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Evaluation of Data-Driven Methods for Hydrological Modeling: A Case Study of the Etobicoke Creek Watershed 水文建模数据驱动方法的评价:以怡陶碧谷河流域为例
Pub Date : 1900-01-01 DOI: 10.3808/jeil.202300106
T. Li, Z. Li
In the past two decades, data-driven modeling has become a popular approach for different modeling tasks. This paper presents an evaluation of the performance of five widely used data-driven approaches (i.e., generalized linear model, lasso regression, support vector machine, neural networks, and random forest) for the modeling of the Etobicoke Creek watershed in Ontario, Canada. The models are built with eleven years of meteorological and hydrometric data from local stations, and the performance is examined by the Nash-Sutcliffe efficiency coefficient, coefficient of determination, mean absolute percentage error, and root mean squared error. The results show all the models are able to generate acceptable predictions and random forest has the highest accuracy. This study can provide support for the selection of hydrological modeling approaches in future studies.
在过去的二十年中,数据驱动建模已经成为不同建模任务的流行方法。本文介绍了五种广泛使用的数据驱动方法(即广义线性模型、lasso回归、支持向量机、神经网络和随机森林)在加拿大安大略省怡陶碧谷河流域建模中的性能评估。利用11年的气象站气象水文资料建立模型,并采用Nash-Sutcliffe效率系数、决定系数、平均绝对百分比误差和均方根误差对模型的性能进行了检验。结果表明,所有模型都能产生可接受的预测结果,其中随机森林的预测精度最高。本研究可为今后水文建模方法的选择提供支持。
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引用次数: 0
Perspectives on Surface Functionalization of Polymeric Membranes with Metal and Metal-Oxide Nanoparticles for Water/Wastewater Treatment 金属和金属氧化物纳米颗粒聚合物膜表面功能化在水/废水处理中的研究进展
Pub Date : 1900-01-01 DOI: 10.3808/jeil.202200083
X. Chen, W. Huang, B. Zhang
Membrane filtration technology has been extensively applied in water/wastewater treatment to help address the issue of water shortage, in which polymeric membranes are most commonly used. However, the hydrophobic nature of polymeric membranes would contribute to membrane damage caused by accumulation of organic/inorganic fouling during filtration processes. The strategy of membrane surface functionalization with nanoparticles (NPs) has been investigated and utilized to effectively improve membrane performance. Herein, recent research efforts on surface functionalization of polymeric membranes with a variety of NPs for water/wastewater treatment were concisely reviewed, focusing on metal and metal-oxide NPs. Methods for the immobilization of NPs on membrane surface and their influences on membrane properties and performances were overviewed. Results and contributions achieved in the improvement of membrane performances through surface functionalization with NPs were summarized, and emphasis was given to membrane hydrophilicity, stability, as well as antifouling and antibacterial property. Furthermore, perspectives on the current challenges and future research needs in the development and application of surface functionalized polymeric membranes were discussed.
膜过滤技术已广泛应用于水/废水处理,以帮助解决水资源短缺的问题,其中最常用的是聚合物膜。然而,聚合物膜的疏水性会导致膜在过滤过程中由于有机/无机污垢的积累而受到损伤。研究了纳米颗粒对膜表面的功能化策略,并利用该策略有效地改善了膜的性能。本文简要综述了近年来各种NPs用于水/废水处理的聚合物膜表面功能化的研究进展,重点介绍了金属和金属氧化物NPs。综述了NPs在膜表面的固定化方法及其对膜性能的影响。综述了NPs表面功能化在改善膜性能方面取得的成果和贡献,重点介绍了膜的亲水性、稳定性、防污性和抗菌性。最后,对表面功能化聚合物膜的发展和应用面临的挑战和未来的研究需求进行了展望。
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引用次数: 0
Dairy Wastewater Treatment through Synergies of the Biological and Hybrid Membrane: A Systematic Review 生物膜和杂交膜协同处理乳业废水的系统综述
Pub Date : 1900-01-01 DOI: 10.3808/jeil.202200087
G. Mekuria
Wastewater treatment techniques have two categories: pre- and post-treatment. Physical, chemical, and biological pretreatment techniques are commonly employed to treat dairy wastewater. Secondly, dairy wastewater post-treatment techniques include physico-chemical and membrane treatment approaches. This review article aims to critically examine and describe pre- and post-treatment techniques for dairy wastewater treatment. The benefits, drawbacks, performance comparisons, and features of each pre - and posttreatment have been extensively investigated. This article uses a systematic literature review method to review and examine other research findings. The results indicate that despite extensive studies on pre- and post-treatment techniques, both have limitations. In this context, aerobic pre-treatment, for example, has high lactose levels, low water capacity, and efficiency concerns. Furthermore, anaerobic pretreatment has issues with lengthy starting times, a high fermentable lactose content, poor residual alkalinity, and fat consumption. In physico-chemical post-treatment, there are high amounts of sludge production and high quantities of chemicals required for pH corrections. Likewise, membrane post-treatment, for instance, has a short membrane lifespan, low selectivity and flux, linear up-scaling, and concentration polarization membrane fouling. Therefore, a synergy of physico-chemical and aerobic, for example, adsorption-aerobic, and synergy of pre-hydrolysis and anaerobic, such as enzymatic hydrolysis-anaerobic treatment, will help to overcome the drawbacks of both anaerobic and aerobic treatment techniques. In conclusion, the most promising techniques for dairy wastewater treatment are combinations of adsorption-aerobic and enzymatic hydrolysis-anaerobic with microfiltration, nanofiltration, reverse osmosis, and ultrafiltration.
污水处理技术有前处理和后处理两大类。通常采用物理、化学和生物预处理技术来处理乳制品废水。其次,乳品废水后处理技术包括物化法和膜法。这篇综述文章旨在批判性地研究和描述乳品废水处理的前处理和后处理技术。每个预处理和后处理的优点、缺点、性能比较和特点已经被广泛研究。本文采用系统的文献回顾法对其他研究成果进行回顾和检验。结果表明,尽管对前处理和后处理技术进行了广泛的研究,但两者都有局限性。在这种情况下,有氧预处理,例如,具有高乳糖水平,低水容量和效率问题。此外,厌氧预处理具有启动时间长、可发酵乳糖含量高、残余碱度差和脂肪消耗等问题。在物理化学后处理中,有大量的污泥产生和大量的pH校正所需的化学品。同样,膜后处理,例如,具有膜寿命短,选择性和通量低,线性放大和浓度极化膜污染。因此,物理-化学和有氧的协同作用,例如吸附-有氧,以及预水解和厌氧的协同作用,例如酶水解-厌氧处理,将有助于克服厌氧和好氧处理技术的缺点。综上所述,吸附-好氧和酶解-厌氧结合微滤、纳滤、反渗透和超滤是最有前途的乳制品废水处理技术。
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引用次数: 0
Perspectives on the Fate of Absorbed Nitrogen in Dairy Farms 对奶牛场吸收氮命运的展望
Pub Date : 1900-01-01 DOI: 10.3808/jeil.202200095
K. Zhao, B. Luo, Y. Wu, W. Liu
The demand for milk rises dramatically due to the increased global population without damaging the standard of living. As a result, the scale of the dairy industry in the world is growing rapidly. Consequently, a concomitant problem that needs to be faced is the environmental impact of the by-products produced during the operation of the dairy farm. Among the substances produced in dairy farms, the most harmful pollutant to the environment is nitrogen (N). In addition, the N pollution from dairy farms is significant and N has a great danger to human health and society. This study provides a systematic review on how to alleviate N pollution from dairy cows during milk production and the removal of ammonia and nitrate from dairy wastewater via biochar adsorption. First, from a physiological perspective, the metabolic pathways of amino acids and ammonia in the rumen, portal-drained viscera, liver, and mammary gland of dairy cows are elaborated, as well as the measures to improve N utilization. In the second part, the progress of research on the removal of ammonia and nitrate by biochar adsorption and the involved mechanisms are summarized. Modified biochar has a significant improvement in nitrate removal due to weakening the repulsive effect of ions. Based on the review of this paper, it can provide relevant theoretical support for future studies on N pollution mitigation from dairy farms.
由于全球人口的增加,对牛奶的需求急剧上升,但却没有损害生活水平。因此,世界乳业的规模正在迅速增长。因此,需要面对的一个伴随问题是奶牛场运营过程中产生的副产品对环境的影响。在奶牛场产生的物质中,对环境危害最大的污染物是氮(N)。此外,奶牛场的氮污染显著,对人体健康和社会都有很大的危害。本研究就如何缓解奶牛产奶过程中的氮污染以及利用生物炭吸附去除奶牛废水中的氨和硝酸盐进行了系统的综述。首先,从生理角度阐述了奶牛瘤胃、门静脉引流脏器、肝脏和乳腺中氨基酸和氨的代谢途径,以及提高氮利用率的措施。第二部分综述了生物炭吸附法去除氨氮和硝酸盐的研究进展及其机理。改性生物炭由于削弱了离子的排斥作用,对硝酸盐的去除率有显著提高。通过对本文的综述,可以为今后奶牛场氮污染缓解研究提供相关的理论支持。
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引用次数: 0
GIS Atmospheric Chemical Fate Model Simulation of Iron Released from High Intensity Bombing in Northwestern Laos 老挝西北部高强度轰炸释放铁的GIS大气化学命运模型模拟
Pub Date : 1900-01-01 DOI: 10.3808/jeil.202300105
U. Gonzalez, D. Patton, G. Huang
The atmospheric dispersal of iron fragments ejected from detonated ordnance released within the Nam Souy sub-basin during the secret bombing campaign of Laos from 1965 ~ 1973 was simulated through python integration with ArcGIS. The data for the study was obtained from the US National Archives and shows that of a total of 7,667,619 weapons delivered in Laos (4.5 million tons), 19,005 (5,900 tons) were dropped within the study site. The simulation adapted Gaussian isotropic puff modeling for the dust/grain-sized fragments and explosive force radial release modeling for the larger fragments into python script to produce temporal raster output images of the dispersal patterns of the analyte. The use of code language libraries ArcPy, NumPy, and numba and the logic for their application is discussed and reported along with the script developed. The simulation produced 9 m2 resolution raster images displaying iron material loading at ground level. Loading density is reported at a range between 0 ~ 7.5 g/m2 washable iron load, 0 ~ 0.65 kg/m2 of suspended iron load, and 0 ~ 3.5 kg/m2 of bedded load. The results are intended for use in subsequent studies of surface removal over time with a potential application in exposure risk analysis and for the assessment of impact on natural environments.
利用python软件与ArcGIS软件的集成,模拟了1965 ~ 1973年老挝秘密轰炸行动中南苏子盆地内爆炸弹药抛射出的铁碎片在大气中的扩散。这项研究的数据是从美国国家档案馆获得的,显示在老挝交付的总共7,667,619件武器(450万吨)中,19,005件(5,900吨)是在研究地点投放的。模拟采用高斯各向同性吹散模型对粉尘/颗粒大小的碎片和爆炸力径向释放模型对较大的碎片python脚本生成分析物的分散模式的时序光栅输出图像。本文讨论并报告了代码语言库ArcPy、NumPy和numba的使用及其应用程序的逻辑,以及开发的脚本。模拟产生了9平方米分辨率的光栅图像,显示铁材料在地面上的加载情况。据报道,负载密度范围为0 ~ 7.5 g/m2可洗铁负载,0 ~ 0.65 kg/m2悬浮铁负载和0 ~ 3.5 kg/m2层状负载。这些结果将用于后续的表面去除研究,并可能用于暴露风险分析和对自然环境影响的评估。
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引用次数: 0
Exploring the Influence of Prime Festivals on Noise Pollution in Raipur, Chhattisgarh 探讨恰蒂斯加尔邦赖布尔主要节日对噪音污染的影响
Pub Date : 1900-01-01 DOI: 10.3808/jeil.202300107
V. Kumar, A. V. Ahirwar, A. D. Prasad
Environmental noise has reached an alarming level and is affecting the exposed population. The noise levels are elevated during the festival season. This study aims to explore the influence of prime festivals on noise levels in an urban area. 18 locations in the Raipur city of Chhattisgarh, India, were selected for conducting the study during the Ganesh Utsav, Dussehra, and Diwali festivals. Study of equivalent noise level (Leq) and other noise parameters Traffic noise index (TNI), Noise Climate (NC), Noise exceeding 10% and (L10) and Noise exceeding 90% of measurement time (L90) were found for all three festivals in the A-weighted decibel scale (dBA). Noise maps from observed levels were prepared using the ArcGIS Inverse Distance Weighted (IDW) interpolation method. Noise levels ranged from 61.4 to 81.3 dBA during Ganesh Utsav, 63.5 to 79.9 dBA during Dussehra, and 70.1 to 81.2 dBA during the Diwali festival. All the locations recorded above 70 dBA during Diwali, whereas nearly 50 percent of the locations recorded above 70 dBA during Ganesh Utsav and Dussehra festivals. The urgent need to control the noise pollution in the Raipur city of Chhattisgarh by making strict rules is very much needed for making the ambient environment clean, green, and healthy.
环境噪音已经达到了令人担忧的水平,并正在影响受影响的人群。在节日期间,噪音水平会升高。本研究旨在探讨主要节日对城市地区噪音水平的影响。在印度恰蒂斯加尔邦的莱普尔市的18个地点被选中在Ganesh Utsav, Dussehra和排灯节期间进行研究。在a -加权分贝标度(dBA)中,发现三个节日的等效噪声级(Leq)和其他噪声参数交通噪声指数(TNI)、噪声气候(NC)、噪声超过10%和(L10)和噪声超过90%的测量时间(L90)。利用ArcGIS逆距离加权(IDW)插值方法绘制观测层的噪声图。在Ganesh Utsav期间,噪音水平为61.4至81.3 dBA,在Dussehra期间为63.5至79.9 dBA,在排灯节期间为70.1至81.2 dBA。排灯节期间,所有地点的记录都在70 dBA以上,而在Ganesh Utsav和Dussehra节日期间,近50%的地点的记录都在70 dBA以上。迫切需要通过制定严格的规则来控制恰蒂斯加尔邦赖布尔市的噪音污染,以使周围环境清洁,绿色和健康。
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引用次数: 0
Water Distribution System Optimization Accounting for Worst-Case Transient Loadings 考虑最坏情况瞬时负荷的配水系统优化
Pub Date : 1900-01-01 DOI: 10.3808/jeil.202200077
B. Jung
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引用次数: 0
Integrating Societal and Scientific Elements into Sustainable and Effective Water Resource Policy Development 将社会和科学因素纳入可持续和有效的水资源政策制定
Pub Date : 1900-01-01 DOI: 10.3808/JEIL.202000048
J. Gutenson, A. Ernest, B. Bearden, C. Fuller, J. Guerrero
Sustainable water policy is predicated on engaged and representative stakeholders acting on sound and continuously evolving science. Just as stakeholder perspectives are numerous and diverse, so are the scientific disciplines or subject areas that define the availability, impact and use of water. There exists a need for scientists, engineers, and policy makers to better understand the inextricable network of feedback loops associated with the implementation of the science of water resources management and the polic y enabling water resources management. In this article, we propose the Water Resources Integrated Science and Policy Research (WRISPR) concept. WRISPR is a framework to engage stakeholders and policy makers in integrated water policy formation using a singular framework underpinned with cutting edge cyberinfrastructure and modeling tools. We find that WRISPR can be successfully applied by developing a demonstrative cyberinfrastructure framework in two distinct regions of the United States. We propose that WRISPR can be scaled to empower science-driven water policy at multiple spatial and temporal ranges.
可持续水政策的前提是参与和有代表性的利益相关者根据健全和不断发展的科学采取行动。正如利益相关者的观点是多种多样的,定义水的可用性、影响和使用的科学学科或学科领域也是如此。科学家、工程师和政策制定者需要更好地理解与水资源管理科学的实施和使水资源管理成为可能的政策相关的不可分割的反馈回路网络。本文提出水资源综合科学与政策研究(WRISPR)的概念。WRISPR是一个框架,利用以尖端网络基础设施和建模工具为基础的单一框架,让利益相关者和政策制定者参与综合水政策的制定。我们发现,通过在美国两个不同的地区开发示范性网络基础设施框架,可以成功地应用WRISPR。我们建议WRISPR可以在多个时空范围内进行扩展,以增强科学驱动的水资源政策。
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引用次数: 2
An Improved General Type-2 Fuzzy Approach for Planning Energy Resources Systems with Air Quality Requirements 具有空气质量要求的能源系统规划的改进一般2型模糊方法
Pub Date : 1900-01-01 DOI: 10.3808/jeil.202100071
Y. Cheng, L. Jin, D. Lin, P. Pan, X. Cheng
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引用次数: 0
Interval Multi-Random Factorial Programming for Coupled Farmland and Water Resources Management -- A Case Study of Songhua River Watershed, China 农田与水资源耦合管理的区间多随机因子规划——以松花江流域为例
Pub Date : 1900-01-01 DOI: 10.3808/jeil.202300099
N. Wang, C. Z. Huang, M. Zhai, G. Cheng, F. Wang, L. J. Lin, B. Luo
The Songhua River Watershed (SHRW) in China has been challenged by water shortages, water pollution, water leakage, and soil erosion in recent years. In the next few decades, these problems will continue to exist and even worsen, threatening the quality of the regional ecological environment and socio-economic development. These issues must be alleviated through coupled farmland and water resources management (CFWRM) but are challenged by multiple system complexities. To fill this gap, this study developed an Interval Multi-Random Factorial Programming (IMRFP) to eliminate potential problems in SHRW and improve the reliability of the decision support process. A series of systematic CFWRM measures were applied to promote the harmonious SHRW ecological environ¬ment and social economy. For example, due to the significant contribution of agriculture to the regional economy, planting should always be a priority. As a major commercial crop, rice cultivation should be allocated the most irrigation water, followed by corn, potatoes, and soybeans. Therefore, after fully balancing the trade-off between the environment and the economy, policymakers should adopt the most reasonable proposals. Various support policies are needed to fully implement these measures in SHRW. For example, it is suggested to improve and update the construction of the water supply network in the SHRW area and appropriately change taxes and prices to follow the overall crop planting plan. The modeling solution shows that the IMRFP method can systematically optimize the allocation of water resources and farming patterns so that water shortage, water pollution, water leakage, and soil erosion in the SHRW can be alleviated.
近年来,中国松花江流域面临着水资源短缺、水污染、渗漏和水土流失等问题。在未来几十年,这些问题将继续存在甚至恶化,威胁区域生态环境质量和社会经济发展。这些问题必须通过农田和水资源耦合管理(CFWRM)来缓解,但受到多系统复杂性的挑战。为了填补这一空白,本研究开发了区间多随机因子规划(IMRFP)来消除SHRW中的潜在问题,提高决策支持过程的可靠性。采取了一系列系统的CFWRM措施,促进了CFWRM生态环境与社会经济的和谐发展。例如,由于农业对区域经济的重大贡献,种植应始终是优先事项。作为一种主要的经济作物,水稻的灌溉水量应分配最多,其次是玉米、土豆和大豆。因此,在充分平衡环境与经济之间的权衡之后,政策制定者应该采取最合理的建议。要在农村妇女中全面实施这些措施,需要各种支持政策。例如,建议改善和更新水利区供水网络建设,适当改变税收和价格,以遵循整体作物种植计划。建模结果表明,IMRFP方法可以系统地优化水资源配置和耕作方式,从而缓解长江流域的缺水、水污染、漏水和水土流失问题。
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引用次数: 0
期刊
Journal of Environmental Informatics Letters
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