人工智能技术对长江流域水污染治理的思考

随着经济的快速发展和城市化进程的不断加速,促使水污染严重的长江流域需从污染物去除过程的建模与优化、污水处理过程的优化控制、水污染监测系统的构建开展水污染治理研究.传统的水污染处理技术存在污染物去除效率预测精度较低、污水优化控制成本较高、水污染监测滞后效应严重的问题.人工智能技术能够有效克服上述问题,因此通过梳理国内外学者利用人工智能技术在污水污染物去除过程的建模与优化、污水处理过程的优化控制及水污染监测系统的构建等方面的研究成果,为全面加强长江流域水污染治理能力提供科学可靠的技术指导.结果表明:①利用人工神经网络技术（径向基神经网络、多层前馈网络-人工神经网络、多层感知器神经网络）对污水污染物去除过程进行建模与优化,为精确预测长江流域重金属（Cr、Cu）、营养盐（TN、TP）、持久性有机污染物〔PBDEs（多溴二苯醚）、HCH（六氯环己烷）〕的去除率提供重要参考价值.②采用污水处理的自动控制技术与人工智能技术（递归神经网络、支持向量机、模糊神经网络等）构建污水智能控制系统,为长江流域实现高效节能的污水优化控制提供重要的技术指导.③利用在线监测仪器和人工智能技术（小波神经网络、多元线性回归-人工神经网络、叠层去噪自动编码器等）建立水污染智能监测系统,为解决长江流域水污染监测响应滞后问题提供有力的技术支持.因此,人工智能技术对长江流域提高污水污染物去除率,降低污水优化控制成本,提升水污染监测时效性具有重要的推广价值.      

系统安全性评价的AHP方法及在热处理作业系统中的应用

介绍了系统安全评价的ＡＨＰ方法，叙述了该方法的基本步骤，并以某公司热处理分厂评忏为实例，证明了该方法的有效性和实用性。     

大气颗粒物手工比对监测体系滤膜称量质控技术探讨

健全大气颗粒物手工比对监测体系是"十三五"环境空气自动监测质量管理的一项重点任务,其中颗粒物滤膜的称量直接影响手工监测数据质量。研究调研了国内各级环保部门所属环境监测机构颗粒物滤膜称量工作情况,结合国内外方法标准、技术规范等,重点探讨了称量实验室环境、称量设备、称量影响因素等滤膜称量质控要点,并针对环境管理与监测需求对大气颗粒物手工比对监测滤膜称量质控提出建议。     

美国光化学污染监测的经验与启示

针对光化学污染的严峻形势,中国应尽快建立国家层面的光化学监测网络,完善光化学监测的技术体系与质量管理体系,为重点地区光化学污染防治工作提供监测数据支持。研究在总结美国光化学评估监测网络发展历程、运行及其监测目标、技术体系和质量管理体系的基础上,提出了明确光化学监测目标、制定优先监测VOCs名单、完善光化学监测技术体系和质量管理体系、建立光化学监测数据共享平台以及开展VOCs源解析等建设中国光化学监测网络的具体建议。     

不同流态下微波辐射对污水污泥性质的影响研究

通过对不同流态下微波辐射对污水污泥性质的影响进行研究,考察了不同流态下微波辐射作用处理后污泥沉降性能、脱水性能的变化,以及微波辐射作用下流态对污泥挥发性悬浮固体(VSS)溶解率、上清液中COD和污泥微观形态的影响.结果表明,流态对污泥的沉降性能和脱水性能有一定影响,微波辐射功率越高,流态对污泥沉降性能和脱水性能的影响越显著.微波辐射功率较低时,雷诺数Re越大,污泥的沉降比(SV)、比阻和泥饼含水率越小;微波辐射功率较高时,Re为2300的临界流态下污泥的沉降性能和脱水性能最好.随着Re的增大,VSS溶解率和上清液中COD升高,微波辐射功率分别为300、500、700和900W时,Re为3000的紊流流态下上清液中COD分别达到1.1、2.1、3.6和6.7g·L-1.SEM观察结果表明,微波辐射及流态产生的协同剪切应时适宜时,有利于污泥颗粒的絮凝反应,高强度的微波辐射和紊流产生的较大剪切应力导致污泥絮体被打碎.     

微波辐射对污水处理厂动态流活性污泥性能的影响研究

通过微波辐射对污水处理厂动态流活性污泥性能进行实验研究,考察了微波辐射3min内污泥沉降性能、脱水性能的变化,探讨了微波辐射对污泥挥发性悬浮固体(VSS)溶解率、上清液中COD和污泥微观形态的影响.结果表明,低强度的微波辐射对活性污泥相关性质的影响不显著,没有从根本上改善活性污泥的结构.适宜的微波辐射能显著改善活性污泥的沉降性能和脱水性能,500、700和900W微波辐射的适宜辐射时间分别为180、150和60s,此时,活性污泥的比阻为0.3×109S2·g-1左右,较原活性污泥减小了88%,泥饼含水率由原活性污泥直接抽滤的85.2%降低到70.0%.VSS溶解率和上清液COD都随着辐射功率及辐射时间的增加而升高.适宜的微波辐射能促进污泥的团聚絮凝,过度的辐射会破坏活性污泥结构,使活性污泥颗粒细小化,混合液黏度增大,导致脱水性能变差.通过动态流动下微波辐射对活性污泥性能影响的研究,可为微波辐射在活性污泥处理的实际应用提供理论依据.     

东江流域表层土中全氟化合物的空间分布及来源解析

为探究东江流域土壤中全氟化合物(perfluorinated compounds,PFCs)分布特征和潜在来源,2013年8月采集东江流域19份表层土样品,利用高效液相色谱-串联质谱联用(HPLC-MS/MS)技术分析了16种PFCs的含量。结果表明,东江流域表层土总PFCs(∑PFCs)含量范围在2.15~5.49μg/kg dw。所采集的表层土样品中,东江东莞段土壤∑PFCs含量明显高于惠州段,全氟辛烷磺酸(0.65~1.28μg/kg dw)为最主要的污染物。与国内相关研究数据相比,东江流域土壤PFCs含量水平整体较高,这可能与流域产业结构和经济活动有关。主成分分析结果表明,电镀防雾剂、食品包装和全氟羧酸的生产过程、大气沉降、电化学氟化过程为东江流域土壤中PFCs的主要来源。与土壤有机质含量相关性研究表明,PFCs更容易分配到有机质含量高的土壤中,且随着PFCs分子碳链的增加,这种趋势更加显著。     

Biotreatment of chromite ore processing residue by Pannonibacter phragmitetus BB

Chromite ore processing residues (COPR) is the source of the Cr(VI) contamination in the environment. Pannonibacter phragmitetus BB was used to treat two different types of COPRs in this research. The water-soluble Cr(VI) of COPR A and B is 3,982.9 and 1,181.4 mg/kg, respectively. In the column biotreatment process, P. phragmitetus BB can reduce Cr(VI) in the leachate to an undetectable level at the flow rate of 1 and 2 ml/min. In the direct biotreatment process, Cr(VI) in the liquid supernatant of COPR A and B decreased from 265 and 200 mg/l to 145 and 40 mg/kg after 240 h of incubation. In one-step and two-step biotreatment processes, Cr(VI) in the liquid supernatant of both COPRs can be reduced to an undetectable level. The toxicity characteristic leaching procedure results indicate that the Cr(VI) concentration of treated COPR A (3.48 mg/l) is lower than the identification standards for hazardous wastes of China (5 mg/l) (GB 5085.6-2007). The information obtained in this study has significance for the application of P. phragmitetus BB to remediate COPR contamination.     

Sb release characteristics of the solid waste produced in antimony mining smelting process

Sb release characteristics of blast furnace slag, mining waste rock and tailing sand were investigated in static immersion and dynamic leaching test. These three kinds of waste samples were collected from the antimony mine in Lengshuijiang, China, produced in mining smelting process. Effects of solid/liquid ratio, sample size and pH of leaching solution on Sb release characteristics were inspected based on the analysis of scanning electron microscope, pH and EC of leachate. The optimal parameters for Sb leaching of each sample were analyzed. For blast furnace slag and mining waste rock, Sb release contents increased along with the decline of solid/liquid ratio. The maximum accumulative release contents were 42.13, 34.26 mg/kg at the solid/liquid ratio of 1:20. While Sb release content for tailing sand decreased first and then increased with the reduction of solid/liquid ratio. When the solid/liquid ratio was 1:5, the accumulative Sb release content reached the most (24.30 mg/kg). Sb release content of mining waste rock increased with the drop of leaching solution pH, with the highest accumulative release content of 26.01 mg/kg at pH 2.0. Sb release contents of blast furnace slag and tailing sand showed positive correlation with the variation of leaching solution pH. The maximum accumulative release contents of these two samples were 215.91 and 147.83 mg/kg, respectively, when leaching solution pH was 7.0. In summary, Sb release capacity of the three samples in descending order was tailing sand, blast furnace slag and mining waste rock. pH and EC of the leachate in dynamic test varied independently with the initial pH of leaching solution while showing close relationship with mineral hydrolysis in the waste.     

Magnetic graphene-based nanocomposites as highly efficient absorbents for Cr(VI) removal from wastewater

Environmental Science and Pollution Research - Due to the merits of their high adsorption and convenient separation, magnetic graphene-based composites have become a promising adsorbent in terms of...