基于机器学习的珠三角秋季臭氧浓度预测

基于2015～2022年珠三角地区的臭氧(O₃)日最大8 h浓度平均值[MDA8-O₃,ρ(O₃-8h)]的观测数据和气象再分析数据,运用支持向量回归(SVR)、随机森林(RF)、多层感知机(MLP)和轻量级梯度提升机(LG)这4种机器学习方法,建立MDA8-O₃预测模型.结果表明,对于全年MDA8-O₃预测而言,SVR模型的效果最好,决定系数(R²)达0.86,均方根误差(RMSE)和平均绝对误差(MAE)分别为16.3μg·m^-3和12.3μg·m^-3;对于秋季MDA8-O₃预测而言,SVR模型的效果依然略优于LG和MLP,其R²、 RMSE和MAE分别为0.88、 19.8μg·m^-3和16.1μg·m^-3,RF模型在秋季的预测效果最差.采用全年数据构建的模型对秋季MDA8-O₃的预测效果比仅采用秋...     

基于XGBoost算法的近地面臭氧浓度遥感估算

本文采用XGBoost机器学习算法,融合臭氧浓度地面监测数据、欧洲中期天气预报中心的ERA5数据集、中国多尺度排放清单模型构建的排放清单数据集、高分辨率遥感影像（TROPOMI＿NO₂、OMI＿NO₂）以及人口数据和DEM数据,构建训练估算数据集,开展近地面臭氧浓度估算研究.模型构建采用递归式特征消除法进行特征变量的选择,并对其进行十折交叉和自建模验证,R²分别为0.871和0.955,RMSE分别为12.8μg·m^-3和7.514μg·m^-3.同时进行了高分辨率遥感影像对估算结果的贡献分析,结果表明引入TROPOMI＿NO₂因子参与建模可校正近地面臭氧浓度普遍被低估现象.模型模拟结果显示臭氧浓度回归估算结果层次更加分明、条带现象消失、连续性和平滑性明显改善.     

2016～2020年成都市控制PM2.5和O3-8h污染的健康效益评价

细颗物(PM_2.5)和臭氧是我国主要的大气污染物,严重危害人群健康.为评估成都市大气污染防治行动实施期间PM_2.5和臭氧对人群健康的影响,首先,利用流行病学中的广义相加模型和非线性分布滞后模型估算了2014～2016年成都市PM_2.5和臭氧最大8 h滑动平均(O_3-8h)浓度变化对居民疾病死亡影响的暴露-反应关系系数(β),在此基础上,采用环境风险和环境价值评估法估算2016～2020年成都市PM_2.5和O_3-8h浓度暴露水平变化的健康收益.结果表明：(1)2016～2020年成都市的ρ(PM_2.5)年均值呈逐年下降趋势,从63μg·m^-3降至40.92μg·m^-3,年均下降率约为10.14%;与之相反,ρ(O_3-8h)年均值从155μg·m^-3升至169μg·m^-3,年均增长率约为2.23%.(2)成都市PM_2.5...     

基于GTWR-XGBoost模型的四川省PM2.5小时浓度估算

卫星气溶胶光学厚度(AOD)和气象数据已被广泛用于估算空气动力学直径≤2.5μm的地表颗粒物(PM_2.5)浓度.研究高时间分辨率、高精度的PM_2.5浓度估算方法,对及时准确的空气质量预报和大气污染的预防及缓解具有重要意义.使用Himawari-8 AOD小时产品和ERA5气象再分析资料作为估算变量,提出GTWR-XGBoost组合模型,对四川省PM_2.5小时浓度进行估算.结果表明：(1)提出的组合模型运用于全数据集的性能优于KNN、 RF、 AdaBoost、 GTWR、 GTWR-KNN、 GTWR-RF和GTWR-AdaBoost模型,拟合精度指标R²、 MAE和RMSE分别为0.96、 3.43μg·m^-3和5.52μg·m^-3,验证精度指标R²、 MAE和RMSE分别为0.9、 4.98μg·m^-3和7.92μg·m^-3.(2)该模型作用于PM_2.5浓度小时估算...     

山东半岛近地面O3浓度时空变化及潜在源区解析

为探究山东半岛在长时间序列上的臭氧（O₃）时空分布特征及潜在来源,在分析山东半岛2005～2020年O₃浓度时空变化的基础上,运用小波分析、熵权法和相关性分析对O₃及其影响因素进行了探讨,并对山东半岛O₃的潜在来源进行研究.结果表明：（1）时间格局上,山东半岛地区近地面臭氧2005～2020年间呈现出“三峰型”趋势,2010年达到最大值[（40.48±7.64）μg·m^-3], 2013年为最小值[（36.63±5.61）μg·m^-3].季节表现为：夏季[（42.49±1.7）μg·m^-3]>春季[（40.65±0.6）μg·m^-3]>秋季[（36.47±0.7）μg·m^-3>冬季[（36.46±0.3）μg·m^-3].（2）空间格局上,2005～2020年山东半岛O₃浓度随着纬度的升高而逐渐升高,呈现出东西部高,中部低的特征,O...     

粤港澳大湾区大气PM2.5浓度的遥感估算模型

PM_2.5对大气环境和人类健康危害极大,及时准确地掌握高时空分辨率的PM_2.5浓度对空气污染防治起着重要作用.基于粤港澳大湾区2015～2020年多角度大气校正算法(MAIAC)1 km AOD产品、 ERA5气象资料和站点污染物浓度(CO、 O₃、 NO₂、 SO₂、PM₁₀和PM_2.5),分别建立了估算PM_2.5浓度的时空地理加权模型(GTWR)、 BP神经网络模型(BPNN)、支持向量机回归模型(SVR)和随机森林模型(RF).结果表明,RF模型的估算能力优于BPNN、 SVR和GTWR模型,BPNN、 SVR、 GTWR和RF模型的相关系数依次为0.922、 0.920、 0.934和0.981,均方根误差(RMSE)分别为7.192、 7.101、 6.385和3.670μg·m^-3,平均绝对误差(MAE)分别为5.482、 5.450、 4.849和2.323μg·m^-...     

2015～2020年中国城市PM2.5-O3复合污染时空演变特征

基于2015～2020年中国333个城市PM_2.5和O₃浓度监测数据,利用空间聚类、趋势分析和地理重力模型等方法,定量分析我国主要城市的PM_2.5-O₃复合污染特征和时空演变格局.结果表明：(1) PM_2.5和O₃浓度存在协同变化规律,当ρ(PM_2.5＿mean)≤85μg·m^-3时,ρ(PM_2.5＿mean)和ρ(O₃＿perc90)存在同步增长的现象;当ρ(PM_2.5＿mean)处于国家Ⅱ级限值(35±10)μg·m^-3时,ρ(O₃＿perc90)平均值的峰值增速最快;当ρ(PM_2.5＿mean)>85μg·m^-3时,ρ(O₃＿perc90)平均值出现显著下降趋势.(2)我国城市PM_2.5和O₃     

淄博市夏季城区与背景点VOCs污染特征比较

为研究城区及背景点夏季挥发性有机物（VOCs）污染特征的差异,于2020年7月在淄博市城区站点和背景站点在线监测环境VOCs,分析其污染特征和化学反应活性,运用正交矩阵因子分析模型（PMF）解析VOCs的来源.结果表明,城区点ρ（TVOC）和ρ（NO_x）高于背景点,但ρ（O₃）较低;城区点ρ（TVOC）和ρ（NO_x）呈夜间高白天低的日变化特征,背景点无明显变化特征,二者ρ（O₃）日变化特征一致,呈夜间低白天高,但背景点峰值晚于城区.城区点和背景点ρ（TVOC）均值分别为（44.9±27.5）μg·m^-3和（17.3±9.1）μg·m^-3,各组分质量分数均为：烷烃>芳香烃>烯烃>炔烃;臭氧生成潜势（OFP）均值分别为（115.5±63.1）μg·m^-3和（38.0±20.2）μg·m^-3,各组分贡献率均为：烯烃>芳香烃>烷烃>炔烃;·OH消耗速率(L_·OH)...     

大气环流型对珠三角2015～2020年臭氧变化的影响

基于2015～2020年的珠三角臭氧(O₃)日最大8 h浓度平均值[MDA8 O₃,ρ(O₃-8h)]的观测数据和气象再分析数据,运用Lamb-Jenkinson天气分型法(LWTs)分析不同大气环流型的特征并定量其对MDA8 O₃年际变化的贡献.结果表明,珠三角发生的18种天气型中ASW型更容易出现O₃污染现象,而NE型会导致更严重的O₃污染.根据850 hPa风场的风向变化及中心系统的不同位置将18种天气类型合并为5个天气类别来探讨不同天气型的O₃生成机制,发现ρ(O₃-8h)高的天气类别为N-E-S方向类别[(161±68)μg·m^-3]和A类别[(122±39)μg·m^-3],二者ρ(O₃-8h)与日最高气温和太阳净辐射量都呈显著正相关.N-E-S方向类别为秋季主导大气环流型,而A类别多发生在春季,其中春季珠三角发生的90%O_3<...     

气候变化对中国夏季臭氧影响

气象条件对近地层臭氧(O₃)的生成有重要影响.为了探讨未来气候变化如何影响中国不同地区的O₃浓度,本研究将全球耦合模式比较计划CMIP5提供的CESM地球系统模式的气候预测数据作为WRF区域气象模式的初始边界条件,降尺度模拟了3种代表情景(RCP4.5、 RCP6.0和RCP8.5)下的未来2046～2055年夏季气候变化情况,并驱动CMAQ区域空气质量模式模拟气候变化对O₃的影响.结果表明,气候变化使中国夏季边界层高度、温度均值和高温天数增加,相对湿度有所降低,近地面风速无明显变化.在气象要素的共同影响下,O₃浓度在京津冀、四川和华南等地区呈现增加趋势,O₃每日最大8 h滑动平均(MDA8)极值在不同情景下增幅为：RCP8.5(0.7μg·m^-3)>RCP6.0(0.3μg·m^-3)>RCP4.5(0.2μg·m^-3).夏季MDA8超标日变化与高温天数变化有较为相似的分布,MDA8超标的发生与高温天...     

Distribution and ecological effect of mercury in Laogang landfill, Shanghai, China

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.     

EDTA-enhanced phytoremediation of lead contaminated soil by Bidens maximowicziana

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.     

Decomposition of alachlor by ozonation and its mechanism

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.     

Enzymatic oxidation of aqueous pentachlorophenol

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.     

基于综合水质标识指数和对应分析法的校园河道水质评价

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.     

Effects of chitosan on growth of an aquatic plant (Hydrilla verticillata) in polluted waters with different chemical oxygen demands

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.     

Removal of cadmium using MnO2 loaded D301 resin

MnO2 loaded weak basic anion exchange resin D301 （Anion exchange resin, macroreticular weak basic styrene） as adsorbent has been prepared and applied to the removal of cadmium. The adsorption characteristics have been investigated with respect to effect of pH, equilibrium isotherms, removal kinetic data, and interference of the coexisting ions. The results indicated that the Cd^2＋ could be efficiently removed using MnO2 loaded D301 resin in the pH range of 3-8 from aqueous solutions with the co-existence of high concentration of alkali and alkaline-earth metals ions. The saturate adsorption capacity of the Cd^2＋ was 77.88 mg/g. The adsorption process followed the pseudo first-order kinetics. The equilibrium data obtained in this study accorded excellently with the Langmuir adsorption isotherm.     

Effect of coagulation pretreatment on the fouling of ultrafiltration membrane

The purpose of this study is to understand the effect and mechanism of preventing membrane fouling, by coagulation pretreatment, in terms of fractional component and molecular weight of natural organic matter （NOM）. A relatively higher molecular weight （MW） of hydrophobic compounds was responsible for a rapid decline in the ultrafiltration flux. Coagulation could effectively remove the hydrophobic organics, resulting in the increase of flux. It was found that a lower MW of neutral hydrophilic compounds, which could remove inadequately by coagulation, was responsible for the slow declining flux. The fluxes in the filtration of coagulated water and supernatant water were compared and the results showed that a lower MW of neutral hydrophilic compounds remained in the supernatant water after coagulation could be rejected by a membrane, resulting in fouling. It was also found that the coagulated flocs could absorb neutral hydrophilic compounds effectively. Therefore, with the coagulated flocs formed on the membrane surface, the flux decline could be improved.     

Penetration analysis of elements and bioleaching treatment of spent refractory for recycling

Acidithiobacillus ferrooxidans ATCC23270 and Acidithiobacillus thiooxidans TM-32 were used for bioleaching of spent refractories of aluminium and copper melting furnaces for their recycling.Firstly,penetration of elements into aluminium melting furnace refractory was investigated and it was found that up to 7 cm from surface was contaminated.Comparison on leaching efficiency by the strains ATCC23270 and TM-32 found that the strain ATCC23270 could treat larger amount of the refractories than the strain TM-32 could do.In the experiment of bioleaching of spent refractory aluminium melting furnace by the strain ATCC23270,high leaching efficiency were obtained on Al,Si,and Ca,and extremely low leaching performance was,however,shown on the rest of elements i.e.,Na,Mn,and Zn.Under the strain TM-32 use,relatively high leaching performance was recognized on Al,Si,Ca,Na,Mn,and Zn.In the experiment of bioleaching for spent refractory copper melting furnace,almost the same leaching trends were shown on Cu,Zn,Al,and Si under the strains ACTT23270 and TM-32 uses.     

Simultaneous removal of ammonium and phosphate by zeolite synthesized from coal fly ash as influenced by acid treatment

Zeolite synthesized from fly ash （ZFA） without modification is not efficient for the purification of NH4＋ and phosphate at low concentrations that occur in real effluents, despite the high potential removal capacity. To develop an effective technique to enhance the removal efficiency of ammonium and phosphate at low concentrations, ZFA was modified with acid treatment and the simultaneous removal of ammonium and phosphate in a wide range of concentration was investigated. It was seen that when compared with untreated ZFA, only the treatment by 0.01 mol/L of H2SO4 significantly improved the removal efficiency of ammonium at low initial concentrations. The behavior was well explained by the pH effect. Treatment by more concentrated H2SO4 led to the deterioration of the ZFA structure and a decrease in the cation exchange capacity. Treatment by 0.01 mol/L H2SO4 improved the removal efficiency of phosphate by ZFA at all initial P concentrations, while the treatment by concentrated H2SO4 （≥0.9 mol/L） resulted in a limited maximum phosphate immobilization capacity （PIC）. It was concluded that through a previous mild acid treatment （e.g. 0.01 mol/L of H2SO4）, ZFA can be used in the simultaneous removal of NH4＋ and P at low concentrations simulating real effluent.