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Assessing the feasibility of applying remote sensing technique in calculating water consumption 评估应用遥感技术计算用水量的可行性
IF 4.3 Q2 Environmental Science Pub Date : 2023-06-15 DOI: 10.2166/ws.2023.139
Magda Mohamed, Huda Kamal Soussa, Nagy Aly Hassan, T. Elgamal
Remote sensing techniques are currently used in different fields including irrigation and water management fields. One of the important fields is the calculation of water consumption (WC). Remote sensing techniques can be used to estimate actual evapotranspiration and it can also be used to estimate crop coefficients based on spectral reflectance of vegetation indices (VIs), and from a relation with normalized difference vegetation index (NDVI), which is an indicator for the absorption and the reflection ratios by the green plant. The current study used remote sensing data to calculate WC for El-Bostan irrigation district. Crop coefficient values were calculated from NDVI and reference evapotranspiration values were calculated using CROPWAT program. The obtained results were verified by comparing them with field measurements. There was a strong linear correlation between the measured and calculated values with r2 of 0.90, while the root-mean-square error (RMSE) was 0.68. The results were also verified by comparing irrigation efficiencies obtained from remote sensing and from field measurements. The results were very close to each other. The study illustrated the importance and the reliability of using remote sensing techniques in calculating WC values, and which could improve water management and water use efficiency.
遥感技术目前应用于灌溉和水管理等不同领域。其中一个重要的领域是用水量的计算。遥感技术可用于估算实际蒸散发,也可根据植被指数的光谱反射率(VIs)以及与植被指数归一化差值(NDVI)的关系估算作物系数,植被指数是绿色植物吸收和反射比的指标。目前的研究使用遥感数据计算El-Bostan灌区的用水量。利用NDVI计算作物系数值,利用CROPWAT程序计算参考蒸散发值。通过与现场实测结果的比较,验证了所得结果的正确性。实测值与计算值具有较强的线性相关性,r2为0.90,均方根误差(RMSE)为0.68。通过比较从遥感和实地测量获得的灌溉效率,也验证了结果。结果非常接近。该研究说明了利用遥感技术计算水资源价值的重要性和可靠性,可以提高水资源管理和利用效率。
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引用次数: 0
Sustainability indexes in water–food–energy nexus to develop strategies with respect to virtual water 水-食物-能源关系的可持续性指数,以制定有关虚拟水的战略
IF 4.3 Q2 Environmental Science Pub Date : 2023-06-15 DOI: 10.2166/ws.2023.144
Shanhui Huang, F. Zeng
The management of water resources requires a correct understanding of the simultaneous management of food and energy resources. The framework of water–food–energy correlation with the approach of sustainability of resources and uses analyzes the combined management and exploitation of water, food, and energy resources with the help of scenario planning. In addition to sustainability concepts, environmental costs such as the emission of carbon dioxide from fossil fuels and its impact on the environment are also discussed. In this research, according to the five defined indicators and based on the potential of using solar energy and the possibility of exploiting renewable energy sources such as solar energy, various management scenarios have been developed. After examining the virtual water management model developed in the Hunan basin as a case study, the development of the water–food–energy nexus model and its calibration, and four scenarios including improving water use efficiency, energy saving, increasing food productivity, and nexus sustainability were developed. The results showed that the nexus strategy can provide sustainability goals according to the weight of each component. After the combined scenario, improving the efficiency of water consumption can be the component with the highest priority in the decision-making model in dry areas.
水资源的管理需要对同时管理粮食和能源资源有一个正确的认识。水-食物-能源关联框架与资源和利用的可持续性方法,通过情景规划分析了水、食物和能源资源的联合管理和开发。除了可持续发展的概念,环境成本,如二氧化碳从化石燃料的排放及其对环境的影响也进行了讨论。在这项研究中,根据确定的五个指标,并根据利用太阳能的潜力和开发太阳能等可再生能源的可能性,制定了各种管理方案。以湖南流域开发的虚拟水资源管理模型为例,建立了水-食物-能源关联模型及其定标,提出了提高水资源利用效率、节约能源、提高粮食生产力和关联可持续性4种情景。结果表明,nexus策略可以根据各组成部分的权重提供可持续发展目标。在组合情景之后,提高水资源消耗效率可以成为干旱地区决策模型中最优先考虑的部分。
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引用次数: 0
Multi-agent reinforcement learning framework for real-time scheduling of pump and valve in water distribution networks 配水管网泵阀实时调度的多智能体强化学习框架
IF 4.3 Q2 Environmental Science Pub Date : 2023-06-04 DOI: 10.2166/ws.2023.163
Shiyuan Hu, Jinliang Gao, Dan Zhong
With energy and water resources shortages, the energy and water resources managements of water distribution networks (WDNs) have become increasingly important. However, achieving real-time scheduling of pump and valve in dynamic environments remains challenging. Thus, this study proposes a multi-agent reinforcement learning scheduling framework to address the uncertainty of water demand in WDNs. First, we constructed a WDN environment and modelled the scheduling problem as a Markov decision process. Second, a multi-agent deep deterministic policy gradient (MADDPG) method was used to determine the strategy of the fully cooperative multi-agent task. Moreover, the impacts of energy and water loss costs on the scheduling strategy were explored. Finally, the results were compared with those of a genetic algorithm (GA), particle swarm optimisation (PSO), and differential evolution (DE) to verify the performance and robustness of the proposed model. The results show that water loss dominates the scheduling process, and the scheduling solutions for minimising water loss and energy costs are mainly affected by the demand pattern of consumers rather than the energy tariff. The proposed MADDPG model outperforms the GA, PSO, and DE models, achieving a significantly faster solution, which is advantageous for practical applications.
随着能源和水资源的短缺,配水网络的能源和水资源管理变得越来越重要。然而,在动态环境中实现泵和阀的实时调度仍然是一个挑战。因此,本研究提出了一个多智能体强化学习调度框架来解决用水需求的不确定性。首先,我们构建了一个WDN环境,并将调度问题建模为马尔可夫决策过程。其次,采用多智能体深度确定性策略梯度(madpg)方法确定多智能体完全合作任务的策略。此外,还探讨了能量损失和水损失对调度策略的影响。最后,将结果与遗传算法(GA)、粒子群优化(PSO)和差分进化(DE)的结果进行比较,以验证所提模型的性能和鲁棒性。研究结果表明,水损失在调度过程中占主导地位,而最小化水损失和能源成本的调度方案主要受消费者需求模式的影响,而不是受能源电价的影响。所提出的madpg模型优于GA、PSO和DE模型,求解速度明显加快,有利于实际应用。
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引用次数: 0
A closer look at the history of the desalination industry: the evolution of the practice of desalination through the course of time 仔细看看海水淡化行业的历史:海水淡化实践的演变,随着时间的推移
IF 4.3 Q2 Environmental Science Pub Date : 2023-06-02 DOI: 10.2166/ws.2023.135
Babak Zolghadr-Asli, N. McIntyre, S. Djordjević, R. Farmani, Liliana Pagliero
Maintaining access to a sustainable water resource is becoming increasingly difficult in the midst of the ongoing global water crisis, emphasizing the importance of investing in alternative resources such as desalinated water. Throughout history, the desalination industry has adapted to the specific needs of an era or different environmental conditions by incorporating cutting-edge technologies. The general theme of this paper is the past, the present, and the future of the desalination industry. As such, this research aims to examine the evolution of the desalination industry over time, understand its current state, and ultimately use this knowledge to highlight some important considerations for its future. This review highlighted the immense influence of the energy market on the prevalence of desalination technology in a given region and/or eras. The information gathered here indicates that other sectors, such as agriculture, may need to rely on this unconventional water supply in the future, but there are certain factors ranging from socioeconomic to environmental concerns that need continued and increased research to facilitate the long-term, sustainable development of this practice.
在持续的全球水危机中,保持获得可持续水资源的机会变得越来越困难,这强调了投资于淡化水等替代资源的重要性。纵观历史,海水淡化行业通过采用尖端技术来适应时代或不同环境条件的特定需求。本文的总主题是海水淡化行业的过去、现在和未来。因此,本研究旨在考察海水淡化行业随时间的演变,了解其现状,并最终利用这些知识来强调其未来的一些重要考虑因素。这一审查突出了能源市场对某一区域和(或)时代海水淡化技术普及的巨大影响。这里收集的信息表明,其他部门,如农业,未来可能需要依赖这种非常规的水供应,但从社会经济到环境问题的某些因素需要继续和增加研究,以促进这种做法的长期可持续发展。
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引用次数: 1
Determination of complementary irrigation times for rainfed cultivation based on biomass optimization and soil erosion index in Yellow River Valley 基于生物量优化和土壤侵蚀指数的黄河流域旱作补灌次数确定
IF 4.3 Q2 Environmental Science Pub Date : 2023-06-02 DOI: 10.2166/ws.2023.122
Xiaodan Li, Xin Huang, Xiaoning Zhang, Lili Nian, Peijie Yan, Xingyu Liu, Xuelu Liu
Drought is the most important factor limiting the growth and production of wheat in China. Arid and semi-arid regions and high water consumption in the agricultural sector have led to various deficit irrigation strategies. The effect of the hydrological process on yield production has been evaluated in rainfed cultivation of wheat for the three climatic stations of Gansu Province, Yellow River Valley, China. A general framework was provided for rainfed cultivation of wheat in arid and semi-arid regions. Moreover, the best time and amount of complementary irrigation and its effect on increasing yield production have been evaluated using grey wolf optimization algorithm. The results showed that rainfed cultivation of wheat in a humid regime could be suggested without complementary irrigation. Conducting two complementary irrigations in semi-humid regime can increase the final yield of wheat by more than 150 kg/ha. The maximum yields in sustainable management were obtained 4,844, 4,510, and 4,408 kg/ha for Longnan, Tianshui, and Dingxi, respectively.
干旱是制约中国小麦生长和生产的最重要因素。干旱和半干旱地区以及农业部门的高用水量导致了各种亏缺灌溉战略。以甘肃省、黄河流域3个气候站为研究对象,评价了水文过程对旱作小麦产量的影响。提出了干旱半干旱地区旱作小麦栽培的总体框架。并利用灰狼优化算法对最佳补灌时间、补灌量及其增产效果进行了评价。结果表明,在不补充灌溉的情况下,可以在湿润条件下进行小麦旱作栽培。在半湿润条件下进行两次互补灌溉可使小麦最终产量提高150公斤/公顷以上。龙南、天水和定西在可持续管理下的最高产量分别为4844、4510和4408 kg/ha。
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引用次数: 0
Spatial and seasonal variations in nutrient load and trophic status of Ganga and Yamuna rivers in Uttar Pradesh, India 印度北方邦恒河和亚穆纳河养分负荷和营养状况的空间和季节变化
IF 4.3 Q2 Environmental Science Pub Date : 2023-06-01 DOI: 10.2166/ws.2023.133
Kriti Varma, P. Jha
Nutrient loading in aquatic systems from anthropogenic sources is a worldwide concern. The Ganga is the most important river in India, but pollution is currently severely threatening its biodiversity and long-term environmental viability. Water samples were taken from 36 locations along the length of the Ganga and Yamuna rivers in Uttar Pradesh and analysed for nutrient concentration to evaluate the nutrient load, eutrophication danger, and river trophic status. The average concentration of NO3-N, PO4-P, NH4-N, and SiO2-Si exceeded the values in unpolluted rivers, indicating the contribution of anthropogenic sources. The concentration of NO3-N and NH4-N showed significant spatial variation, and PO4-P showed significant seasonal variation in the study area. The DIN/DIP ratio in the study area exceeded 16:1, indicating a phosphate-limiting condition for phytoplankton development. The DSi/DIN value showed a declining trend in the downstream region of both rivers with average values <1, indicating nitrate pollution leading to eutrophic conditions. The Indicator for Coastal Eutrophication Potential (ICEP) showed a positive value, indicating that the Ganga and Yamuna rivers in Uttar Pradesh were eutrophic due to nitrogen pollution. Trophic State Index (TSI) values indicated that super-eutrophic conditions existed in the Ganga River (65.62) and hypereutrophic conditions existed in the Yamuna River (75.55) in Uttar Pradesh.
水生系统中人为来源的营养负荷是一个全世界关注的问题。恒河是印度最重要的河流,但污染目前正严重威胁着其生物多样性和长期环境生存能力。从北方邦恒河和亚穆纳河沿线的36个地点采集水样,分析营养物浓度,以评估营养物负荷、富营养化危险和河流营养状况。NO3-N、PO4-P、NH4-N和SiO2-Si的平均浓度均超过未污染河流,表明有人为源的贡献。研究区NO3-N和NH4-N浓度存在显著的空间差异,PO4-P浓度存在显著的季节差异。研究区DIN/DIP比值超过16:1,表明存在浮游植物发育的限磷条件。两河下游DSi/DIN值均呈下降趋势,平均值<1,表明硝酸盐污染导致富营养化。沿海富营养化潜力指数(ICEP)呈正值,表明恒河和亚穆纳河因氮污染而富营养化。营养状态指数(TSI)值表明,北方邦恒河(65.62)和亚穆纳河(75.55)存在超富营养化状态。
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引用次数: 0
Groundwater potential zonation in the Siwalik of the Kankai River Basin, Eastern Nepal 尼泊尔东部Kankai河流域Siwalik地区地下水潜力分区
IF 4.3 Q2 Environmental Science Pub Date : 2023-06-01 DOI: 10.2166/ws.2023.137
Champak Babu Silwal, Mukesh Nepal, D. Pathak, Balram Karkee, Kiran Dahal, Samir Acharya
For the globally degrading groundwater resources in terms of quantity and quality, proper assessment and management become crucial for their sustainable use. This study aims to delineate the groundwater potential zones using an integrated approach of geographic information system (GIS) and the Analytical Hierarchy Process (AHP) in the Siwalik of the Kankai River Basin, Eastern Nepal. Different thematic layers like hydrogeomorphology, land use/land cover, lithology, slope, topographic wetness index, drainage density, normalized difference vegetation index, lineament density, and aspect were prepared and processed with suitable weights on Saaty's scale. The delineated groundwater potential zones in the study area were categorized as low, moderate, and high. The results showed that approximately 49.38% (130.85 km2) of the total study area has a low potential for groundwater. The moderate zone includes approximately 35.5% (94.07 km2) and the high potential zone includes only 15.05% (39.88 km2) of the area. The potential map was validated with a 70.6% prediction rate using the spatial distribution of the springs in the area. The analysis shows that hydrogeomorphology, LULC, and lithology have a significant control on the occurrences of groundwater. The study signifies the scarcity of groundwater resources, which needs a better management plan and strategies for sustainable use.
全球地下水资源在数量和质量上都在不断退化,正确的评价和管理对地下水资源的可持续利用至关重要。本研究旨在利用地理信息系统(GIS)和层次分析法(AHP)的综合方法,在尼泊尔东部Kankai河流域的Siwalik地区划定地下水潜力区。对水文地貌、土地利用/土地覆被、岩性、坡度、地形湿度指数、排水密度、归一化植被指数、地貌密度、坡向等不同主题层进行了制作和处理,并在Saaty标度上设置了合适的权重。圈定的研究区地下水潜力区分为低、中、高3个等级。结果表明:研究区地下水低潜力区约占研究区总面积的49.38% (130.85 km2);中等电位区约占总面积的35.5% (94.07 km2),高电位区仅占总面积的15.05% (39.88 km2)。利用该地区泉水的空间分布,对潜力图进行了验证,预测率为70.6%。分析表明,水文地貌、LULC和岩性对地下水赋存有重要的控制作用。该研究表明,地下水资源的稀缺性,需要更好的管理计划和可持续利用战略。
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引用次数: 0
Neural computing techniques to estimate the hydraulic conductivity of porous media 利用神经计算技术估算多孔介质的水力导电性
IF 4.3 Q2 Environmental Science Pub Date : 2023-06-01 DOI: 10.2166/ws.2023.143
Abhishish Chandel, V. Shankar, Navsal Kumar
Accurate hydraulic conductivity (K) estimation of porous media is crucial in hydrological studies. Recently, groundwater investigators have utilized neural computing techniques to indirectly estimate soil sample K instead of time-consuming direct methods. The present study utilizes easily measurable characteristics, i.e., grain size at 10 and 50% finer by weight, porosity, and uniformity coefficient as input variables to examine the efficacy of feed-forward neural network (FFNN), Kohonen self-organizing maps (KSOM), and multiple linear regression (MLR) models in estimating the K of soil samples. Model development and validation used 70 and 30% of datasets, respectively. The determination coefficient (R2), root mean square error (RMSE), and mean bias error (MBE) were used to compare the model performance with the measured K values. The study's outcome indicates that the FFNN and KSOM models better estimate the K value, while the MLR model performs merely satisfactorily. Overall, during validation, the FFNN model correlates better with the measured values having R2, RMSE, and MBE of 0.94, 0.016, and 0.006, whereas the corresponding values for KSOM are 0.91, 0.024, and −0.004, and that for MLR are 0.87, 0.024, and 0.013, respectively. Notably, the FFNN model exhibits superior prediction performance and can be employed in aquifers for precise K estimation.
在水文研究中,多孔介质的水导率(K)的准确估算是至关重要的。近年来,地下水研究人员利用神经计算技术来间接估计土壤样品K,而不是耗时的直接方法。本研究利用易于测量的特征,即比重量细10%和50%的粒度、孔隙度和均匀性系数作为输入变量,来检验前馈神经网络(FFNN)、Kohonen自组织图(KSOM)和多元线性回归(MLR)模型在估计土壤样品K方面的有效性。模型开发和验证分别使用了70%和30%的数据集。采用决定系数(R2)、均方根误差(RMSE)和平均偏差误差(MBE)将模型性能与实测K值进行比较。研究结果表明,FFNN和KSOM模型更好地估计了K值,而MLR模型的表现仅令人满意。总体而言,在验证过程中,FFNN模型与实测值的相关性较好,R2、RMSE和MBE分别为0.94、0.016和0.006,而KSOM模型的相应值分别为0.91、0.024和- 0.004,MLR模型的相应值分别为0.87、0.024和0.013。值得注意的是,FFNN模型具有优越的预测性能,可用于含水层的精确K估计。
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引用次数: 0
Climate change effects on soil salinity in rainfed maize areas: a case study from South Africa 气候变化对雨养玉米地区土壤盐分的影响:来自南非的案例研究
IF 4.3 Q2 Environmental Science Pub Date : 2023-06-01 DOI: 10.2166/ws.2023.138
Zied Haj-Amor, T. Araya, Dong-Gill Kim, S. Bouri
In maize fields, few studies have been conducted to identify the temporal trend of soil salinity and formulate optimal irrigation plans under climate change. Therefore, the main goals of this study were to predict changes in soil salinity over 2022–2050 and to formulate an optimal supplemental irrigation plan preventing soil salinity in a South African rainfed maize field. The study used the Global Climate Model (GCM) MPI-ESM1-2-LR to obtain future climate data for the study area from 2022 to 2050 and applied the HYDRUS-1D model to project the effects of these future climate data on soil salinity over the same period and to identify the best irrigation plan under climate change. Two key findings were revealed: first, the combined use of GCMs (i.e., MPI-ESM1-2-LR model) and soil-water models (i.e., HYDRUS-1D) was a powerful tool to identify soil salinity trends and formulate optimal irrigation plan under climate change. Second, in addition to rainfall amount, supplying a limited supplemental irrigation amount equal to 8% of the actual evapotranspiration of maize at the mid-season stage of maize growth can significantly reduce soil salinity (<1.7 dS m−1) and enhance soil moisture under climate change by 2050. These findings will be useful for preventing soil salinity in rainfed maize fields.
在玉米田,气候变化条件下土壤盐分变化趋势及最佳灌溉方案的研究较少。因此,本研究的主要目标是预测2022-2050年南非雨养玉米田土壤盐分的变化,并制定最佳的补充灌溉计划,以防止土壤盐分的增加。利用全球气候模式(GCM) MPI-ESM1-2-LR获取研究区2022 - 2050年的未来气候数据,并应用HYDRUS-1D模式预测这些未来气候数据对同期土壤盐度的影响,确定气候变化下的最佳灌溉方案。结果表明:①气候变化条件下,gcm (MPI-ESM1-2-LR模型)与土壤水分模型(HYDRUS-1D模型)的结合使用是识别土壤盐分变化趋势和制定最佳灌溉计划的有力工具;(2)在2050年气候变化条件下,除降雨量外,在玉米生长季中期限量补充相当于玉米实际蒸散量8%的灌溉,可显著降低土壤盐分(<1.7 dS m−1),提高土壤水分。这些发现将有助于防止旱作玉米田土壤盐碱化。
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引用次数: 0
Contribution of hydrogeochemical and statistical tools to the acquisition of water quality in the Bouchegouf Plain (northeast Algeria) 水文地球化学和统计工具对获取Bouchegouf平原(阿尔及利亚东北部)水质的贡献
IF 4.3 Q2 Environmental Science Pub Date : 2023-06-01 DOI: 10.2166/ws.2023.141
H. Majour, Nassima Sedrati, Samir Hani, B. Attoui, Samia Bounab, A. Hani
The Bouchegouf Plain is an industrial and mainly agricultural region. The results of analyses revealed high concentrations of physicochemical and bacteriological parameters in surface and underground waters. The objective of this research is to study the impact of the various discharges on water and the environment. Physicochemical and bacteriological analysis methods are used to characterize the surface and groundwaters. The synthesis of geological, hydrogeological and physicochemical data made it possible to develop models of underground flows and to delimit the perimeters of protection of the wells. The results showed a significant threat to the environment (Mellah and Seybouse streams) and to the waters of the alluvial aquifer. Indeed, the high concentrations of physicochemical and bacteriological parameters, in particular at the point of discharge of the yeast plant, can have harmful effects on fauna, flora and human health (waterborne diseases). Simulations of groundwater flows and pollutant transfer showed that groundwater is strongly affected by the drainage of the Seybouse wadi. Road traffic can also be the source of accidental pollution.
布切古夫平原是一个以工业为主的农业区。分析结果显示,地表水和地下水中存在高浓度的物理化学和细菌参数。本研究的目的是研究各种排放对水和环境的影响。物理化学和细菌学分析方法被用来表征地表水和地下水。地质、水文地质和物理化学资料的综合使开发地下流模型和划定井的保护周界成为可能。结果表明,对环境(Mellah河和seyhouse河)和冲积含水层的水构成了重大威胁。事实上,高浓度的物理化学和细菌参数,特别是在酵母菌排放点,可能对动物、植物和人类健康(水媒疾病)产生有害影响。地下水流动和污染物转移的模拟表明,地下水受到塞豪斯河排水的强烈影响。道路交通也可能是意外污染的来源。
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引用次数: 1
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Journal of Water Supply Research and Technology-aqua
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