Modeling of a sequencing batch reactor treating municipal wastewater using multi-layer perceptron and radial basis function artificial neural networks

A sequencing batch reactor was modeled using multi-layer perceptron and radial basis function artificial neural networks (MLPANN and RBFANN). Then, the effects of influent concentration (IC), filling time (FT), reaction time (RT), aeration intensity (AI), SRT and MLVSS concentration were examined on the effluent concentrations of TSS, TP, COD and NH₄⁺-N. The results showed that the optimal removal efficiencies would be obtained at FT of 1 h, RT of 6 h, aeration intensity of 0.88 m³/min and SRT of 30 days. In addition, COD and TSS removal efficiencies decreased and TP and NH₄⁺-N removal efficiencies did not change significantly with increases of influent concentration. The TSS, TP, COD and NH₄⁺-N removal efficiencies were 86%, 79%, 94% and 93%, respectively. The training procedures of all contaminants were highly collaborated for both RBFANN and MLPANN models. The results of training and testing data sets showed an almost perfect match between the experimental and the simulated effluent of TSS, TP, COD and NH₄⁺-N. The results indicated that with low experimental values of input data to train ANNs the MLPANN models compared to RBFANN models are more precise due to their higher coefficient of determination (R²) and lower root mean squared errors (RMSE) values.     

Modeling Parent and Metabolite Fate and Transport in Subsurface Drained Fields With Directly Connected Macropores1

Abstract: Few studies exist that evaluate or apply pesticide transport models based on measured parent and metabolite concentrations in fields with subsurface drainage. Furthermore, recent research suggests pesticide transport through exceedingly efficient direct connections, which occur when macropores are hydrologically connected to subsurface drains, but this connectivity has been simulated at only one field site in Allen County, Indiana. This research evaluates the Root Zone Water Quality Model (RZWQM) in simulating the transport of a parent compound and its metabolite at two subsurface drained field sites. Previous research used one of the field sites to test the original modification of the RZWQM to simulate directly connected macropores for bromide and the parent compound, but not for the metabolite. This research will evaluate RZWQM for parent/metabolite transformation and transport at this first field site, along with evaluating the model at an additional field site to evaluate whether the parameters for direct connectivity are transferable and whether model performance is consistent for the two field sites with unique soil, hydrologic, and environmental conditions. Isoxaflutole, the active ingredient in BALANCE^® herbicide, was applied to both fields. Isoxaflutole rapidly degrades into a metabolite (RPA 202248). This research used calibrated RZWQM models for each field based on observed subsurface drain flow and/or edge of field conservative tracer concentrations in subsurface flow. The calibrated models for both field sites required a portion (approximately 2% but this fraction may require calibration) of the available water and chemical in macropore flow to be routed directly into the subsurface drains to simulate peak concentrations in edge of field subsurface drain flow shortly after chemical applications. Confirming the results from the first field site, the existing modification for directly connected macropores continually failed to predict pesticide concentrations on the recession limbs of drainage hydrographs, suggesting that the current strategy only partially accounts for direct connectivity. Thirty‐year distributions of annual mass (drainage) loss of parent and metabolite in terms of percent of isoxaflutole applied suggested annual simulated percent losses of parent and metabolite (3.04 and 1.31%) no greater in drainage than losses in runoff on nondrained fields as reported in the literature.     

人口流动规律及其政策含义

人口流动是人力资源配轩优化的根本创新路径,人口流动的一般规律是:如果流动人口为理性行为选择者,在社会制度安排许可的发展环境下,当不同区域和不同产业间形成比较收益差异,存在着流动收益大于流动成本的潜在和现实的各种获利机会时,就必定驱使人们由低收益领域向高必益领域流动,而且比较收益差异量与流动人口的流速、流量正相关,并必然导致产生收益率及人口分布走向平均化的趋势,社会发展也将获得最优化的人力资源配置结果.其相关政策含义:一是人口流动是流动人口的理性选择;二是切实保障公民的自由流动权利;三是利用比较利益差别促进人口流动;四是降低各种不必要的流动成本和流动风险;五是建构人口流动的有效率社会发展框架.     

全程自养颗粒污泥快速启动及混合营养型脱氮性能分析

在连续流条件下,基于颗粒污泥全程自养脱氮（CANON）工艺的快速启动和混合营养条件下高效脱氮,是CANON工程应用的重要环节.本研究在气提内循环反应器（AIR）中,以老化的CANON颗粒污泥经机械破碎至0.3 mm作为种泥,实现混合营养型单级颗粒污泥同步脱氮除碳.启动26 d,通过控制DO,系统出现稳定的部分硝化,再缩短HRT提升氨氮负荷至5.65 kg ·（m³ ·d）^-1,促进颗粒化和厌氧氨氧化;第68 d,总氮去除率达到58%之后,进水加入有机物,C/N从0提升到0.25和0.5,促进AOB、AMX和异养微生物的协同,氨氮去除率达95%,总氮去除率达85%,COD去除率达80%左右.COD浓度增加,能较好地抑制Nitrospira菌属等NOB的活性,q（NH₄⁺-N）和q（TN）稳定在0.4 g ·（g ·h）^-1和0.34 g ·（g ·h）^-1,q（NO₃^--N）约为0.02 g ·（g ·h）^-1.采用MiSeq高通量测序对微生物多样性分析,表明有机物对污泥中Nitrosomomas和Candidutus_Kuenenia丰度未产生显著影响,增加了Candidutus_Brocadia菌属以及具有反硝化功能Denitratisoma等菌属的丰度.这对于快速启动连续流CANON颗粒污泥工艺处理低C/N比废水提供思路.     

Performance of different macrophytes in the decontamination of and electricity generation from swine wastewater via an integrated constructed wetland-microbial fuel cell process

Plants constitute a major element of constructed wetlands(CWs).In this study,a coupled system comprising an integrated vertical flow CW(IVCW) and a microbial fuel cell(MFC) for swine wastewater tre atment was developed to research the effects of macrophytes commonly employed in CWs,Canna indica,Acorus calamus,and Ipomoea aquatica,on decontamination and electricity production in the system.Because of the different root types and amounts of oxygen released by the roots,the rates of chemical oxygen demand(COD) and ammonium nitrogen(NH_4~+-N) removal from the swine wastewater differed as well.In the unplanted,Canna indica,Acorus calamus,and Ipomoea aquatica systems,the COD removal rates were 80.20%,88.07%,84.70%,and 82.20%,respectively,and the NH_4~+-N removal rates were 49.96%,75.02%,70.25%,and 68.47%,respectively.The decontamination capability of the Canna indica system was better than those of the other systems.The average output voltages were 520±42,715±20,660±27,and 752±26 mV for the unplanted,Canna indica,Acorus calamus,and Ipomoea aquatica systems,respectively,and the maximum power densities were 0.2230,0.4136,0.3614,and0.4964 W/m~3,respectively.Ipomoea aquatica had the largest effect on bioelectricity generation promotion.In addition,electrochemically active bacteria,Geobacter and Desulfuromonas,were detected in the anodic biofilm by high-throughput sequencing analysis,and Comamonas(Proteobacteria),which is widely found in MFCs,was also detected in the anodic biofilm.These results confirmed the important role of plants in IVCW-MFCs.     

驾驶舱空气动力源致振动响应分析研究

目的分析驾驶舱外形上多处凸起对驾驶舱内若干重要部位的振动响应的影响。方法首先采用大涡模拟方法,计算多种飞行工况下分离气流产生的作用于机身前段外表面的非定常脉动压力载荷,然后将所得载荷作用于前机身详细有限元模型上,获得所关心的驾驶舱内部分站位的加速度响应。结果通过对加速度响应结果的分析处理及与试飞测试数据对比,可知驾驶舱外形上多处凸起对驾驶舱内的振动量值影响比较大,气流分离对驾驶舱舱内振动贡献,峰值位置处达到了25%左右。结论相关计算结果可用于驾驶舱工效性评估和驾驶舱外形优化。     

汶川地震重灾区泥石流灾损土地利用及生态修复模式——以北川县都坝河小流域为例

汶川地震诱发了大量泥石流灾害,灾损土地利用和生态修复是灾区产业重建面临的重要课题。以北川县都坝河小流域为研究对象,通过调查灾损土地禀赋、灾害特征、土地需求,采取多因素耦合和关键因子限制分析法,探讨灾害胁迫条件下的经济活动与生态修复之间的互馈作用,结果表明：（1）流域新增土地供给源主要为泥石流灾损土地,土地资源化利用受灾害、聚落和产业结构控制;（2）灾损土地根据成因划分为沟口堆积型、沟道冲淤型以及岸坡侵蚀型,三者的肥力、安全性及交通条件等特征具有显著差异;（3）基于“因灾分区、耕地优先、产业共建、美居造景”的原则,建立了灾损土地的利用方式和生态修复模式,并选取杨家沟进行验证,沟域灾损土地利用方式为生态林地、产业林地及优质耕地,分别占比28.5%、56.3%、15.2%,生态修复措施主要为提高土地安全度、提升植被覆盖率和增强水保功能。该研究建立的震区土地利用和生态修复模式可有力协调人地矛盾、发展绿色经济和提升人居环境。     

星形线电除尘器内EHD流动与粒子行为数值模拟

为了研究星形线电除尘器内电流体动力学（EHD）流动与荷电粒子运动行为及两者间相互作用,构建了线板式电除尘器（ESP）内关于EHD和带电粒子运动学的耦合数值模型.该模型采用有限体积法离散求解电场方程和空间电荷方程,在拉格朗日法下建立带电粒子运动方程,并与FLUENT湍流模型进行耦合.利用这一模型,对3种电场风速下星形线电除尘器内流动形态与粒子运动行为进行了细致模拟,并分析了二次流动对气流、粒子浓度分布的影响.结果表明,星形线电除尘通道内二次流动对流动形态和粒子浓度分布存在显著作用.随电场风速的降低,这一作用将越明显.EHD流动对细小荷电粒子运动的影响更为显著.二次流动产生涡旋并作用于主流来影响粒子运动行为.收尘板面的涡旋挤压粒子流远离壁面向流动中心运动,放电极下游的涡旋则促进粒子流向收尘板壁面靠近.此外,由于捕集通道中强二次流的存在,Deutsch计算式对除尘效率、特别是对于亚微米粒子捕集效率的计算并不准确.     

油脂对红壤结构性质与水流运动特征的影响

本文通过室内灌水入渗试验,研究了灌溉水油脂浓度（0,1.0,3.0和10.0g/L）、灌水频率（1d1次,2d1次,4d1次）和灌溉模式（纯清水灌溉,纯含油脂灌溉水灌溉,含油脂灌溉水-清水交替灌溉）对受灌土壤结构性质与水流运动特征的影响.结果显示,随灌水进入到受灌土壤中的油脂主要集中在优先流通道中快速运动,优先流湿润锋处的土壤油脂浓度较高且不受灌溉水中油脂浓度的影响,表明即便是采用较低油脂浓度的灌溉水灌溉,依然对地下水系统存在较高的污染风险;高频率、低定额的含油脂灌溉水灌溉有利于进入到受灌土壤中的油脂向深层土壤运动,使得斥水性土层厚度增大,从而导致入渗水流运动的不确定性及地下水系统的污染风险均增大;油脂对受灌土壤团聚体的再团聚作用只有在其浓度较高时才能形成,含油脂灌溉水-清水交替灌溉因降低了受灌土壤的油脂浓度反而导致土壤团聚体分散和破碎.研究成果对再生水和原污水农田灌溉制度设计具有参考价值.