Deep learning architecture for air quality predictions

With the rapid development of urbanization and industrialization, many developing countries are suffering from heavy air pollution. Governments and citizens have expressed increasing concern regarding air pollution because it affects human health and sustainable development worldwide. Current air quality prediction methods mainly use shallow models; however, these methods produce unsatisfactory results, which inspired us to investigate methods of predicting air quality based on deep architecture models. In this paper, a novel spatiotemporal deep learning (STDL)-based air quality prediction method that inherently considers spatial and temporal correlations is proposed. A stacked autoencoder (SAE) model is used to extract inherent air quality features, and it is trained in a greedy layer-wise manner. Compared with traditional time series prediction models, our model can predict the air quality of all stations simultaneously and shows the temporal stability in all seasons. Moreover, a comparison with the spatiotemporal artificial neural network (STANN), auto regression moving average (ARMA), and support vector regression (SVR) models demonstrates that the proposed method of performing air quality predictions has a superior performance.     

生物焦炭滴滤塔降解苯乙烯废气的中试启动研究

苯乙烯废气既是一种挥发性有机化合物（VOCs），又属于我国恶臭气体控制的范围之内。其作为一种化工原料和有机溶剂广泛应用于工业生产中。生物法处理有机废气具有运行费用低和没有二次污染等优点。采用焦炭填料滴滤塔对苯乙烯废气的处理进行了中试启动研究。启动过程中，进气浓度范围是50—114mg／m^3，去除率为30％～45％左右，最高可达90％左右。所采用的焦炭填料可以认为是一种环境友好型填料，废弃后可作为燃料，值得推广。     

Sources and patterns of polycyclic aromatic hydrocarbons pollution in kitchen air,China

Twelve polycyclic aromatic hydrocarbons, multi-ringed compounds known to be carcinogenic in air of six domestic kitchens and four commercial kitchens of China were measured in 1999-2000. The mean concentration of total PAHs in commercial kitchens was 17 microg/m3, consisting mainly of 3- and 4-ring PAHs, and 7.6 microg/m3 in domestic kitchens, where 2- and 3-ring PAHs were predominant, especially naphthalene. The BaP levels in domestic kitchens were 0.0061-0.024 microg/m3 and 0.15- 0.44 microg/m3 in commercial kitchens. Conventional Chinese cooking methods were responsible for such heavy PAHs pollution. The comparative study for PAH levels in air during three different cooking practices: boiling, broiling and frying were conducted. It was found that boiling produced the least levels of PAHs. For fish, a low-fat food, frying it produced a larger amount of PAHs compared to broiling practice, except pyrene and anthracene. In commercial kitchens, PAHs came from two sources, cooking practice and oil-fumes, however the cooking practice had a more predominant contribution to PAHs in commercial kitchen air. In domestic kitchens, except for cooking practice and oil-fumes, there were other PAHs sources, such as smoking and other human activities in the domestic houses, where 3-4 ring PAHs mainly came from cooking practice. Naphthalene (NA, 2-ring PAHs) was the most predominant kind, mostly resulting from the evaporation of mothball containing a large quantity of NA, used to prevent clothes against moth. A fingerprint of oil-fumes was the abundance of 3-ring PAHs. Heating at the same temperature, the PAHs concentrations in different oil-fumes were lard > soybean oil > rape-seed oil. An increase in cooking temperature increased the levels of PAHs, especially acenaphthene.     

Biological removal of methanol from process condensate for the purpose of reclamation

The biological removal of methanol from condensate of ammonia manufacturing processes for the purpose of reclamation using contact type reactor was studied. Methanol of 60 mg/L was removed completely under an HRT of 1.12 h. Optimal inorganic nutrient dose was determined on evaluating methanol removal performance and dehydrogenase activities (DHA) under different nutrition doses. The optimal inorganic nutrient dose only gave an increase of conductivity of ca. 10μs/cm^2 in the effluent on treating synthetic condensate containing methanol of 30mg/L. The results demonstrated that biological removal of methanol was effective for the purpose of recovering the methanol-bearing condensate.     

燃煤锅炉氨法烟气脱硫

通过氨法脱硫工艺在75t燃煤锅炉烟气脱硫工程中的运用,阐述了氨法脱硫的原理及工业条件,并对运行指标及处理效果进行分析。     

基于响应曲面法的臭氧生成敏感性分析

准确判断臭氧(O₃)生成敏感性对O₃污染成因分析和防控对策的制定至关重要.首次利用响应曲面方法设计最优试验方案,基于盒子模式模拟结果,快速量化O₃对其前体物变化的响应.结果表明,CO对O₃有正贡献,NO_x和VOCs与O₃呈现显著非线性关系,当φ(VOCs)与[φ(NO_x)-13.75]比值大于4.17时,为NO_x控制区,小于4.17时,为VOCs控制区;烯烃为影响O₃生成的关键VOCs组分,当φ(烯烃)与[φ(NO_x)-15]比值小于1.10且φ(烯烃)<35×10^-9时,烯烃有利于O₃的生成.响应曲面法在多因素和其交互作用对O₃生成影响的研究中取得了良好效果,为高效判断O₃敏感性提供了新的思路和方法.     

中国农田土壤Cd累积分布特征及概率风险评价

通过检索2000~2022年国内外公开发表的文献资料,获得31个省240个市（县）区域160446个农田土壤样点的镉（Cd）含量数据,利用单因子污染指数、地累积指数和概率风险评价方法从整体上分析了我国农田土壤Cd污染时空分布特征及其健康风险,为农田土壤Cd污染治理和风险管控提供了科学依据.结果表明,我国农田土壤ω（Cd）范围在0.012~23.33 mg ·kg^-1,几何均值为0.473 mg ·kg^-1,是我国农用地土壤Cd风险筛选值（6.5华南>西北>东北>华东>华北;从时间尺度来看,我国农田土壤Cd含量在各时间段并无统计学意义的显著性差异（P>0.05）.我国农田土壤Cd对儿童、青年、成年人和老年人尚无非致癌风险,但其对成年人和老年人存在潜在致癌风险,约5.81%和4.49%的成年人和老年人的致癌风险超过美国环保署规定的限量值（1E-06）.为提高农田土壤Cd健康风险评价的准确性,概率生态风险评价中还需要进一步考虑土壤Cd的生物有效性和农产品的摄食暴露途径.     

重庆市煤矸山周边农产品镉健康风险评价及土壤环境基准值推导

以重庆市煤矸山周边农用地土壤和农产品（玉米和水稻）为研究对象,测定土壤和农产品（玉米和水稻）中Cd含量,评估摄入农产品（玉米和水稻）对人体的潜在健康风险,并基于物种敏感性分布法（SSD）推导土壤环境基准值.结果表明,重庆煤矸山周边旱地土壤Cd含量超风险筛选值的点位占55.8%,水田土壤Cd含量超风险筛选值的点位占31.6%,土壤Cd以较高生态危害和高生态危害为主,分别占47.4%和36.8%.玉米Cd含量超标点位占4.4%,水稻Cd含量均未超标.健康风险评价表明因食用玉米和水稻摄入Cd的非致癌健康风险可忽略,食用玉米摄入Cd存在可耐受致癌健康风险,食用水稻摄入Cd存在不可耐受致癌健康风险,且玉米和水稻Cd含量敏感度最高.SSD推导出煤矸山周边旱地土壤在pH≤5.5、5.57.5时Cd的环境基准值分别为0.491、0.382、0.376和0.588 mg ·kg^-1,水田土壤Cd的环境基准值为0.807 mg ·kg^-1.水田土壤和旱地土壤pH≤7.5时,现行土壤标准（GB 15618-2018）相对偏严;旱地土壤pH>7.5时,现行土壤标准（GB 15618-2018）相对偏宽松.应加强煤矸山周边土壤Cd污染防治和农产品安全利用研究,并对土壤Cd环境基准值进行适当调整.     

东、黄海沉积物中生物硅的分布及其环境意义

通过对1998年5月、2000年10月及2001年5月东、黄海海区3个航次采集的沉积物样品中生物硅(BSi)含量的分析,讨论了东海西北部、南黄海沉积物中BSi的分布、埋藏及其与水体初级生产力、硅藻丰度的关系.测定表明,调查海区表层沉积物中BSi的含量介于0.21%~0.70%,海区BSi的分布与水体初级生产力的变化一致.在长江口海区,BSi的积累与河口区水体中的叶绿素a、初级生产力有着密切的关系,近20年来长江口海区沉积物中BSi含量的变化记录了长江径流以及长江输送N、P、Si营养盐通量的年际变化.     

冲气噪声的消声装置

阐述了冲气噪声的产生机理和消声装置结构、消声原理及消声效果，该装置已被广泛采用。