基于无人机遥感与机器学习的岸滩大型塑料垃圾监测方法

鉴于现场人工调查手段对海滩垃圾的监测具有成本高、耗时长等特点,近年来无人机遥感技术在海洋垃圾监测中的应用受到广泛关注。为评估无人机遥感及机器学习技术在海洋垃圾信息收集与分析中的有效性,首先,本研究将无人机遥感图像的目视解译结果与实地调查进行对比,结果表明,目视解译对垃圾的总体识别率达68.1%～75.1%,对各类塑料垃圾的识别率达38.9%～94.3%,说明无人机图像解译垃圾具有较强的可行性;其次,在目视解译无人机图像的基础上,引入机器学习技术自动解译图像,该技术对各类塑料垃圾的识别准确率达77.9%～81.5%,回收率达45.6%～60.6%;最后,本研究将无人机遥感与机器学习技术运用于崇明岛岸滩的实地调查中,成功地实现了样区塑料瓶、塑料渔网、塑料浮球、塑料泡沫和浮木等多类垃圾通量和组成的快速统计与空间分布分析,并揭示了台风前、后岸滩垃圾的变化特征。本研究发展并验证了基于无人机遥感与机器学习图像解译的岸滩塑料垃圾监测技术,实现了垃圾数据的半自动化采集、识别与统计的完整监测过程,提升了监测效率。本研究发展的机器学习模型可解决海量、复杂无人机影像中垃圾的定位与识别需求,一定程度上实现了智...     

低含液输气管道内积液特性研究现状及展望

管道的湿气输送过程是典型的低持液率气液两相流工况。从湿气输送过程积液形成的机理出发,分析了流体性质、输送条件、管道结构3类参数对积液形成的影响规律,结果表明管道倾角、管径、气液比是积液形成的主要影响因素。回顾了理论模型的发展历程并对比分析了不同模型的精确性,阐述了各稳态和瞬态模拟软件的适用范围和优缺点,介绍了超声波等无损检测技术在流型识别和积液高度检测领域的应用现状,进而分析了3种方法各自存在的不足,展望了未来的研究方向可以从多起伏大倾角粗管径室内实验工况、高精度可视化多相流模拟器以及高精度易操作非介入式检测技术开展,为集输管线的积液消除和管线长周期安全运行发挥关键支撑作用。     

铜绿微囊藻对混凝除氟的促进作用及机理分析

以铜绿微囊藻、氯化铝（AlCl₃·6H₂O）为研究对象,通过三维荧光、场发射扫描电镜等表征,探究了藻类对氟化物混凝去除机制的影响.结果表明,在pH值为7.0,8.0,9.0,Al投加量在20.0~80.0mg/L的条件下,铜绿微囊藻对混凝除氟有明显的促进作用,其促进作用主要在于藻絮体对氟的表面吸附.铜绿微囊藻与氯化铝水解产物通过吸附架桥和网捕卷扫作用,聚集成较大较多的絮体.絮体粒径越大,除氟率越高.pH值为7.0,Al投加量为40.0mg/L时,絮体粒径达到最大值500μm,此时氟去除率最高,为77.37%;当Al投加量为80.0mg/L时,藻细胞破损严重,有机物过多释放,对混凝除氟起阻碍作用.絮体破碎吸附实验结果表明,对絮体进行一定强度破碎可以增加吸附位点,从而提高氟的去除率;但破碎强度过大,絮体粒径过小,对氟的吸附效率亦会降低.     

Investigation of suitable precursors for manganese oxide catalysts in ethyl acetate oxidation

The control of ethyl acetate emissions from fermentation and extraction processes in the pharmaceutical industry is of great importance to the environment. We have developed three Mn₂O₃ catalysts by using different Mn precursors (MnCl₂, Mn(CH₃COO)₂, MnSO₄), named as Mn₂O₃-Cl, -Ac, -SO₄. The tested catalytic activity results showed a sequence with Mn precursors as: Mn₂O₃-Cl > Mn₂O₃-Ac > Mn₂O₃-SO₄. The Mn₂O₃-Cl catalyst reached a complete ethyl acetate conversion at 212℃ (75℃ lower than that of Mn₂O₃-SO₄), and this high activity 100% could be maintained high at 212℃ for at least 100 hr. The characterization data about the physical properties of catalysts did not show an obvious correlation between the structure and morphology of Mn₂O₃ catalysts and catalytic performance, neither was the surface area the determining factor for catalytic activity in the ethyl acetate oxidation. Here we firstly found there is a close linear relationship between the catalytic activity and the amount of lattice oxygen species in the ethyl acetate oxidation, indicating that lattice oxygen species were essential for excellent catalytic activity. Through H₂ temperature-programmed reduction (H₂-TPR) results, we found that the lowest initial reduction temperature over the Mn₂O₃-Cl had stronger oxygen mobility, thus more oxygen species participated in the oxidation reaction, resulting in the highest catalytic performance. With convenient preparation, high efficiency, and stability, Mn₂O₃ prepared with MnCl₂ will be a promising catalyst for removing ethyl acetate in practical application.     

Migration and transformation of Sb are affected by Mn(III/IV) associated with lepidocrocite originating from Fe(II) oxidation

Antimony (Sb) is a recognized priority pollutant with toxicity that is influenced by its migration and transformation processes. Oxidation of Fe(II) to Fe(III) oxides, which is a common phenomenon in the environment, is often accompanied by the formation of Mn(III/IV) and might affect the fate of Sb. In this study, incorporated Mn(III) and sorbed/precipitated Mn(III/IV) associated with lepidocrocite were prepared by adding Mn(II) during and after Fe(II) oxidation, respectively, and the effects of these Mn species on Sb fate were investigated. Our results indicated that the association of these Mn species with lepidocrocite obviously enhanced Sb(III) oxidation to Sb(V), while concomitantly inhibiting Sb sorption due to the lower sorption capacity of lepidocrocite for Sb(V) than Sb(III). Additionally, Mn oxide equivalents increased in the presence of Sb, indicating that Sb oxidation by Mn(III/IV) associated with lepidocrocite was a continuous recycling process in which Mn(II) released from Mn(III/IV) reduction by Sb(III) could be oxidized to Mn(III/IV) again. This recycling process was favorable for effective Sb(III) oxidation. Moreover, Sb(V) generated from Sb(III) oxidation by Mn(III/IV) enhanced Mn(II) sorption at the beginning of the process, and thus favored Mn(III/IV) formation, which could further promote Sb(III) oxidation to Sb(V). Overall, this study elucidated the effects of Mn(III/IV) associated with lepidocrocite arisen from Fe(II) oxidation on Sb migration and transformation and revealed the underlying reaction mechanisms, contributing to a better understanding of the geochemical dynamics of Sb.     

微生物有机肥对樱桃园土壤细菌群落的影响

采用田间试验,探究微生物有机肥对樱桃园土壤细菌群落的影响.利用高通量测序和实时定量PCR技术,研究不施肥（CK）、常规施肥（CN）和施微生物有机肥（CB）处理土壤细菌数量、多样性和群落结构的变化.结果表明,施微生物有机肥显著提高了土壤有机质、全氮、碱解氮和速效磷含量.结合16S rRNA基因拷贝数和α^-多样性指数结果,发现施微生物有机肥能提高细菌数量,且提高细菌多样性和丰富度.不同施肥处理显著改变了细菌群落结构.门水平上,变形菌门、酸杆菌门、厚壁菌门、芽单胞菌门、放线菌门为优势类群,共占细菌总量的74.3%~85.1%.目水平上,CB处理中Acidobacteria_Gp4和Gp6相对丰度显著低于CK处理,而Acidobacteria_Gp7较CK处理增加了75.4%.冗余分析结果表明,环境因子解释了细菌群落变化的92.3%,土壤有机质、全氮含量和pH值是造成樱桃园土壤细菌群落结构差异的主要原因.因此,施用微生物有机肥能显著提高土壤养分含量、土壤细菌数量及群落多样性,对于培肥地力极为重要.     

生活垃圾重金属对环卫工人身体健康影响研究

以珠江三角洲5市（广州、深圳、佛山、惠州和肇庆）生活垃圾为研究对象,分析了55个生活垃圾样品的干基组分及典型重金属（As、Cd、Hg、Cr和Pb）的含量,采用主成分因子分析探论重金属的主要影响因素及可能来源,并结合人体健康风险评价模型,用蒙特卡洛模拟定量评价生活垃圾收运、分类及处理各环节环卫工人的健康风险.结果表明,珠江三角洲5市生活垃圾中As、Cd、Hg、Cr和Pb的浓度分别为（4.49±1.18）,（1.95±1.96）,（0.41±0.60）,（147.28±160.48）和（121.59±199.42） mg/kg;生活垃圾中Hg和Pb可能主要来源于金属制品和镀金材料;Cd和Cr可能主要来源于金属制品、镀金材料、快餐垃圾和包装垃圾;As可能主要来源于生活垃圾中的沙土和草木组分.生活垃圾的收运、分类及处理环节,街道清扫保洁工人、分类收运工人和填埋处理工人的非致癌风险基本不用考虑,但致癌风险很高,致癌风险指数最高可达安全阈值的6倍,主要风险暴露途径为手-口摄入（非食物途径）;垃圾焚烧处理工人的非致癌风险和致癌风险均很高,非致癌风险和致癌风险指数最高值分别约为安全阈值的11倍和90倍,主要风险暴露途径为手-口摄入和呼吸吸入;相同暴露环境下,女环卫工人的非致癌风险和致癌风险概率均略高于男环卫工人.因此,生活垃圾收运、分类及处理环节需做好安全防范措施,对重金属人体暴露途径进行阻隔.     

南京市校园室内空气微生物特征

为调查南京市学校教室内空气微生物污染状况,本研究各选一所幼儿园、小学、初中和大学,每所学校分别随机选取10间教室,采用六级安德森采样器进行空气微生物采样.研究发现,在南京地区所调研的这4所不同类型的学校中,幼儿园室内空气微生物浓度最高,细菌和真菌浓度均值分别为605CFU/m³和648CFU/m³,均显著高于其余3所学校.室内细菌和真菌粒径分布趋同,峰值均出现在Ⅴ级（1.1~2.1μm）.仅在大学教室内,发现环境参数与空气微生物浓度存在显著相关性.幼儿园教室内学生每天吸入的细菌和真菌剂量分别为150.2CFU/kg和160.9CFU/kg,均显著高于其他学校学生.     

县域尺度耕地土壤重金属污染评价中的标准选择研究

为提升区域土壤重金属污染风险评价的科学性与准确性,本研究以太湖沿岸某产粮大县为研究对象,分别基于国家《土壤环境质量/农用地土壤污染风险管控标准（试行）》（GB15618-2018）与地区土壤环境负载容量对研究区耕地土壤中As、Hg、Cr、Cd、Pb五种重金属进行污染风险评价.结果显示,两种评价方式在区域整体评价结果上趋于一致,却在各类土壤重金属污染程度评价上存在一定差异.有别于"一刀切式"的浓度标准评价模式,土壤环境负载容量法通过"双界面"标准进行污染总量控制,可以在一定时空范围内较为准确的反映外源污染累积变化情况.为提升区域耕地土壤重金属污染评价的准确性,建议相关评价在普适性国标的基础上引入土壤环境负载容量评价作为有益补充,继而为县、镇尺度土壤污染责任主体认定与风险控制区划提供参考借鉴.