COMPARISON OF PROCESS‐BASED AND ARTIFICIAL NEURAL NETWORK APPROACHES FOR STREAMFLOW MODELING IN AN AGRICULTURAL WATERSHED1

ABSTRACT: The performance of the Soil and Water Assessment Tool (SWAT) and artificial neural network (ANN) models in simulating hydrologic response was assessed in an agricultural watershed in southeastern Pennsylvania. All of the performance evaluation measures including Nash‐Sutcliffe coefficient of efficiency (E) and coefficient of determination (R²) suggest that the ANN monthly predictions were closer to the observed flows than the monthly predictions from the SWAT model. More specifically, monthly streamflow E and R² were 0.54 and 0.57, respectively, for the SWAT model calibration period, and 0.71 and 0.75, respectively, for the ANN model training period. For the validation period, these values were ?0.17 and 0.34 for the SWAT and 0.43 and 0.45 for the ANN model. SWAT model performance was affected by snowmelt events during winter months and by the model's inability to adequately simulate base flows. Even though this and other studies using ANN models suggest that these models provide a viable alternative approach for hydrologic and water quality modeling, ANN models in their current form are not spatially distributed watershed modeling systems. However, considering the promising performance of the simple ANN model, this study suggests that the ANN approach warrants further development to explicitly address the spatial distribution of hydrologic/water quality processes within watersheds.     

FISH AND WILDLIFE ENHANCEMENT THROUGH WATER RESOURCES DEVELOPMENT1

.Fish and wildlife enhancement through water resources development implies fish and wildlife will be enhanced or benefit directly from such development. As a matter of practicality, the opposite may be the case in that wildlife lands of prime value and stream fisheries are often lost or severely altered as a result of reservoir construction or stream channelization. Additionally, estuarine fish and wildlife can also suffer from water resources development due to reductions in volume of fresh waters reaching the estuaries and adjacent marshes. In some instances waterfowl habitat can be created by reservoir construction and with good planning waterfowl habitat and use may be enhanced. To offset losses of thousands of acres of wildlife habitat when a river system is to be totally harnessed, planners could set aside sufficiently large natural areas dedicated for use by wildlife. This, however, would be replacement rather than enhancement. Reservoir fisheries can be enhanced with good planning to include timber clearing, shoreline clearing, boat road clearing, variable level drawoff devices and tailrace escapement channels. To sum up, it is possible for some species offish and wildlife to be enhanced through water resources development but only at the expense of others, and then only through careful and integrated planning.     

The impact of handpump corrosion on water quality in rural areas of West African sub-region

Water, even in its natural environment, contains some level of impurities. Water is nearly a universal solvent. It contains dissolved solids and gases, and hosts a number of micro-organisms. The exploitation of groundwater by means of boreholes for supplying small user groups and rural communities with water has been widely applied in certain parts of the world for several decades. In recent years this practice has spread all over the globe, and hundred of thousands of boreholes have beendrilled to tap low-yield aquifers. It is evident that such boreholes require pumps for lifting thewater. In developing countries these are usually handpumps, butsolar as well as other systems with submersible pumps are also used, depending upon the energy sources available and the financial means of the beneficiaries. This article gives a general overview of groundwater quality with regard to itsphysico-chemical composition. The results presented originatefrom the experience gained from handpump equipped boreholes within the UNICEF through German Centre for Technical EducationTransfer executed inter-regional UNDP-Handpumps Project inWest African Regions. Particular attention is paid to presenting corrosion onthe water quality of wells in terms of iron concentrationand other parameters. Furthermore, the corrosion attack ongalvanised iron, the effect of biofilms on the corrosionrate, and the difference between internal and externalcorrosion of rising mains are shown.     

阳离子表面活性剂十六烷基三甲基溴化铵对酞酸酯类化合物增溶性研究

用阳离子表面活性剂十六烷基三甲基溴化铵对六种酞酸酯类化合物(五种脂肪链酞酸酯和一种苯基酞酸酯)进行了增溶性实验．结果表明,在表观浓度(Ｃｓ)小于临界胶速浓度(ＣＭＣ)时,十六烷基三甲基溴化铵对四种酞酸酯(ＤＭＰ和ＤＰｈＰ除外)有一定程度的增溶作用;当Ｃｓ大于ＣＭＣ时,对六种化合物的增溶性显著增强．其增溶性(Ｓｔ/Ｓｗ)随Ｃｓ增大而线性递增:当Ｃｓ＜ＣＭＣ时,Ｓｔ/Ｓｗ＝ａ＋Ｋｍｎ·Ｃｓ,ｒ＞０．９０,ｎ＝５;当Ｃｓ＞ＣＭＣ时,Ｓｔ/Ｓｗ＝ａ＋Ｋｍｃ·Ｃｓ,ｒ＞０．９９,ｎ＝５． 各化合物增溶系数随各自固有水溶性(Ｓｗ)减小而增大(苯基酞酸酯有所反常),ｌｇＫｍｎ和ｌｇＫｍｃ与各自ｌｇｌ/Ｓｗ具有良好的线性正相关性．本文进一步对增溶机理进行了分析解释．     

纳米氧化物对钙基材料在高温燃煤中除砷脱硫的促进机理研究

将纳米MgO、Al2O3和ZnO分别添加于CaCO3中制备出钙基纳米氧化物复合吸附剂，进行了燃煤过程中除砷脱硫的实验研究；对燃煤灰渣进行了比表面积及孔隙度分析、X-射线衍射分析和扫描电镜观察，探讨了纳米MgO对CaCO3除砷脱硫的促进机理。结果表明，添加了纳米MgO的复合吸附剂除砷脱硫性能最好，比单一的CaCO3除砷率和脱硫率分别高出了28．73％和37．21％，表现出同时除砷脱硫的良好性能；其促进机理是纳米MgO的加入改变了灰样的微观结构促进了气相间的流动使得灰渣孔隙明显扩大，提高了CaO与As2O3和SO2反应的能力；在除砷的反应中生成了新的物质Ca3Mg2（AsO4）2，在一定程度上抑制了除砷产物的分解。     

可靠性强化试验技术在平板电视电源模块研发中的应用

简要介绍了可靠性强化试验技术原理与特点,总结了其在平板电视电源模块研发阶段中的应用方法,着重阐述了试验过程和五个类型的试验剖面;引述了激发应力范围的统计学方法,并给出了部分产品应用实施可靠性强化试验技术的典型案例,说明其在激发暴露产品设计、工艺缺陷等方面的突出效果。     

Modeling Streamflow and Water Quality Sensitivity to Climate Change and Urban Development in 20 U.S. Watersheds

Watershed modeling in 20 large, United States (U.S.) watersheds addresses gaps in our knowledge of streamflow, nutrient (nitrogen and phosphorus), and sediment loading sensitivity to mid‐21st Century climate change and urban/residential development scenarios. Use of a consistent methodology facilitates regional scale comparisons across the study watersheds. Simulations use the Soil and Water Assessment Tool. Climate change scenarios are from the North American Regional Climate Change Assessment Program dynamically downscaled climate model output. Urban and residential development scenarios are from U.S. Environmental Protection Agency's Integrated Climate and Land Use Scenarios project. Simulations provide a plausible set of streamflow and water quality responses to mid‐21st Century climate change across the U.S. Simulated changes show a general pattern of decreasing streamflow volume in the central Rockies and Southwest, and increases on the East Coast and Northern Plains. Changes in pollutant loads follow a similar pattern but with increased variability. Ensemble mean results suggest that by the mid‐21st Century, statistically significant changes in streamflow and total suspended solids loads (relative to baseline conditions) are possible in roughly 30‐40% of study watersheds. These proportions increase to around 60% for total phosphorus and total nitrogen loads. Projected urban/residential development, and watershed responses to development, are small at the large spatial scale of modeling in this study.     

地壳元素铁的吸光贡献对黑碳吸光增强估算的影响——以武汉为例

传统方法使用固定的波长吸收指数来估算地壳元素或棕碳吸光,但该方法只能处理仅存在两种组分的情形(黑碳/棕碳,或黑碳/地壳元素)的吸光贡献,存在较大不确定性.为此,本文提出一种新的方法,利用武汉在线观测数据(2021年2、3、8、9月),采用铁作为地壳元素的示踪物,利用最小相关系数法(MRS)得出地壳元素的吸光贡献,在扣除地壳元素吸光之后,再得到黑碳吸光增强系数(E_abs).结果显示观测期间370nm波段地壳元素吸光贡献均值为12.3%,月均值范围5.7%~15.5%,且波长吸收指数与铁的浓度正相关,表明地壳元素吸光贡献不可忽视.地壳元素吸光贡献呈现出显著的季节特征,呈现出冬季低,春季高的特点.地壳元素吸光的分离前后计算的E_abs存在一定的差异,受到了黑碳和铁的相关性的影响.观测期间扣除地壳元素吸光后,E_abs均值为1.43±0.53,在季节性上呈现春夏高,秋冬低的特性,春季较高E_abs值与春季黑碳较高的老化程度有关.E_abs对无机盐和有机物的含量存在正的依赖关系,证明了这些包裹物质对吸光增强的影响.     

ADSORPTION IN MULTICOMPONENT SOLUTION BY ACTIVATED CARBON

It was found that the total adsorptive capacity of activated carbon was enhanced by using a multicomponent solution with glucose, peptone and phenylphosphonic acid. A maximum use of the carbon adsorptive capacity is possible if the carbon is used for tertiary treatment followed by treating a stronger waste.     

钻孔间距对水力压裂促抽煤层瓦斯的影响

针对定量确定合理钻孔间距困难问题，基于损伤力学和多场耦合理论，建立了水力压裂和瓦斯抽采的煤层流固耦合模型，包括和水运移场、应力场以及孔隙度、渗透率演化方程，并采用Comsol联合Matlab求解，研究了不同钻孔间距时压裂和抽采过程中煤层弹模、损伤值、渗透率、瓦斯压力、抽采量和压裂贯通时间的变化规律。结果表明:耦合模型可较准确地模拟煤层水力压裂和瓦斯抽采过程；压裂贯通时间与钻孔间距呈指数增长关系；在马堡煤矿，当钻孔间距为4~8 m时，压裂损伤区在抽采孔贯通，渗透率呈“n”型曲线，瓦斯抽采后，瓦斯压力迅速下降，抽采有效区随间距的增加而增大；当钻孔间距为9~12 m时，压裂损伤区未贯通，煤层渗透率呈“m”型曲线，抽采有效区随间距的增加而减小，与间距4~8 m相比，瓦斯抽采量较小。