水体的综合识别率为95.92%,对一般水体的误判率为39.29%.(5)将归一化比值模型(BOI法)、黑臭水体斜率指数(SBWI法)、...  相似文献   

7.
本文介绍了对湖泊类水体中天然有机物进行红外摄影遥感的方法,结果表明,彩色红外反转胶片的蓝光密度值与生化耗氧量(BOD)之间存在较高的相关性。据此得到的经验模型可用于大范围的湖泊类水体的水质评价。 文中分析了天然有机物与湖泊类水体光学特性及胶片彩色密度的关系。  相似文献   

8.
巢湖水体的表观光学特性测量与分析   总被引:5,自引:1,他引:4       下载免费PDF全文
实地测量了巢湖水体的表观光学特性和固有光学特性,利用可测量的4 个水面以上表观光学特性计算水面以下辐照度比R(0-)值.根据巢湖水体的固有光学特性分析R(0-)的光谱特征,发现波长624nm 附近藻胆素及706nm 附近叶绿素a 的吸收峰在R(0-)光谱上特征明显.利用生物光学模型拟合了R(0-)与水体的吸收散射系数之间的关系.结果表明,系数f 随不同光学类型水体和光照条件的变化而变化.  相似文献   

9.
藻蓝蛋白是蓝藻的标志性色素,利用遥感反演藻蓝蛋白浓度的时空分布对于蓝藻水华监测和预警具有重要意义.太湖水体光学特性时空差异较大,传统的藻蓝蛋白遥感反演方法在太湖各湖区各季节的适用性有限.因此,本文采用先分类再反演的策略,基于水面反射率光谱分类进行太湖藻蓝蛋白浓度反演建模.首先采用逐步迭代的K均值聚类方法实现光谱分类;然后分别利用每一类的训练样本光谱数据建立最适用于该类的藻蓝蛋白反演模型;最后利用每一类的检验样本光谱数据进行反演模型精度评价.为了对比,同时采用不分类的传统方法进行反演建模和精度评价.检验结果表明:基于不分类的传统建模方法得到的均方根误差RMSE=14.14μg·L-1,平均相对误差σ=59.1%,反演结果和实测数据可决系数为0.46;基于光谱分类的建模方法得到RMSE=8.47μg·L-1,σ=31.3%,反演结果和实测数据可决系数为0.87.因此,基于光谱分类的藻类蛋白反演方法有效地提高了反演精度,可以为其它水体的藻蓝蛋白浓度反演提供借鉴.  相似文献   

10.
巢湖水体固有光学特性研究   总被引:12,自引:1,他引:11  
水体的固有光学特性是描述水体辐射传输的基本光学特性,是建立水质参数遥感模型的基础.黄色物质、非色素悬浮物和浮游植物是影响内陆水体光学特性的3种主要物质,对巢湖水体中这3种物质在波长为400~800 nm的吸收系数进行了测量和分析.结果表明,各组分的吸收系数随其含量的增加而增加;黄色物质和非色素悬浮物的吸收系数随波长的增加呈负指数形式递减;浮游植物吸收光谱的形状与不同藻类的色素组成密切相关.绿色到近红外波段范围是遥感监测内陆水质参数的最佳波段.   相似文献   

11.
Phytoremediation is a potential cleanup technology for the removal of heavy metals from contaminated soils.Bidens maximowicziana is a new Pb hyperaccumulator,which not only has remarkable tolerance to Pb but also extraordinary accumulation capacity for Pb.The maximum Pb concentration was 1509.3 mg/kg in roots and 2164.7 mg/kg in overground tissues.The Pb distribution order in the B. maximowicziana was:leaf>stem>root.The effect of amendments on phytoremediation was also studied.The mobility of soil Pb and the Pb concentrations in plants were both increased by EDTA application.Compared with CK(control check),EDTA application promoted translocation of Pb to overground parts of the plant.The Pb concentrations in overground parts of plants was increased from 24.23-680.56 mg/kg to 29.07-1905.57 mg/kg.This research demonstrated that B.maximowicziana appeared to be suitable for phytoremediation of Pb contaminated soil,especially,combination with EDTA.  相似文献   

12.
Laogang landfill near Shanghai is the largest landfill in China, and receives about 10000 t of daily garbage per day, Samples of topsoil and plants were analyzed to evaluate mercury pollution from the landfill. For topsoil samples, there were significant correlations among total mercury (HgT), combinative mercury (Hgc) and gaseous mercury (HgG), and content of total organic carbon (TOC), but, no significantly relationship was found between Hg content and filling time. Hg content changes in vertical profiles with time showed that the average Hgv of profiles 1992, 1996, and 2000 was similar, but their average HgG was quite different. HgT was significantly correlated with Hgc in profile 1992 and 2000, and Hgv was significantly correlated with Hg6 in profile 1996. HgG/Hgv ratio in profile samples decreased in the order of (HgG,/HgT)1992〉(HgG/HgT)1996〉〉(HgG/HgT)2000. A simple outline of Hg release in landfill could be drawn: with increasing of filling time, degradation undergoes different biodegradation, accordingly, gaseous mercury goes through small, more, and small proportion to total mercury. Distribution of Hg in plants was inhomogeneous, following the order of leaf〉root〉stem. The highest value of leaf may be associated with higher atmospheric Hg from landfill. Ligneous plants (e.g. Phyllostachys glanca, Prunus salicina and Ligustrum lucidum) are capable of enriching more Hg than herbaceous plants.  相似文献   

13.
Toxic effects of two agrochemicals on nifH gene in agricultural black soil were investigated using denaturing gradient gel electrophoresis (DGGE) and sequencing approaches in a microcosm experiment. Changes of soil nifH gene diversity and composition were examined following the application of acetochlor, methamidophos and their combination. Acetochlor reduced the nifH gene diversity (both in gene richness and diversity index values) and caused changes in the nifH gene composition. The effects of acetochlor on nifH gene were strengthened as the concentration of acetochlor increased. Cluster analysis of DGGE banding patterns showed that nifH gene composition which had been affected by low concentration of acetochlor (50 mg/kg) recovered firstly. Methamidophos reduced nifH gene richness that except at 4 weeks. The medium concentration of methamidophos (150 mg/kg) caused the most apparent changes in nifH gene diversity at the first week while the high concentration of methamidophos (250 mg/kg) produced prominent effects on nifH gene diversity in the following weeks. Cluster analysis showed that minimal changes of nifH gene composition were found at 1 week and maximal changes at 4 weeks. Toxic effects of acetochlor and methamidophos combination on nifH gene were also apparent. Different nifH genes (bands) responded differently to the impact of agrochemicals: four individual bands were eliminated by the application of the agrochemicals, five bands became predominant by the stimulation of the agrochemicals, and four bands showed strong resistance to the influence of the agrochemicals. Fifteen prominent bands were partially sequenced, yielding 15 different nifH sequences, which were used for phylogenetic reconstructions. All sequences were affiliated with the alpha- and beta-proteobacteria, showing higher similarity to eight different diazotrophic genera.  相似文献   

14.
The influence of the nonionic surfactant Tween 80 on pentachlorophenol (PCP) oxidation catalyzed by horseradish peroxidase was studied. The surfactant was tested at concentrations below and above its critical micelle concentration (CMC). Enhancement of PCP removal was observed at sub-CMCs. The presence of Tween 80 in the reaction mixture reduced enzyme inactivation which occurred through a combination of free radical attack and sorption by precipitated products. A simple first-order model was able to simulate time profiles for enzyme inactivation in the presence or absence of Tween 80. At supra-CMCs, the surfactant caused noticeable reductions in PCP removal, presumably through micelle partitioning of PCP which precluded the hydrophobic PCP molecule from interacting with the enzyme.  相似文献   

15.
Decomposition of alachlor by ozonation and its mechanism   总被引:1,自引:0,他引:1  
Decomposition and corresponding mechanism of alachlor, an endocrine disruptor in water by ozonation were investigated. Results showed that alachlor could not be completely mineralized by ozone alone. Many intermediates and final products were formed during the process, including aromatic compounds, aliphatic carboxylic acids, and inorganic ions. In evoluting these products, some of them with weak polarity were qualitatively identified by GC-MS. The information of inorganic ions suggested that the dechlorination was the first and the fastest step in the ozonation of alachlor.  相似文献   

16.
The effects of arbuscular mycorrhizal (AM) fungus (Glomus mosseae) and phosphorus (P) addition (100 mg/kg soil) on arsenic (As) uptake by maize plants (Zea mays L.) from an As-contaminated soil were examined in a glasshouse experiment.Non-mycorrhizal and zero-P addition controls were included.Plant biomass and concentrations and uptake of As,P,and other nutrients,AM colonization,root lengths,and hyphal length densities were determined.The results indicated that addition of P significantly inhibited root colonization and development of extraradical mycelium.Root length and dry weight both increased markedly with mycorrhizal colonization under the zero-P treatments,but shoot and root biomass of AM plants was depressed by P application.AM fungal inoculation decreased shoot As concentrations when no P was added,and shoot and root As concentrations of AM plants increased 2.6 and 1.4 times with P addition,respectively.Shoot and root uptake of P,Mn,Cu,and Zn increased,but shoot Fe uptake decreased by 44.6%,with inoculation, when P was added.P addition reduced shoot P,Fe,Mn,Cu,and Zn uptake of AM plants,but increased root Fe and Mn uptake of the nonmycorrhizal ones.AM colonization therefore appeared to enhance plant tolerance to As in low P soil,and have some potential for the phytostabilization of As-contaminated soil,however,P application may introduce additional environmental risk by increasing soil As mobility.  相似文献   

17.
Several main metabolites of benzo[a]pyrene (BaP) formed by Penicillium chrysogenum, Benzo[a]pyrene-1,6-quinone (BP 1,6- quinone), trans-7,8-dihydroxy-7,8-dihydrobenzo[a]pyrene (BP 7,8-diol), 3-hydroxybenzo[a]pyrene (3-OHBP), were identified by high-performance liquid chromatography (HPLC). The three metabolites were liable to be accumulated and were hardly further metabolized because of their toxicity to microorganisms. However, their further degradation was essential for the complete degradation of BaP. To enhance their degradation, two methods, degradation by coupling Penicillium chrysogenum with KMnO4 and degradation only by Penicillium chrysogenum, were compared; Meanwhile, the parameters of degradation in the superior method were optimized. The results showed that (1) the method of coupling Penicillium chrysogenum with KMnO4 was better and was the first method to be used in the degradation of BaP and its metabolites; (2) the metabolite, BP 1,6-quinone was the most liable to be accumulated in pure cultures; (3) the effect of degradation was the best when the concentration of KMnO4 in the cultures was 0.01% (w/v), concentration of the three compounds was 5 mg/L and pH was 6.2. Based on the experimental results, a novel concept with regard to the bioremediation of BaP-contaminated environment was discussed, considering the influence on environmental toxicity of the accumulated metabolites.  相似文献   

18.
Sorption of chlorotoluron in ammonium sulfate, urea and atrazine multi-solutes system was investigated by batch experiments. The results showed application of nitrogen fertilizers to the soil could affect the behavior of chlorotoluron. At the same concentration of N, sorption of chlorotoluron decreased as the concentration of atrazine increased on the day 0 and 6 in soil, respectively. The sorption of chlorotoluron increased from 0 to 6 d when soils were preincubated with deionized water, ammonium sulfate and urea solution for 6 d. That indicated incubation time was one of the most important factors for the sorption of chlorotoluron in nitrogen fertilizers treatments. The individual sorption isotherms of chlorotoluron in rubbery polymer and silica were strictly linear in single solute system, but there were competition sorption between pesticides or between pesticides and nitrogen fertilizers. That indicated the sorption taken place by concurrent solid-phase dissolution mechanism and sorption on the interface of water-organic matter or water-mineral matter.  相似文献   

19.
以三峡大学的校园河道求索溪为研究对象,利用综合水质标识指数法确定求索溪水质类别,分析其水质时空变化规律,并利用对应分析法得出求索溪中不同监测点的主要污染因子.研究结果表明:求索溪整体的综合水质标识指数为7.423,整体水质为劣V类(地表水环境质量标准GB 3838-2002)且黑臭.从时间变化来看,求索溪4月份的水质最差,5月份次之,4、5月份所有监测点的水质都劣于V类且黑臭;8月份水质最好,水质为Ⅳ类;从空间分布来看,8个监测点综合水质标识指数均超过6.0,水质为劣V类,其中6号监测点的水质相对最好,监测点3号的水质相对最差;对应分析法得出求索溪的整体水体污染程度受总氮因子的影响最大,其次为总磷.该研究拟为求索溪及类似校园河道的水环境治理研究提供基础依据和参考.  相似文献   

20.
Effects of chitosan on a submersed plant, Hydrilla verticillata, were investigated. Results indicated that H. venicillata could prevent ultrastructure phytotoxicities and oxidativereaction from polluted water with high chemical oxygen demand (COD). Superoxide dismutase (SOD) activity and malondialdehyde (MDA) contents in H. verticillata treated with 0.1% chitosan in wastewater increased with high COD (980 mg/L) and decreased with low COD (63 mg/L), respectively. Ultrastructural analysis showed that the stroma and grana of chloroplast basically remained normal. However, plant cells from the control experiment (untreated with chitosan) were vacuolated and the cell interval increased. The relict of protoplast moved to the center, with cells tending to disjoint. Our findings indicate that wastewater with high COD concentration can cause a substantial damage to submersed plant, nevertheless, chitosan probably could alleviate the membrane lipid peroxidization and ultrastructure phytotoxicities, and protect plant cells from stress of high COD concentration polluted water.  相似文献   

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