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141.
Xiang Li Ling Peng Yuan Hu Jing Shao Tianhe Chi 《Environmental science and pollution research international》2016,23(22):22408-22417
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. 相似文献
142.
Su-fen Yuan Ze-hua Liu Hai-Xian Lian Chuangtao Yang Qing Lin Hua Yin Zhi Dang 《Environmental science and pollution research international》2016,23(19):19116-19125
A simple online headspace solid-phase microextraction (HS-SPME) coupled with the gas chromatography-mass spectrometry (GC-MS) method was developed for simultaneous determination of trace amounts of nine estrogenic odorant alkylphenols and chlorophenols and their derivatives in water samples. The extraction conditions of HS-SPME were optimized including fiber selection, extraction temperature, extraction time, and salt concentration. Results showed that divinylbenzene/Carboxen/polydimethylsiloxane (DVB/CAR/PDMS) fiber was the most appropriate one among the three selected commercial fibers, and the optimal extraction temperature, time, and salt concentration were 70 °C, 30 min, and 0.25 g/mL, respectively. The developed method was validated and showed good linearity (R 2?>?0.989), low limit of detection (LOD, 0.002–0.5 μg/L), and excellent recoveries (76–126 %) with low relative standard deviation (RSD, 0.7–12.9 %). The developed method was finally applied to two surface water samples and some of these target compounds were detected. All these detected compounds were below their odor thresholds, except for 2,4,6-TCAS and 2,4,6-TBAS wherein their concentrations were near their odor thresholds. However, in the two surface water samples, these detected compounds contributed to a certain amount of estrogenicity, which seemed to suggest that more attention should be paid to the issue of estrogenicity rather than to the odor problem. 相似文献
143.
袁小英 《中国环境管理干部学院学报》2016,(4):11-13,18
我国污染场地再利用的开发活动日渐增多,伴随场地的再利用对环境和人体健康造成不良影响的环境事件也愈加频繁。在土壤污染防治立法、相关的土壤环境质量标准与监管制度都欠缺的情况下,针对污染场地再利用环境风险管理的项目规划的失当、环境风险评估指标的缺失及监督管理制度不健全的障碍,应加强区域环评与单项建设项目环评的协调,落实场地监管主体、层级及各自的监管职责,形成环境损害赔偿机制,从而健全场地环境风险管理制度。 相似文献
144.
ZhiYing Yan XiuLi Wei YueXiang Yuan ZhiDong Li Dong Li XiuFeng Liu 《Journal of the Air & Waste Management Association (1995)》2016,66(4):420-428
Odor pollution is a big environmental problem caused by large-scale livestock production in China, and developing a practical way to reduce these odors is pressing. In this study, a combination of 0.2–1.0 U/mL lignin peroxidase (LiP) and one of three peroxides (H2O2, CaO2, 2Na3CO3·3H2O2) was examined for its efficiency in reducing the release of eight chemicals (propionic acid, isobutyric acid, isocaproic acid, isovaleric acid, phenol, p-cresol, indole, and skatole), NH3, H2S, and odor intensity from pig manure. The results showed an approximately 90% reduction in p-cresol, 40–60% reduction in odor intensity, 16.5–40% reduction in indolic compounds, and 25–40% reduction in volatile fatty acids. Being the electron acceptors of LiP, 2Na3CO3·3H2O2 and CaO2 performed better than H2O2 in reducing the concentration of eight chemicals, NH3, H2S, and odor intensity from pig manure. The effect of deodorization can last for up to 72 hr.
Implications: In China, one of the major environmental problems caused by confined feeding is odor pollution, which brings a major threat to the sustainability, profitability, and growth of the livestock industry. To couple the LiP with the electron acceptors, a low–cost, simple, and feasible method for odor removal was established in this study. Based on the study results, a practical treatment method was provided for odor pollution and supply the farm operators a more flexible time to dispose treated manure. 相似文献
145.
膜过滤-气相色谱法测定涂料中的苯系物、环己酮和甲苯二异氰酸酯 总被引:1,自引:0,他引:1
采用膜过滤-气相色谱法测定涂料中的苯系物、环己酮和甲苯二异氰酸酯(TD I)。用7种规格的石英毛细管色谱柱对混合标准溶液和涂料试样进行了分析实验,实验结果表明,不同属性的涂料试样添加固定量的正十四烷作内标物,经膜过滤净化后,苯系物、环己酮和TD I可采用DB-1-3或DB-1-2色谱柱同时分离并测定。测试数据经多级校准曲线处理后涂料试样中苯系物、环己酮和TD I的加标回收率为98.6%~101.8%,各组分分析结果的变异系数均小于2.0%,检出限均小于1.50×10^-5g。 相似文献
146.
147.
密云水库微生物相变化对水质及嗅味的影响 总被引:3,自引:1,他引:2
研究北京市地表水源密云水库微生物相变化对水质及嗅味的影响.结果表明:密云水库细菌密度和种类相对稳定,对水质影响较小.2005—2006年,平均细菌密度约300 mL-1,多为革兰氏阴性菌,放线菌与霉菌较少.密云水库藻类生长与水质嗅味呈正相关性.年平均浮游微藻密度为655×104 L-1,全年有2个藻类生长高峰期,即9月和5月,藻密度分别为1 665×104和988×104 L-1.高峰期,水库中出现大量蓝绿藻(如颤藻、鱼腥藻、微囊藻等)以及颗粒直链藻,直接导致水体嗅味.2005—2006年,密云水库有机碳含量明显增加,总氮、总磷含量变化不大. 相似文献
148.
149.
UV-Fenton氧化高浓度木糖生产废水的研究 总被引:2,自引:0,他引:2
采用UV-Fenton技术光催化氧化高浓度木糖生产废水,确定最佳操作条件为:pH=2.5,H2O2=46.62g/L,H2O2/Fe2+摩尔配比为50∶1,光照反应60min。此条件下废水COD去除率最高可达91.2%。经正交试验确定影响处理效果各因素的重要性顺序为:pH>H2O2浓度>光照反应时间>H2O2/Fe2+摩尔配比。UV的加入与单独的Fenton体系存在正相关的协同作用。经UV-Fenton处理后的木糖废水,可生化性大大改善,B/C指标从0.21升高到0.49。 相似文献
150.