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The Elephant and the Goddess: How Water Systems Models Could Help Preserve Civil Life 大象和女神:水系统模型如何帮助保护文明生活
Q3 Social Sciences Pub Date : 2023-01-01 DOI: 10.14796/jwmm.c507
William James
In this paper, the elephant in the room is the issue of projected longer-term population growths and declines in a finite world, while the Greek goddess Panacea is the opportunity to non-disruptively attain populations that live sustainably and solve some of the world’s most pressing problems. Particularly addressed in this paper is the potential of water systems models and modeling to facilitate a transition to planning for long-term sustainable lives of sustained quality. Anent “longer term”, for simplicity we consider both a typical period of family memory, for instance from 1880 to 2100, or 220 years, about seven or eight generations, as well as the anthropocene millenia. After setting down background definitions and introducing the underlying issues, we review key population and well-being trends, attitudes, and impacts, citing acknowledged experts. How, where, and when population and economic decline will occur is not covered; the paper rather suggests implications for water resources engineering and for water management modeling, even if the transition will be patchy in space and time. Confronting imminent degrowth, significant revisions of current water modeling practice are suggested: planned, phased, orderly removal of projected and existing urban development and drainage infrastructure and, for instance and where applicable, systematic restoration of keystone ecology and natural hydrology. Whether the imminent degrowth era will persist is uncertain, evidently. Also alluded to is degrowth’s countervailing assurance of improved well-being, providing more time for individuals to further their personal interests. The original PowerPoint presentation is at Robillynians.org and also at the CHI website (James 2023). Questions raised and the answers given at the presentation are included in the appendix to this paper.
在本文中,房间里的大象是在有限的世界中预测的长期人口增长和下降的问题,而希腊女神万灵药是无干扰地实现可持续生活的人口和解决世界上一些最紧迫问题的机会。本文特别讨论了水系统模型和建模的潜力,以促进向可持续质量的长期可持续生活的规划过渡。为了简单起见,我们既考虑了一个典型的家庭记忆时期,例如从1880年到2100年,或220年,大约七到八代人,也考虑了人类世的千年。在确定背景定义并介绍潜在问题之后,我们引用公认的专家,回顾了关键的人口和福祉趋势,态度和影响。人口和经济衰退将如何、在何处以及何时发生,没有涉及;这篇论文提出了水资源工程和水资源管理建模的启示,即使这种转变在空间和时间上是不完整的。面对迫在眉睫的退化,建议对目前的水模型实践进行重大修订:有计划、分阶段、有序地拆除预计的和现有的城市发展和排水基础设施,例如,在适用的情况下,系统地恢复关键生态和自然水文。显然,迫在眉睫的去增长时代是否会持续是不确定的。还提到了去增长对改善福祉的抵消保证,为个人提供了更多的时间来促进他们的个人利益。原始的ppt演示可以在Robillynians.org和CHI网站(James 2023)上找到。在报告中提出的问题和给出的答案都包含在本文的附录中。
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引用次数: 0
Investigating the Accuracy of Hybrid Models with Wavelet Transform in the Forecast of Watershed Runoff 小波变换混合模型在流域径流预报中的精度研究
Q3 Social Sciences Pub Date : 2023-01-01 DOI: 10.14796/jwmm.c499
Mohammad Javad Saravani, Sahar Kashef, Mahdi Farmahini, Mahdi Kashefi, Mahdi Zohreh
In the hydrological cycle, runoff precipitation is one of the most significant and complex phenomena. In order to develop and improve predictive models, different perspectives have been presented in its modeling. Hydrological processes can be confidently modeled with the help of artificial intelligence techniques. In this study, the runoff of the Leilanchai watershed was simulated using artificial neural networks (ANNs) and M5 model tree methods and their hybrid with wavelet transform. Seventy percent of the data used in the train state and thirty percent in the test state were collected in this watershed from 2000 to 2021. In addition to daily and monthly scales, simulated and observed results were compared within each scale. Initially, the rainfall and runoff time series were divided into multiple sub-series using the wavelet transform to combat instability. The resultant subheadings were then utilized as input for an ANN and M5 model tree. The results demonstrated that hybrid models with wavelet improved the ANN model's daily accuracy by 4% and its monthly accuracy by 26%. It also improved the M5 model tree's daily and monthly accuracy by 4% and 41%. The wavelet-M5 model's accuracy does not diminish to the same degree as the wavelet-ANN (WANN) model as the forecast horizon lengthens. Consequently, the Leilanchai watershed has a relatively stable behavior pattern. Finally, hybrid models, in conjunction with the wavelet transform, improve forecast accuracy.
径流降水是水文循环中最重要、最复杂的现象之一。为了发展和改进预测模型,对其建模提出了不同的观点。在人工智能技术的帮助下,水文过程可以自信地建模。采用人工神经网络(ann)、M5模型树及其与小波变换的混合方法对雷兰柴流域径流进行了模拟。从2000年到2021年,训练状态中使用的70%的数据和测试状态中使用的30%的数据都是在这个分水岭收集的。除日量表和月量表外,还对每个量表内的模拟结果和观测结果进行了比较。首先,利用小波变换将降雨和径流时间序列划分为多个子序列,以对抗不稳定性。然后将生成的小标题用作ANN和M5模型树的输入。结果表明,小波混合模型将人工神经网络模型的日准确率提高了4%,月准确率提高了26%。它还将M5模型树的日和月准确率分别提高了4%和41%。随着预测水平的延长,小波- m5模型的精度下降程度与小波-人工神经网络(WANN)模型不同。因此,雷兰柴流域具有相对稳定的行为模式。最后,混合模型与小波变换相结合,提高了预测精度。
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引用次数: 1
Challenges in Implementing ICT Tools in Water and Sanitation Services Management in South Africa 在南非水和卫生服务管理中实施信息通信技术工具的挑战
Q3 Social Sciences Pub Date : 2023-01-01 DOI: 10.14796/jwmm.c506
Tafadzwa Jaquline Mukasi, Olabanji Oni
This article discusses challenges encountered in implementing Information Communication Technology tools in water and sanitation services management in South Africa. This qualitative study used a Human Capital Development framework. The study area has had limited consultation on Information Communication Technology tools, low Information Communication Technology usage, and skills gap. Attention is paid to the effective use of Information Communication Technology tools, for example, mobile phones and their application to address the challenges faced. This promotes proper water and sanitation services management by implementing relevant tools to increase the knowledge and skills of service providers. South Africa needs to address and eliminate challenges experienced in implementing Information Communication Technology tools, inequalities, and human-made challenges to ensure availability of services and sustainable water and sanitation services management.
本文讨论了在南非的水和卫生服务管理中实施信息通信技术工具所遇到的挑战。本定性研究采用了人力资本开发框架。研究区域在信息通信技术工具、信息通信技术使用率低和技能差距等方面的咨询有限。注意有效利用信息通信技术工具,例如移动电话及其应用,以应对所面临的挑战。通过实施相关工具,提高服务提供者的知识和技能,促进适当的水和环境卫生服务管理。南非需要解决和消除在实施信息通信技术工具、不平等和人为挑战方面的挑战,以确保服务的可用性和可持续的水和卫生服务管理。
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引用次数: 0
The Variation of Water Parameters along the Bandawaya Valley, Northern Iraq 伊拉克北部班达瓦亚河谷水参数的变化
IF 1.2 Q3 Social Sciences Pub Date : 2023-01-01 DOI: 10.14796/jwmm.c504
Ali M. Sulaiman, Kotayba T. Al-Youzbakey, Daad A. Ismael
Wadi Bandawaya, which is 40 km north of Mosul in Iraq, pierces Mount Dahqan and creates a small valley that is ideal for the construction of a dam for harvesting rainwater. Water quality is evaluated for domestic and agricultural uses using chemical analyses of the main cations (Ca2+, Mg2+, Na+, K+), anions (HCO3-, SO42-, Cl-, NO3-), as well as measurements of the acidity function (pH), electrical conductivity (Ec), concentration of total dissolved salts (TDS), and total hardness (TH). The valley water is considered to be within the limits permitted for drinking by the World Health Organization. If held inside the water harvesting project of the Bandawaya dam, the water of Bandawaya Valley is freshwater, suitable for drinking and domestic applications, according to the water quality index (WQI). It is also suitable for irrigation of agricultural lands adjacent to the valley in accordance with standards of the percentage of sodium (SSP), the rate of sodium adsorption (Sodium Adsorption Ratio, SAR), the quantity of residual sodium carbonate (Residual Sodium Bicarbonate, RSBC), and the percentage of magnesium (MAR). When there is little rain, the harvested water will be used for irrigation, as well as for supplemental irrigation techniques.
瓦迪班达瓦亚位于伊拉克摩苏尔以北40公里处,穿过达坎山,形成一个小山谷,非常适合建造收集雨水的水坝。通过对主要阳离子(Ca2+, Mg2+, Na+, K+),阴离子(HCO3-, SO42-, Cl-, NO3-)的化学分析,以及酸度函数(pH),电导率(Ec),总溶解盐(TDS)浓度(TDS)和总硬度(TH)的测量,对家庭和农业用途的水质进行评估。山谷里的水被认为在世界卫生组织允许饮用的限度之内。如果在班达瓦亚大坝集水工程内举行,根据水质指数(WQI),班达瓦亚河谷的水是淡水,适合饮用和家庭应用。按照钠的百分率(SSP)、钠的吸附率(SAR)、残留碳酸钠的量(RSBC)、镁的百分率(MAR)等标准,也适用于河谷附近农田的灌溉。少雨时,收获的水将用于灌溉,以及补充灌溉技术。
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引用次数: 0
Model-based Analysis of Nitrogen Dynamics in the Tigris River in Baghdad City 巴格达底格里斯河氮动力学的模型分析
IF 1.2 Q3 Social Sciences Pub Date : 2023-01-01 DOI: 10.14796/jwmm.c495
Muwafaq H. Al Lami, I. Alwan, H. Ismael
Developing a solid understanding of the nitrogen dynamics across the Tigris River is critical to evaluate the environmental degradation of the increased N fluxes. Nitrite, nitrate, and total oxidized N (nitrite+nitrate) were monitored from April 2018 to August 2019. Plug flow reactors and continuously stirred tank reactors in series models were implemented to explore N behavior in the river system. The results indicated that the total oxidized N decreased over the first half of the study period, then was followed by a high rate of nitrate production. These findings are also supported by changes of the river flow rates, dissolved oxygen, pH, and chemical oxygen demand. The models have the capacity to simulate N dynamics, with varied prediction errors. Root mean squared errors between measured and predicted nitrite, nitrate, and total oxidized N concentrations were 0.118, 2.595, and 2.560 g m-3, respectively, for the PFR model, while these values were 0.05, 0.175 g m-3, and 0.176 g m-3, respectively, for the CSTRS model. The correlation coefficients were 0.012, 0.925, and 0.922 for nitrite, nitrate, and total oxidized N, respectively, when the PFR model was applied. These values were 0.92, 0.99, and 0.99, respectively, after the application of the CSTRS model. Obtained results revealed that the modeling approach can provide a useful framework to improve understanding of N dynamics, which helps to develop mitigation strategies for sustaining water quality in the Tigris River.
对底格里斯河流域氮动态的深入了解,对于评价氮通量增加所造成的环境退化至关重要。2018年4月至2019年8月监测亚硝酸盐、硝酸盐和总氧化氮(亚硝酸盐+硝酸盐)。采用塞流反应器和连续搅拌槽式反应器进行串联模型,探索N在河流系统中的行为。结果表明,在试验前半期,总氧化氮呈下降趋势,随后硝态氮高产。这些发现也得到了河流流速、溶解氧、pH值和化学需氧量变化的支持。该模型具有模拟N动态的能力,具有不同的预测误差。对于PFR模型,亚硝酸盐、硝酸盐和总氧化氮浓度的测量值与预测值的均方根误差分别为0.118、2.595和2.560 g m-3,而对于CSTRS模型,这些值分别为0.05、0.175 g m-3和0.176 g m-3。采用PFR模型时,亚硝酸盐、硝酸盐和总氧化氮的相关系数分别为0.012、0.925和0.922。应用CSTRS模型后,这些值分别为0.92、0.99和0.99。所获得的结果表明,建模方法可以提供一个有用的框架,以提高对氮动力学的理解,这有助于制定缓解策略,以维持底格里斯河的水质。
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引用次数: 0
Surface Water Quality Assessment, Prediction, and Modeling of the River Daya in Odisha 奥里萨邦大雅河地表水水质评价、预测与建模
Q3 Social Sciences Pub Date : 2023-01-01 DOI: 10.14796/jwmm.c508
Pramod Kumar Jena, Sayed Modinur Rahaman, Pradeep Kumar Das Mohapatra, Durga Prasad Barik, Dikshya Surabhi Patra
A decision tree-based approach is projected to predict surface water quality and is a good tool to assess the quality and guarantee the safe use of water for drinking. Modeling surface water quality using artificial intelligence-based models is essential in projecting suitable mitigation measures; however, it remains a challenge and requires further research to enhance the modeling accuracy. Because of the serious effects of low water quality, a faster and less expensive solution is required. With this motivation, this research explores a series of supervised machine learning algorithms to estimate the water quality. The objective of this study is to assess the surface water quality of the Daya watercourse to determine the optimal procedure to measure quality of drinking water. Samples were collected from designated locations throughout different seasons (winter, summer, rainy) over a period of five years (2016, 2017, 2018, 2019, and 2020). Total dissolved solids, pH, alkalinity, chloride, nitrate, total hardness, calcium, magnesium, iron, fluoride, were all tested, as well as total coliform, fecal coliform, and E. coli. Through this decision tree regression model, accuracy of prediction is 93.77%. This is a significant result, indicating that the decision tree-based approach has the potential to be a useful tool for surface water quality prediction. However, it is important to note that there may be limitations and uncertainties in the model, and further research and validation may be required to improve the accuracy and dependability of forecasts. The catastrophic consequences of poor water quality, as well as the need for faster and less expensive technologies for testing water quality, are the driving factors in this study. The study's findings can help to improve knowledge of water quality in the Daya watercourse and enhance the decision-making processes to ensure safe drinking water.
提出了一种基于决策树的地表水水质预测方法,是评价地表水水质和保证饮用水安全使用的良好工具。使用基于人工智能的模型模拟地表水质量对于预测适当的缓解措施至关重要;然而,这仍然是一个挑战,需要进一步研究以提高建模精度。由于低水质的严重影响,需要一种更快、更便宜的解决方案。在此动机下,本研究探索了一系列有监督的机器学习算法来估计水质。本研究的目的是评估大雅水道的地表水水质,以确定最佳的饮用水水质测量程序。在5年(2016年、2017年、2018年、2019年和2020年)的不同季节(冬季、夏季、雨季)从指定地点收集样本。总溶解固形物、pH值、碱度、氯化物、硝酸盐、总硬度、钙、镁、铁、氟化物,以及总大肠菌群、粪便大肠菌群和大肠杆菌都进行了测试。通过该决策树回归模型,预测准确率为93.77%。这是一个重要的结果,表明基于决策树的方法有潜力成为地表水质量预测的有用工具。然而,值得注意的是,模型可能存在局限性和不确定性,可能需要进一步的研究和验证,以提高预测的准确性和可靠性。水质差的灾难性后果,以及对更快、更便宜的水质检测技术的需求,是这项研究的驱动因素。研究结果有助于提高对大雅水道水质的认识,加强决策过程,确保饮用水安全。
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引用次数: 0
Modeling the Rainfall–Runoff Relationship with TOPMODEL in the Wadi El Kebir Watershed 用TOPMODEL模拟Wadi El Kebir流域降雨-径流关系
IF 1.2 Q3 Social Sciences Pub Date : 2023-01-01 DOI: 10.14796/jwmm.c497
Noureddine Maref, Khaled Korichi, Zakaria Mahfoud
The rainfall–runoff relationship was studied in the Wadi El Kebir watershed, located in Northeastern Algeria, using TOPMODEL (topography based hydrological model). This is a geomorphological and semi-distributed model which is used to predict the hydrological behaviour of watersheds and to calculate the water storage deficit of an aquifer in any location. It uses topographic information of the watershed to predict the extent of contributing areas in the production of runoff. TOPMODEL was applied with event-based rainfall–runoff modeling where 13 hourly rainfall series were used to predict the discharge at the basin outlet. A digital elevation model (DEM) was also used to define the contours of the basin and to map out the drainage directions and the topographic index. TOPMODEL was calibrated and validated using the measured discharges and various objective functions such as Nash (Nash-Sutcliffe) and coefficient of determination (R2). The TOPMODEL results showed a high-performance level. Indeed, after the calibration and validation procedure, the performance of the model oscillates between satisfactory and very good. For the calibration, Nash varied between 0.59 and 0.91, and R2 between 0.66 and 0.91. However, the values of these criteria coefficients were slightly reduced during the validation phase, Nash (0.53 to 0.84) and R2 (0.59 to 0.87). Also, the proposed model shows the weak contribution of groundwater flows in the hydrological response of the study area.
利用TOPMODEL(基于地形的水文模型)研究了位于阿尔及利亚东北部的Wadi El Kebir流域的降雨-径流关系。这是一种地貌学和半分布式模型,用于预测流域的水文行为,并计算任何地点含水层的储水量赤字。它利用流域的地形信息来预测径流产生的贡献区域的程度。采用TOPMODEL基于事件的降雨径流模型,利用13个逐时降水序列对流域出水口流量进行预测。利用数字高程模型(DEM)确定了流域的等高线,绘制了流域方向和地形指数。使用测量的放电和各种目标函数,如纳什(Nash- sutcliffe)和决定系数(R2),对TOPMODEL进行校准和验证。TOPMODEL结果显示出高性能水平。事实上,经过校准和验证程序后,模型的性能在令人满意和非常好之间波动。Nash在0.59 ~ 0.91之间,R2在0.66 ~ 0.91之间。然而,在验证阶段,这些标准系数的值略有降低,Nash(0.53 ~ 0.84)和R2(0.59 ~ 0.87)。此外,该模型还显示了地下水对研究区水文响应的微弱贡献。
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引用次数: 0
Spatial and Temporal Analysis of Nitrate Dynamics along the Tigris River 底格里斯河沿岸硝酸盐动态的时空分析
IF 1.2 Q3 Social Sciences Pub Date : 2023-01-01 DOI: 10.14796/jwmm.c503
Muwafaq H. Al Lami
Given the wide dependency on surface water used to supply drinking water, agricultural irrigation, and industrial activities, nitrate pollution has posed a serious concern in the Tigris River in recent years. The main objective of this study was to develop an understanding of the spatiotemporal patterns of nitrate distribution in the Tigris River through an integrated approach using hydrological data, physicochemical parameters, and model-based analysis. Eighty-four monthly sampling campaigns from forty monitoring locations along the Tigris River were carried out from January 2011 to December 2018. Obtained results demonstrated that the NO3- dynamics were strongly correlated with the length of transport distance and flow rates along the river system (p < 0.05). High flow rates in the upper courses of the river system favored physical transport of NO3- and promoted a dilution effect. However, low flow rates in the lower sections favored the accumulation processes of NO3- and promoted a concentration effect. High concentration of 7.0±1.96 g NO3- m-3 was observed in February 2018 downstream in the river. No significant seasonal effect in NO3- concentrations were observed. These results were supported by the changes in dissolved oxygen concentration and pH in the river system and indicated high nitrification rates and elevated NO3- accumulation, particularly downstream in the river. This modeling approach has also confirmed field observations of NO3- dynamics with 65% of the variances in the river system being explained by the model.
由于底格里斯河广泛依赖地表水来提供饮用水、农业灌溉和工业活动,硝酸盐污染近年来在底格里斯河中引起了严重关注。本研究的主要目的是通过综合利用水文数据、理化参数和基于模型的分析方法,了解底格里斯河硝酸盐分布的时空格局。2011年1月至2018年12月,在底格里斯河沿岸的40个监测点进行了84次月度抽样活动。结果表明,NO3-的动态变化与水系输运距离长度和流量密切相关(p < 0.05)。河流水系上游的高流速有利于NO3-的物理输送,促进了稀释效应。低流速有利于NO3-的积累过程,促进了浓度效应。2018年2月,河流下游NO3- m-3浓度为7.0±1.96 g。NO3-浓度没有明显的季节效应。这些结果得到了河流系统中溶解氧浓度和pH值变化的支持,并表明硝化速率高,NO3-积累增加,特别是在河流下游。这种建模方法也证实了NO3-动力学的实地观测结果,该模型可以解释65%的河流系统差异。
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引用次数: 0
Bioretention Model for Urban Runoff Treatment in a Tropical Climate: A Case Study at the Universiti Sains Malaysia 热带气候下城市径流处理的生物滞留模型:马来西亚圣斯大学的案例研究
IF 1.2 Q3 Social Sciences Pub Date : 2023-01-01 DOI: 10.14796/jwmm.c498
Khee Ling Woon, H. Goh, Chun Kiat Chang, Siti Fairuz Juiani, N. Zakaria
Model for Urban Storm Water Improvement Conceptualism (MUSIC) software has been widely used to predict the treatment and performance of stormwater Best Management Practices (BMPs) such as bioretention for decision-making purposes in stormwater management. However, the calibration of bioretention models based on pollutant runoff characteristics in the tropics is rarely studied. This paper presents the calibration of bioretention model parameters using MUSIC software to treat polluted runoff in a tropical climate. The bioretention model was simulated based on a pilot study at the Universiti Sains Malaysia (USM) engineering campus to evaluate the flow rate and pollutant’s reduction performance. Two stages of calibration were conducted, with the first stage to calibrate the inflow and pollutant concentrations, and the second stage to further calibrate the k-C* model to fit the experimental results. The validation of the model was done using the percentage bias between modeled and experimental data to evaluate the accuracy of bioretention modeling using MUSIC software. Overall, the accuracy of this model increased after calibration and can be accepted, as the performance of bioretention models for total suspended solids, total nitrogen, and total phosphorus removal percentage are good or very good (-13%, -4%, and -39% respectively), whereas the flow rate reduction is satisfactory (17%).
城市雨水改善概念模型(MUSIC)软件已被广泛用于预测雨水最佳管理实践(BMPs)的处理和性能,如用于雨水管理决策目的的生物保留。然而,基于热带地区污染物径流特征的生物滞留模型的校准研究却很少。本文介绍了利用MUSIC软件对热带气候污染径流进行生物滞留模型参数校正的方法。生物滞留模型是在马来西亚理科大学(USM)工程校区进行的一项试点研究中模拟的,以评估流速和污染物减排性能。进行了两阶段的校准,第一阶段校准入流和污染物浓度,第二阶段进一步校准k-C*模型以拟合实验结果。利用模型与实验数据之间的百分比偏差对模型进行验证,以评估MUSIC软件生物保留率建模的准确性。总体而言,校正后该模型的准确性有所提高,可以接受,因为生物保留模型对总悬浮物、总氮和总磷的去除率表现良好或非常好(分别为-13%、-4%和-39%),而流量降低率则令人满意(17%)。
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引用次数: 0
Long Memory, Time Trends, and the Degree of Persistence in Water Temperatures of Five European Rivers and Lakes 欧洲五大河流和湖泊水温的长期记忆、时间趋势和持续程度
Q3 Social Sciences Pub Date : 2023-01-01 DOI: 10.14796/jwmm.c505
Luis A. Gil-Alana, María Jesús González-Blanch, Carmen Lafuente, Tiina Nõges, Merja Pulkkanen
This paper uses long memory and fractional integration techniques to analyze the presence of time trends in the water temperatures of three large European rivers (the Rhine at Lobith, the Danube at Wienna, the Meuse at Eijsden) and two lakes (Saimaa in Finland, and Võrtsjärv in Estonia). Long memory is a feature frequently observed in hydrological data, and it is important to consider it to appropriately estimate the potential trends in the data. The results indicate the existence of significant positive trends in all the five series examined, possibly as a consequence of global warming. Interestingly, once the time trends are taken into consideration, the degree of persistence substantially decreases in all cases and the long memory property in the data disappears.
本文使用长记忆和分数积分技术来分析欧洲三大河流(洛比斯的莱茵河、维也纳的多瑙河、艾森登的默兹河)和两个湖泊(芬兰的塞马湖和爱沙尼亚的Võrtsjärv)水温的时间趋势。长记忆是水文数据中经常观察到的一个特征,考虑长记忆对于适当估计数据中的潜在趋势是很重要的。结果表明,在所有五个系列中都存在显著的正趋势,这可能是全球变暖的结果。有趣的是,一旦考虑到时间趋势,在所有情况下,持久性的程度都会大大降低,数据中的长内存属性也会消失。
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引用次数: 0
期刊
Journal of Water Management Modeling
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