基于变量重要性评分-随机森林的溶解氧预测模型——以深圳湾为例

运用Pearson相关性分析,变量重要性评分和随机森林方法构建了溶解氧（DO）实时预测模型,并以深圳湾为例采用浮标资料预测1,3,6和12h的溶解氧.模型预测结果表明,模型最优的输入条件为pH值,水温,叶绿素a,氧化还原电位和蓝绿藻5个水质指标,1h预报的相关系数在0.9以上,6h预报结果一定程度上可以满足工程要求,但对低溶解氧事件的预报必须在3h以内.     

黄土高原大气降水δ18O的空间分布

大气降水δ¹⁸O值的空间分布可以为理解现代大气中的水分输送提供空间信息,也可以为解释古气候代用指标的环境意义提供基础。本文整理了黄土高原44个站点的实测降水δ¹⁸O数据,基于纬度和海拔构建回归模型并得到了黄土高原降水δ¹⁸O的同位素景观图谱,结合实测资料和图谱结果分析了降水δ¹⁸O的年内变化和空间分布特征,并评价了两种全球降水同位素景观图谱产品的适用性,得出以下结论：（1）黄土高原降水δ¹⁸具有明显的年内变化特征,春夏季相对富集,秋冬季较为贫化。（2）黄土高原降水δ¹⁸O高值区多出现在南部的渭河谷地一带,低值区则主要出现在西部高原山地和北部边缘。（3）黄土高原北部与西部降水δ¹⁸温度效应更为明显,向南和向东延伸,温度效应逐渐弱化。（4）两种全球降水同位素景观图谱产品对δ¹⁸值的最佳模拟结果均出现在夏季,冬季模拟较差。     

Inhibitory effect of nitrobenzene on oxygen demand in lake sediments

Nitrobenzene is an important raw material and product,which presents a heavy threat to the ecosystem.The potential impacts of nitrobenzene on sediment oxygen demand (SOD) were studied in lake sediment ...     

污水生化处理耗氧量计算与应用

根据各类型好氧工艺运行的特点,结合多年设计经验,给出详细计算公式和参数选择范围,说明每个参数含义。     

石墨烯薄膜原子氧剥蚀行为及电阻特性

目的研究石墨烯薄膜在原子氧空间环境的适应性,为其在航天器上应用提供参考。方法采用刮涂法制备石墨烯薄膜,将石墨烯薄膜材料及石墨烯电阻传感器置于微波源原子氧设备内开展原子氧试验,原子氧剂量分别为3.0×10^20 atoms/cm2和7.5×10^20 atoms/cm^2,研究薄膜表面形貌、结构、成分及电阻性能的变化。结果采用刮涂法可制备氧含量较低的石墨烯薄膜,原子氧剂量为7.5×10^20 atoms/cm^2情况下,石墨烯薄膜的厚度损失为5.3μm,原子氧反应率为7.14×10^-25 atoms/cm^3。原子氧作用后,石墨烯薄膜中碳原子无序程度增大,C—O、—COOH官能团含量降低,C=O官能团含量增加。石墨烯电阻传感器的R0/R比值随原子氧剂量增加线性降低,0.8μm厚度薄膜可探测最大原子氧剂量为5×10^19 atoms/cm^2,增加薄膜厚度有望提高传感器的使用寿命。结论得到了石墨烯薄膜厚度损失、原子氧反应率、微观结构及电阻特性的变化规律,可为石墨烯薄膜的空间应用提供技术支撑。     

铁氮掺杂碳纳米管/纤维复合物制备及其催化氧还原的效果

阴极催化剂是影响微生物燃料电池(microbial fuel cell,MFC)性能的关键因素.通过研究制备成本低廉、氧还原反应(ORR)催化活性高的阴极催化剂来替代Pt/C对于实现MFC规模化应用具有重大意义.研究采用化学气相沉淀法,以三聚氰胺作为碳氮前驱物、以黑珍珠2000或乙炔炭黑作为碳源,外加醋酸亚铁作为铁前驱物,合成了两种铁氮掺杂碳纳米管/纤维复合物(FeNCB和FeNCC),作为MFC的阴极催化剂.通过循环伏安法和旋转圆盘-环电极分析FeNCB、FeNCC和Pt/C的ORR催化活性的差异,并用MFC验证其差异.结果表明,FeNCB性能与Pt/C相当,优于FeNCC,其催化路径是通过4电子途径催化氧还原反应;MFC-FeNCB性能略优于MFC-Pt/C,显著优于MFC-FeNCB有助于MFC的扩大化,其最大功率密度为1 212.8mW·m~(-2),开路电压为0.875 V,电池稳定电压为(0.500±0.025)V.用X射线衍射、X射线光电子光谱、拉曼光谱等进一步分析显示,复合物中碳纳米管管径的大小、铁氮掺杂的类型和含量以及氧含量是引起制备的复合物催化氧还原性能差异的原因所在.     

千岛湖水体氮的垂向分布特征及来源解析

选取千岛湖水深0.2,5,10,20,30和40m处水样进行分析,利用氮氧同位素和稳定同位素模型（SIAR）研究千岛湖水体氮（N）的垂向分布特征,分析水体N的来源并计算各N源的贡献率.结果表明,硝酸盐（NO₃^-）和溶解性有机氮（DON）是千岛湖水体总溶解氮（TDN）的主要形式,分别占溶解态N的57.9%和39.7%.千岛湖水体δ¹⁵N-NO₃^-和δ¹⁸O-NO₃^-的平均值分别为4.5‰和4.3‰.上层水体（0~10m）中,硝化作用和浮游植物的同化作用共同控制水体N的形态组成和氮氧同位素值（δ¹⁵N-NO₃^-和δ¹⁸O-NO₃^-）的变化.中层水体（10~30m）中,硝化作用是主要的生物地球化学过程,使得水体NO₃^-含量增加而δ¹⁸O-NO₃^-值减小.底层水体（30~40m）受到硝化作用、底泥N释放和反硝化作用的共同影响.化肥是千岛湖水体NO₃^-的最主要来源,在S1和S2处的贡献率分别为51.9%和30.6%.新安江上游的农业面源污染使得S1处化肥贡献率远高于S2.土壤N是仅次于化肥的第二大水体NO₃^-来源,在S1和S2处的贡献率分别为17.8%和27.8%.此外,底泥对底层水体NO₃^-的贡献不可忽视.     

温度和DO对MBBR系统硝化和反硝化的影响

在缺氧/好氧/好氧串联运行的移动床生物膜反应器（MBBR）系统中考察了温度和好氧反应器中溶解氧（DO）水平对生物膜硝化和反硝化过程氮素去除的影响,并通过高通量测序技术探究温度和DO的变化造成的MBBR系统中脱氮功能菌群结构的差异,从而在微观水平解释硝化和反硝化受温度和DO影响的生物学机理.结果表明,系统温度的升高可以同时强化生物膜硝化和反硝化过程,且好氧反应器中DO水平的提高对硝化过程有利,从而提高系统的脱氮效果.本研究中,在系统连续运行阶段,当系统温度和好氧O₁反应器的DO浓度为本研究范围内的最高水平时（即温度=20~22℃、DO=5~8mg O₂/L）,比硝化负荷可达1.60g NH₄⁺-N/（m²·d）以上,而相同温度范围内比反硝化负荷可高达2.84g NO₃^--N/（m²·d）,从而使MBBR系统在该工况条件下获得了最佳的NH₄⁺-N和TN去除率（分别达到了98.7%和85.7%）.温度和DO影响硝化和反硝化的根本原因是温度和DO变化引起了脱氮功能菌群数量和群落结构的改变：当好氧反应器的DO水平下降时,硝化功能细菌的OTUs比例显著降低,尤其是异养硝化细菌的生长受到了严重的抑制;而温度的变化对反硝化细菌的影响主要体现在群落结构的变化.     

Application of interface material and effects of oxygen gradient on the performance of single-chamber sediment microbial fuel cells (SSMFCs)

Single-chamber sediment microbial fuel cells(SSMFCs) have received considerable attention nowadays because of their unique dual-functionality of power generation and enhancement of wastewater treatment performance. Thus, scaling up or upgrading SSMFCs for enhanced and efficient performance is a highly crucial task. Therefore, in order to achieve this goal, an innovative physical technique of using interface layers with four different pore sizes embedded in the middle of SSMFCs was utilized in this study.Experimental results showed that the performance of SSMFCs employing an interface layer was improved regardless of the pore size of the interface material, compared to those without such layers. The use of an interface layer resulted in a positive and significant effect on the performance of SSMFCs because of the effective prevention of oxygen diffusion from the cathode to the anode. Nevertheless, when a smaller pore size interface was utilized, better power performance and COD degradation were observed. A maximum power density of 0.032 mW/m~2 and COD degradation of 47.3% were obtained in the case of an interface pore size of 0.28 μm. The findings in this study are of significance to promote the future practical application of SSMFCs in wastewater treatment plants.     

Highly catalytic activity of Mn/SBA-15 catalysts for toluene combustion improved by adjusting the morphology of supports

Rod-like, hexagonal and fiber-like SBA-15 mesoporous silicas were synthesized to support MnO_x for toluene oxidation. This study showed that the morphology of the supports greatly influenced the catalytic activity in toluene oxidation. MnO_x supported on rod-like SBA-15(R-SBA-15) displayed the best catalytic activity and the conversion at 230°C reached more than 90%, which was higher than the other two catalysts. MnO_x species consisted of coexisting MnO_2 and Mn_2O_3 on the three kinds of SBA-15 samples. Large amounts of Mn_2O_3 species were formed on the surface and high oxygen mobility was obtained on MnO_x supported on R-SBA-15, according to the H_2 temperature programmed reduction(H_2-TPR)and X-ray photoelectron spectroscopy(XPS) results. The Mn/R-SBA-15 catalyst with greater amounts of Mn_2O_3 species possessed a large amount of surface lattice oxygen, which accelerated the catalytic reaction rate. Therefore, the surface lattice oxygen and high oxygen mobility were critical factors on the catalytic activity of the Mn/R-SBA-15 catalyst.