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Modeling of hourly river water temperatures using artificial neural networks 利用人工神经网络模拟每小时河水温度
IF 2 Q3 Environmental Science Pub Date : 2014-05-01 DOI: 10.2166/WQRJC.2014.007
Cindie Hébert, D. Caissie, M. Satish, N. El‐Jabi
Water temperature is an important component for water quality and biotic conditions in rivers. A good knowledge of river thermal regime is critical for the management of aquatic resources and environmental impact studies. The objective of the present study was to develop a water temperature model as a function of air temperatures, water temperatures and water level data using artificial neural network (ANN) techniques for two thermally different streams. This model was applied on an hourly basis. The results showed that ANN models are an effective modeling tool with overall root-mean-square-error of 0.94 and 1.23 °C, coefficient of determination ( R 2) of 0.967 and 0.962 and bias of −0.13 and 0.02 °C, for Catamaran Brook and the Little Southwest Miramichi River, respectively. The ANN model performed best in summer and autumn and showed a poorer performance in spring. Results of the present study showed similar or better results to those of deterministic and stochastic models. The present study shows that the predicted hourly water temperatures can also be used to estimate the mean and maximum daily water temperatures. The many advantages of ANN models are their simplicity, low data requirements, their capability of modeling long-term time series as well as having an overall good performance.
水温是河流水质和生物条件的重要组成部分。良好的河流热状态知识对水生资源管理和环境影响研究至关重要。本研究的目的是利用人工神经网络(ANN)技术建立一个水温模型,该模型是空气温度、水温和水位数据的函数,适用于两个温度不同的河流。这个模型是按小时计算的。结果表明,对于双体河和小西南米拉米奇河,ANN模型是一种有效的建模工具,总体均方根误差分别为0.94和1.23°C,决定系数(r2)分别为0.967和0.962,偏差分别为- 0.13和0.02°C。人工神经网络模型在夏季和秋季表现最好,在春季表现较差。本研究的结果与确定性模型和随机模型的结果相似或更好。本研究表明,每小时的水温预报也可以用来估计平均和最高日水温。人工神经网络模型具有简单、数据要求低、对长期时间序列建模能力强、总体性能好等优点。
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引用次数: 4
Loading estimate methods to support integrated watershed-lake modelling: Duffins Creek, Lake Ontario 支持流域-湖泊综合建模的负荷估算方法:达芬溪,安大略湖
IF 2 Q3 Environmental Science Pub Date : 2014-05-01 DOI: 10.2166/WQRJC.2013.022
W. Booty, I. Wong, G. S. Bowen, P. Fong, Craig McCrimmon, L. León
Integrated watershed-lake modelling requires high quality data for calibration and validation. The two-phase loading estimate approach presented here provides a more confident estimate of nutrient loads for these models. Phase 1 establishes the initial range of the loading estimates using averaging algorithms, ratio estimators, event mean concentration (EMC) and regression-based methods. For Duffins Creek outlet, the 2007, 2008 and 2009 ranges are 6.2–30, 22.3–78 and 19.5–242 tonnes of total phosphorus (TP), respectively. After combining the Beale ratio estimator and the regression-based methods in Phase 2, the 2007, 2008 and 2009 ranges are reduced to 13–17, 57–73 and 69–92 tonnes TP, respectively. The reduction represents the 0 and 28.07% upper bound bias of the regression-based method. Applying this information to the regression-based methods, daily and monthly ranges with a lower bound with no adjustment and with upper bound as 1.2807 times the regression-based TP load estimates are established. These loads are then used in integrated watershed-lake model calibration and validation to improve the model predictions.
综合流域-湖泊建模需要高质量的数据进行校准和验证。本文提出的两阶段负荷估计方法为这些模型提供了更可靠的养分负荷估计。第一阶段使用平均算法、比率估计器、事件平均浓度(EMC)和基于回归的方法建立负载估计的初始范围。达芬溪出口二零零七年、二零零八年及二零零九年的总磷分别为6.2至30公吨、22.3至78公吨及19.5至242公吨。在结合Beale比率估计值和第二阶段基于回归的方法后,2007年、2008年和2009年的范围分别减少到13-17吨、57-73吨和69-92吨。减少代表0和28.07%的上限偏差的回归为基础的方法。将这些信息应用到基于回归的方法中,建立了基于回归的TP负荷估计的日和月范围,其下限为未调整,上限为1.2807倍。然后将这些载荷用于流域-湖泊综合模型的校准和验证,以提高模型的预测精度。
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引用次数: 8
Evaluation of an in situ early life stage test with cutthroat trout, Oncorhynchus clarki, for environmental monitoring – a case study using mine effluent 评价用克拉氏切喉鳟鱼进行环境监测的原位早期生命阶段试验——一个使用矿山废水的案例研究
IF 2 Q3 Environmental Science Pub Date : 2014-05-01 DOI: 10.2166/WQRJC.2013.047
B. Chalmers, J. Elphick, G. Gilron, H. Bailey
This study evaluated an in situ early life stage test using cutthroat trout for potential use in Canada9s Metal Mines Effluent Regulations 9 Environmental Effects Monitoring (EEM) program. Current field monitoring approaches focus on either adult fish surveys or mesocosm studies, but both of these have inherent limitations that may affect their suitability on a site-specific basis. This study evaluated an alternative approach, namely an in situ toxicity test, as part of an EEM program for a zinc, copper and gold mine. Hatchboxes containing cutthroat trout embryos were placed in a creek that receives treated effluent from the mine, and monitored through the swim-up stage to evaluate hatching success, survival, normal development and growth. Advantages of the method include: no feeding requirement during exposure, fixed exposure locations, relevant endpoints and high statistical sensitivity. In addition, the extended exposure period integrated long-term exposure variables, including low-flow and freshet events. This approach also has application to other salmonid species and types of discharges.
本研究评估了在加拿大金属矿山废水法规环境影响监测(EEM)项目中使用切喉鳟鱼进行的原位早期生命阶段试验。目前的现场监测方法侧重于成鱼调查或中游研究,但这两种方法都有固有的局限性,可能会影响它们在特定地点的适用性。本研究评估了另一种方法,即原位毒性试验,作为锌、铜、金矿EEM项目的一部分。装有切喉鳟鱼胚胎的孵化箱被放置在一条小溪中,该小溪接收矿山处理过的污水,并在游动阶段进行监测,以评估孵化成功率、存活率、正常发育和生长。该方法的优点是:暴露过程中不需要喂食,暴露位置固定,终点相关,统计灵敏度高。此外,延长的暴露期综合了长期暴露变量,包括低流量和新鲜事件。这一方法也适用于其他鲑鱼种类和排放类型。
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引用次数: 2
Evaluation of the adenosine triphosphate (ATP) bioluminescence assay for monitoring effluent quality and disinfection performance 三磷酸腺苷(ATP)生物发光法监测出水水质和消毒性能的评价
IF 2 Q3 Environmental Science Pub Date : 2014-05-01 DOI: 10.2166/WQRJC.2013.110
Natalie Linklater, B. Örmeci
This study investigated the use of the adenosine triphosphate (ATP) bioluminescence assay as a tool for monitoring water and wastewater quality and disinfection performance subsequent to ultraviolet (UV) irradiation and chlorine disinfection. Two different commercially available ATP assays were used in the study and controlled experiments were carried out using a pure Escherichia coli culture to determine how the ATP content of samples change after they are exposed to UV and chlorine. Finally, a selected assay was used with samples collected from drinking water and wastewater treatment plants to assess its potential use by treatment plants for process and effluent monitoring. The ATP assay could detect the chlorine damage to cells but the detection limit of the assay was not sensitive enough to determine the level of chlorine disinfection performance. No clear trend was observed between UV irradiation and ATP content of the cells. Samples were also collected from water and wastewater treatment plants and a good correlation was observed between the culture-based methods and the ATP assay results, which indicate the potential use of the ATP assay as a process and effluent quality monitoring tool at treatment plants.
本研究探讨了使用三磷酸腺苷(ATP)生物发光法作为监测水和废水质量和紫外线(UV)照射和氯消毒后的消毒性能的工具。研究中使用了两种不同的市售ATP测定方法,并使用纯大肠杆菌培养物进行对照实验,以确定样品暴露于紫外线和氯后ATP含量的变化。最后,对从饮用水和废水处理厂收集的样本使用了一种选定的测定方法,以评估其在处理厂监测过程和流出物方面的潜在用途。ATP法能检测出氯对细胞的损伤,但检测限不够灵敏,不能检测出氯对细胞的消毒效果。紫外线照射与细胞ATP含量之间没有明显的变化趋势。还从水和废水处理厂收集了样品,观察到基于培养的方法与ATP测定结果之间存在良好的相关性,这表明ATP测定可以作为处理厂过程和出水质量监测工具的潜在用途。
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引用次数: 12
Philip H. Jones Award 菲利普·h·琼斯奖
IF 2 Q3 Environmental Science Pub Date : 2014-05-01 DOI: 10.2166/WQRJC.2015.000
Portland Press Ltd
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引用次数: 0
Decision support system to select sustainable point-of-use/point-of-entry treatment systems (D4SPOUTS) 选择可持续的使用点/入口点处理系统的决策支持系统(D4SPOUTS)
IF 2 Q3 Environmental Science Pub Date : 2014-05-01 DOI: 10.2166/WQRJC.2013.058
M. Hamouda, W. B. Anderson, P. Huck
Point-of-use (POU) and point-of-entry (POE) devices are, in some situations, considered to be a viable solution for drinking water suppliers and consumers alike to deal with site specific drinking water issues. This paper introduces a newly developed decision support system (DSS) that employs decision making techniques to select among the various devices based on their characterization and sustainability assessment. Careful illustration of the various aspects and components of the DSS is provided and the decision process is explained. Aspects of validity, usability and sensitivity analysis are demonstrated through a hypothetical case study for removing lead introduced in the distribution system of municipally treated drinking water. The output of the DSS helps to determine the more sustainable treatment devices which should have positive implications for the application of POU and POE devices. Other potential uses of the DSS are described to illustrate its versatility and usefulness. The DSS is not intended to replace common engineering practice in selecting POU and POE treatment systems, but rather to give support to the users by providing the necessary information about all possible solutions.
在某些情况下,使用点(POU)和入口点(POE)设备被认为是饮用水供应商和消费者处理特定地点饮用水问题的可行解决方案。本文介绍了一种新开发的决策支持系统(DSS),该系统采用决策技术根据设备的特性和可持续性评估在各种设备中进行选择。详细说明决策支持系统的各个方面和组成部分,并解释决策过程。通过在市政处理的饮用水分配系统中引入的去除铅的假设案例研究,论证了有效性、可用性和敏感性分析的各个方面。发展支助事务的产出有助于确定更可持续的处理设备,这些设备应对POU和POE设备的应用产生积极影响。本文还描述了决策支持系统的其他潜在用途,以说明它的多功能性和实用性。决策支持系统并不打算取代选择污水处理系统和污水处理系统的一般工程做法,而是通过提供有关所有可能解决方案的必要信息,向用户提供支持。
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引用次数: 1
Pollutant removal efficiency of a retrofitted stormwater detention pond 改造后的雨塘去除污染物的效率
IF 2 Q3 Environmental Science Pub Date : 2014-05-01 DOI: 10.2166/WQRJC.2013.020
J. F. Carpenter, B. Vallet, G. Pelletier, P. Lessard, P. Vanrolleghem
The objectives of this study were to characterize the stormwater runoff for a residential catchment, evaluate the present detention pond removal efficiency for different pollutants, and evaluate how its efficiency can be increased by controlling the pond stormwater retention time. The analysed pollutants were total suspended solids (TSS), total metals and ammonia. Runoff pollutant concentrations were generally found to agree with literature for the small residential catchment. The design of the original pond was such that low retention times of most analysed pollutants occurred, causing a lower than expected removal efficiency when compared to similar types of ponds. The retrofitting of the pond consisted of adding a sluice gate at the outlet in order to retain stormwater for longer periods of time. The retrofit allowed drastic improvement of the removal efficiency for TSS, NH3-N and zinc, from 39 to 90%, 10 to 84%, and 20 to 42%, respectively.
本研究的目的是描述一个住宅集水区的雨水径流特征,评估目前蓄水池对不同污染物的去除效率,并评估如何通过控制蓄水池雨水滞留时间来提高其效率。分析的污染物为总悬浮固体(TSS)、总金属和氨。径流污染物浓度与文献研究结果一致。原始池塘的设计使得大多数分析污染物的滞留时间较短,导致与类似类型的池塘相比,去除效率低于预期。池塘的改造包括在出水口增加一个闸门,以便长时间保留雨水。改造后,TSS、NH3-N和锌的去除率分别从39%提高到90%、10%提高到84%和20%提高到42%。
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引用次数: 50
Impact of salinity on coagulation and dissolved air flotation treatment for oil and gas produced water 矿化度对油气采出水混凝及溶气浮选处理的影响
IF 2 Q3 Environmental Science Pub Date : 2014-05-01 DOI: 10.2166/WQRJC.2013.118
J. Younker, M. Walsh
Produced water is a major wastewater stream in the oil and gas industry which typically consists of dispersed and dissolved oils, and high levels of salinity. Despite concerns that dissolved aromatics in produced water may be detrimental to marine life, discharge regulations and treatment technologies for produced water largely focus on dispersed oil and grease removal. The purpose of this research project was to investigate coagulation with ferric chloride (FeCl3) and dissolved air flotation (DAF) at bench-scale for the removal of both dispersed and dissolved oils from synthetic and offshore produced water samples, with a specific focus on the impact of salinity on the coagulation process. Coagulation and DAF treatment of the produced water samples achieved high removals of dispersed oil and grease, but had limited impact on dissolved aromatics. The coagulation process in the saline produced water samples reduced dispersed oil and grease concentrations from 100 mg/L to below North American discharge limits (i.e. 30 mg/L in Canada, 29 mg/L in the USA) under all conditions tested, while the effectiveness of coagulation treatment in the fresh water synthetic samples was highly dependent on coagulation pH.
采出水是石油和天然气行业的主要废水流,通常由分散和溶解的油和高盐度组成。尽管人们担心采出水中溶解的芳烃可能对海洋生物有害,但排放法规和采出水处理技术主要集中在去除分散的油脂上。本研究项目的目的是在实验规模上研究氯化铁(FeCl3)和溶解气浮(DAF)的混凝作用,以去除合成水样和海上采出水样中的分散和溶解油,并特别关注盐度对混凝过程的影响。对采出水样进行混凝和DAF处理,可有效去除分散的油脂,但对溶解的芳烃影响有限。在所有测试条件下,含盐采出水样品中的混凝过程将分散的油脂浓度从100 mg/L降低到低于北美排放限值(即加拿大为30 mg/L,美国为29 mg/L),而淡水合成样品中的混凝处理效果高度依赖于混凝pH。
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引用次数: 15
Removal of basic dyes from aqueous solutions by activated carbon derived from Eichornia crassipes: equilibrium and kinetic studies 用从白角草中提取的活性炭去除水溶液中的碱性染料:平衡和动力学研究
IF 2 Q3 Environmental Science Pub Date : 2014-05-01 DOI: 10.2166/WQRJC.2014.050
S. Banu, G. Maheswaran
The feasibility of preparing activated carbon from Eichornia crassipes by chemical activation was investigated. Batch experiments were carried out for the sorption of Methylene Blue (MB) and Rhodamine B (RB) onto the prepared activated carbon. The variables studied were initial dye concentration, pH, adsorbent dose, and contact time. Equilibrium data for the adsorption of the dyes onto activated carbon were obtained from batch adsorption experiments. Two-parameter isotherm models including Langmuir, Freundlich, Temkin, and Dubinin–Radushkevich were employed for fitting equilibrium data. Three-parameter isotherm models including Redlich–Peterson, Toth, and Koble–Corrigan models were also employed for fitting the equilibrium data. Linear and non-linear regression methods were used to determine the best fit model to the equilibrium data. It was found that non-linear regression is a better method for determining isotherm parameters. The data were fitted to pseudo-first-order, pseudo-second-order, intraparticle diffusion model, and Elovich equation. The pseudo-second-order model gave the best fit to the equilibrium data as seen from correlation coefficient values. Fourier transform infrared spectroscopy and scanning electron microscopic investigations were carried out to confirm the morphological characteristics of the adsorbent. The prepared activated carbon had greater affinity for adsorbing MB when compared to RB.
研究了用化学活化法制备活性炭的可行性。对制备的活性炭吸附亚甲基蓝(MB)和罗丹明B (RB)进行了批量实验。研究的变量包括初始染料浓度、pH、吸附剂剂量和接触时间。通过间歇式吸附实验获得了染料在活性炭上的吸附平衡数据。采用Langmuir、Freundlich、Temkin和Dubinin-Radushkevich等双参数等温线模型拟合平衡数据。三参数等温线模型包括Redlich-Peterson、Toth和Koble-Corrigan模型也用于拟合平衡数据。采用线性和非线性回归方法确定了与平衡数据的最佳拟合模型。结果表明,非线性回归是确定等温线参数的较好方法。拟合数据分别为伪一阶、伪二阶、粒子内扩散模型和Elovich方程。从相关系数值看,拟二阶模型对平衡数据拟合最好。通过傅里叶变换红外光谱和扫描电镜研究确定了吸附剂的形态特征。制备的活性炭对MB的吸附效果优于RB。
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引用次数: 4
Computational modelling techniques in the optimization of corrosion control for reducing lead in Canadian drinking water 加拿大饮用水中减少铅的腐蚀控制优化中的计算建模技术
IF 2 Q3 Environmental Science Pub Date : 2014-02-01 DOI: 10.2166/WQRJC.2013.009
C. Hayes, T. Croft, A. Campbell, I. Douglas, P. Gadoury, M. Schock
Compliance modelling has been used to good effect in the optimization of plumbosolvency control in the UK and was evaluated in the Canadian and US contexts via three case studies. In relation to regulatory compliance, supplementary orthophosphate dosing could be justified in one water supply system but not in one other. Compliance modelling indicated that Health Canada's Tier 1 protocol is much less stringent than its Tier 2 protocol and that optimization based on 6+ hour stagnation samples vs 15 μg/l is likely to be more stringent than that based on 30 min stagnation samples vs 10 μg/l. The modelling of sequential sampling for an individual home indicated that sample results could be markedly affected by the length of the lead service line, by the length of the copper premise pipe and by pipe diameters. The results for sequential sampling were also dependent on flow characteristics (plug vs laminar). For either regulatory compliance assessment or for the optimization of plumbosolvency control measures, routine sequential sampling from the same houses at a normalized flow will minimize these variable effects.
在英国,合规建模已被用于优化铅铅偿付能力控制,并通过三个案例研究在加拿大和美国进行了评估。关于法规遵从性,补充正磷酸盐剂量在一个供水系统中是合理的,但在另一个供水系统中则不是。合规性建模表明,加拿大卫生部的第1级方案远不如第2级方案严格,并且基于6小时以上停滞样品和15 μg/l的优化可能比基于30分钟停滞样品和10 μg/l的优化更严格。对单个家庭的连续抽样建模表明,抽样结果可能受到铅服务管道长度、铜前提管道长度和管道直径的显著影响。顺序取样的结果也取决于流动特性(塞式与层流)。对于法规符合性评估或铅溶度控制措施的优化,以标准化流量从同一房屋进行常规顺序采样将最大限度地减少这些可变影响。
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引用次数: 2
期刊
Water Quality Research Journal of Canada
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