Modeling of a sequencing batch reactor treating municipal wastewater using multi-layer perceptron and radial basis function artificial neural networks

A sequencing batch reactor was modeled using multi-layer perceptron and radial basis function artificial neural networks (MLPANN and RBFANN). Then, the effects of influent concentration (IC), filling time (FT), reaction time (RT), aeration intensity (AI), SRT and MLVSS concentration were examined on the effluent concentrations of TSS, TP, COD and NH₄⁺-N. The results showed that the optimal removal efficiencies would be obtained at FT of 1 h, RT of 6 h, aeration intensity of 0.88 m³/min and SRT of 30 days. In addition, COD and TSS removal efficiencies decreased and TP and NH₄⁺-N removal efficiencies did not change significantly with increases of influent concentration. The TSS, TP, COD and NH₄⁺-N removal efficiencies were 86%, 79%, 94% and 93%, respectively. The training procedures of all contaminants were highly collaborated for both RBFANN and MLPANN models. The results of training and testing data sets showed an almost perfect match between the experimental and the simulated effluent of TSS, TP, COD and NH₄⁺-N. The results indicated that with low experimental values of input data to train ANNs the MLPANN models compared to RBFANN models are more precise due to their higher coefficient of determination (R²) and lower root mean squared errors (RMSE) values.     

城市地下空间与节约型和谐社会建设——论中国城市地下空间的发展战略选择

进入“十一五”规划期,中国的大城市正面临着“建构资源节约型、环境友好型和谐社会”的重大战略转型。城市地下空间资源的综合开发利用是实现这一伟大战略目标的重要保障之一。作者在研究总结国外大城市地下空间资源综合开发利用成功经验与教训的基础上,分析未来中国城市发展趋势,论述城市地下空间资源综合开发利用的发展方向与战略目标,创造性的提出了实现这一伟大战略目标应该创建的中国式综合管理的体制、机制与法制。本文可供政府决策参考。     

BASE FLOW TRENDS IN URBANIZING WATERSHEDS OF THE DELAWARE RIVER BASIN1

Rapid land development is raising concern regarding the ability of urbanizing watersheds to sustain adequate base flow during periods of drought. Long term streamflow records from unregulated watersheds of the lower to middle Delaware River basin are examined to evaluate the impact of urbanization and imperviousness on base flow. Trends in annual base flow volumes, seven‐day low flows, and runoff ratios are determined for six urbanizing watersheds and four reference watersheds across three distinct physiographic regions. Hydrograph separation is used to determine annual base flow and stormflow volumes, and nonparametric trend tests are conducted on the resulting time series. Of the watersheds examined, the expected effects of declining base flow volumes and seven‐day low flows and increasing stormflows are seen in only one watershed that is approximately 20 percent impervious and has been subject to a net water export over the past 15 years. Both interbasin transfers and hydrologic mechanisms are invoked to explain these results. The results show that increases in impervious area may not result in measurable reductions in base flow at the watershed scale.     

毛乌素沙地樟子松人工林根内真菌群落结构与功能时间动态特征

为揭示毛乌素沙地樟子松人工林根内真菌群落结构和功能时间动态特征,以毛乌素沙地不同林龄（23、33和44 a）樟子松人工林为研究对象,采用高通量测序技术,比较分析不同月份（4~9月）樟子松人工林根内真菌群落组成及其对环境因子的响应. 结果表明：①樟子松根内真菌群落分布存在明显的季节性,月份对樟子松根内真菌多样性指数影响显著（P<0.05）,在5月和7月较高;樟子松根内真菌多样性指数随林龄的增大而逐渐减小,林龄对其的影响不显著. ②毛乌素沙地樟子松根内真菌优势菌门为子囊菌门（Ascomycota）;不同营养型真菌相对丰度随月份变化,优势类群为腐生-共生营养型真菌、未定义腐生菌和外生菌根真菌;5月、7月和9月的指示外生菌根真菌分别为囊蘑属（Melanoleuca）、缘腺革菌属（Amphinema）和口蘑属（Tricholoma）. ③毛乌素沙地樟子松根内真菌群落分布受年均相对湿度、年均降水量、土壤孔隙度、土壤铵态氮、年均日照时数、年均温和土壤含水量的显著影响（P<0.05）,指示菌种主要受土壤有机碳含量、孔隙度、年均降水量和年均空气湿度的影响. 气候和土壤性质等环境因子的变化塑造了毛乌素沙地樟子松人工林根内真菌群落结构和功能的时间动态特征,而林龄的贡献较小. 研究结果可为樟子松人工林可持续经营管理提供理论依据.     

不锈钢板式热沉传热特性的实验与模拟研究

目的 研究流量、胀高及焊点排布方式对不锈钢板式热沉传热特性的影响。方法 搭建实验平台,加工出结构参数不同的板式热沉实验件,同时采用静力隐式算法建立相应的几何模型,通过实验与数值模拟相结合的方法,研究流量、胀高和焊点排布方式的变化对板式热沉热阻的影响规律,并分析热沉流道内部流场状态。结果 首先计算了6个工况下的热阻,发现实际换热量为540 W时,数值模拟与实验结果的最大相对误差不大于25%。然后分析了误差来源,最后得到了热沉全流道速度场与温度场的分布情况。结论 实验与模拟结果有较好的符合程度,证明了数值模拟方法的可靠性。在换热量相同时,板式热沉的热阻随流量与胀高的增大而减小,焊点为菱形排布的热沉传热性能相对更好。板式热沉内部的流场具有周期性,焊点使流体扰动增强,并形成射流和旋涡,起到了强化传热的效果。     

浅议21世纪数学教育的功能

在我国全面实施素质教育的新形势下，时代赋予了数学教育新的使命。数学教育，一方面具有逻辑严密性、结论可靠性及应用广泛性等科学功能；另一方面又具有陶冶情操、完善个性、培养学生理性思维和创造意识等文化功能。     

基于《电力设施抗震设计规范》的地震动随机模型参数研究

依据《电力设施抗震设计规范》(GB50260-96)中的设计反应谱,对随机地震动功率谱参数的取值进行了具体研究。首先,采用时间包络函数考虑地震的非平稳特性,给出了地震动持时的取值;然后,根据加速度峰值等效原则,迭代计算得到地面的加速度功率谱密度曲线;最后,选定Clough-Penzien修正过滤白噪声模型作为拟合函数,通过非线性拟合技术拟合了与《规范》中的地震烈度、场地类别相对应的谱参数。研究结果表明,Clough-Penzien修正过滤白噪声模型能较好地拟合其曲线形状。本文给出了相对于规范中的地面加速度功率谱参数值,可供这种模型作为地震地面运动输入时选用。     

扬沸火灾发生时间预测模型的建立与应用分析

原油储罐扬沸火灾由池火灾发展而成,是一种危害性极大的事故.准确预测扬沸事故发生的时间,是扬沸机理研究中的难题之一.现有扬沸时间计算的通用模型由于没有考虑油品的粘性作用,计算结果误差较大.把扬沸火灾简化为无内热源的非稳态传热问题,在此基础上进行传热分析,进而推导出扬沸事故时间计算模型.设定了6组不同尺寸和不同充装水平的原油储罐池火灾,利用推导模型计算出了相应的扬沸事故发生时间.将计算结果与通用模型计算结果以及实验结果进行对比:该模型的准确性由于通用模型,计算结果与实验值误差较小,较为合理.研究结果对于扬沸火灾事故下消防人员的灭火救援的安全保障具有重要意义.     

应急救援物资车辆运输线路的选择

为了给紧急救援物资支持保障中心的物资调度人员提供科学的车辆路线调度决策方法,提高应急救援工作的响应能力,基于应急条件下物资运输调度的时效性、安全性和经济性特征,运用旅行商理论,对上述3个决策属性分量进行了数学描述,构造了它们的目标函数,并进行了无量纲和权重聚合处理,继而按照多属性决策理论建立了用来评价备选线路决策效用函数的数学模型.利用期望效用属性合并所搜集的信息,将多属性决策问题转化成单属性决策问题,确立了选择具有最高期望效用方案的方法,最后进行了实例分析.结果表明,应急救援条件下的运输调度与正常环境下的企业运输调度决策目标之间存在明显的差异,前者虽然本质上属于图论中最短路线问题的范畴,但由于多个决策目标的存在,不能直接运用最短路线模型和Dijkstra算法求解.运用多属性决策理论建立的评价备选线路决策效用函数,是有关人员进行车辆路线安排的有效方法,但其相对优越性尚需做进一步的研究和探讨.     

Development of heat transfer and evaporation model of LNG covered by Hi-Ex foam

Natural gas is a kind of clean, efficient green energy source, which is used widely. Liquefied natural gas (LNG) is produced by cooling natural gas to −161 °C, at which it becomes the liquid. Once LNG was released, fire or explosion would happen when ignition source existed nearby. The high expansion foam (Hi-Ex foam) is believed to quickly blanket on the top of LNG spillage pool and warm the LNG vapor to lower the vapor cloud density at the ground level and raising vapor buoyancy. To identify the physical structure after it contacted with LN₂ and to develop heat transfer model, the small-scale field test with liquid nitrogen (LN₂) was designed. In experiment, three layers including frozen ice layer, frozen Hi-Ex layer and soft layer of Hi-Ex foam were observed at the steady state. By characterizing physical structure of the foam, formulas for calculating the surface of single foam bubble and counting foam film thickness were deduced. The micro heat transfer and evaporation model between cryogenic liquid and Hi-Ex foam was established. Indicating the physical structure of the frozen ice layer, there were a certain number of icicles below it. The heat transfer and evaporation mathematical model between the frozen ice layer and LNG was derived. Combining models above with the heat transfer between LNG, ground and cofferdam, the heat transfer and evaporation mathematical model of LNG covered by Hi-Ex foam was developed eventually. Finally, LN₂ evaporation rate calculated by this model was compared with the measured evaporation rate. The calculated results are 1.2–2.1 times of experimental results, which were acceptable in engineering and proved the model was reliable.