Pipeline leakage detection and isolation: An integrated approach of statistical and wavelet feature extraction with multi-layer perceptron neural network (MLPNN)

Leakage diagnosis of hydrocarbon pipelines can prevent environmental and financial losses. This work proposes a novel method that not only detects the occurrence of a leakage fault, but also suggests its location and severity. The OLGA software is employed to provide the pipeline inlet pressure and outlet flow rates as the training data for the Fault Detection and Isolation (FDI) system. The FDI system is comprised of a Multi-Layer Perceptron Neural Network (MLPNN) classifier with various feature extraction methods including the statistical techniques, wavelet transform, and a fusion of both methods. Once different leakage scenarios are considered and the preprocessing methods are done, the proposed FDI system is applied to a 20-km pipeline in southern Iran (Goldkari-Binak pipeline) and a promising severity and location detectability (a correct classification rate of 92%) and a low False Alarm Rate (FAR) were achieved.     

西安市城市主干道路面径流初期冲刷效应

以西安市城市主干道南二环太白路高架桥为路面径流采样区域,采用人工等时间间隔采样方法,在桥梁排水立管对2010年9—11月的3场径流事件进行全程采样,测试径流过程SS、COD、溶解性COD、NH3-N、Pb、溶解性Pb、Zn和溶解性Zn的浓度变化,研究路面径流的初期冲刷效应及其影响因素。结果表明,西安市城市主干道路面径流污染严重,降雨数小时后的末期径流仍具有较高的污染水平;径流过程污染物浓度变化规律与其赋存形态有关,SS、COD、Pb等以颗粒态为主的污染物的浓度随雨强变化剧烈波动,NH3-N、溶解态COD、溶解态Zn等以溶解态为主的污染物浓度变化受雨强影响较小,随径流过程呈逐渐减小趋势;路面径流初期冲刷现象并非普遍存在,与污染物的赋存状态和场次降雨特征密切相关,溶解态污染物易于出现初期冲刷现象,颗粒态污染物是否出现初期冲刷与场次降雨特征有关;测试的3场径流事件初期30%的径流携带的SS、COD、溶解性COD、NH3-N、Pb、Zn和溶解性Zn的负荷占场次径流总负荷的比例分别为21.8%～50.0%、25.5%～49.3%、36.3%～52.6%、52.6%～66.7%、26.8%～45.0%、27.2%～63.4%和36.2%～62.6%,表明仅对初期径流进行治理无法实现对西安市路面径流污染的有效控制。     

基于时序InSAR的覆砂石尾矿坝形变演化研究

为解决目前采用在尾矿坝坝体及滩面覆盖砂石进行防尘治理与闭库,但传统监测手段难以实现坝体整体监测的问题,采用时序InSAR技术对2014年10月至2018年7月的Sentinel-1A影像进行处理,提取了对应时间段内卡房尾矿坝的形变信息,并结合实地调查及尾矿坝建设资料,研究了卡房尾矿坝的时序形变演化规律。结果表明:SBAS InSAR监测到坝体出现第1次异常形变加速运动时间与坝体开始铺设砂石工程的施工时间节点完全吻合,体现SBAS InSAR技术在受人为工程影响的坝体形变监测方面具有极高的敏感性。坝体在施工结束后,坝体形变加剧趋势并未缓解,并且出现2次加速现象,分析认为是由于在坝体铺设约2 m厚的碎砂石极大地增加了坝体荷载,打破了坝体原有的应力平衡状态,且识别出雨季对坝体形变影响显著,表明铺设砂石会使得降雨在坝体中的停滞时间加长,进一步引发非雨季期间坝体形变加剧。研究结果不仅能还原坝体出现异常形变的时间与演化过程,而且还可以对引起异常形变的内在影响因素进行分析与论证,对指导尾矿坝灾害识别、分析与治理具有重要的指导意义。     

酸雨区不同用地类型土壤有效态Cd含量季节变化及关键影响因子

探明污染土壤重金属有效态含量的季节变化特征及其敏感影响因子,对农业生产过程中减低重金属生态风险具有重要的参考价值.研究于湘江中下游典型Cd超标农业小流域中选取稻田、旱作蔬菜地、丘陵林地这3类主要用地类型,分析不同用地类型Cd活性的季节变化特征及其与土壤基本理化参数的关联.为期1 a的原位监测结果显示,研究区为典型酸雨区,雨水p H值呈现冬、春季节低于夏、秋季.稻田土壤总Cd含量显著高于旱作蔬菜地,菜地显著高于林地,3种用地类型土壤总Cd含量季节特征相似,均为夏秋季节略低于冬春两季.3种用地类型Cd有效态季节变化与总Cd含量无明显的相关性,稻田土壤有效态Cd含量在5~9月的作物生长季明显低于其他月份,而菜地和林地则恰好相反.稻田土壤Cd有效性的最关键影响因子为Eh,呈显著正相关,与土壤p H负相关,菜地土壤与土壤TOC明显负相关,而林地土壤Cd有效性与水溶性有机碳、TOC呈现明显的正相关关系.研究可为Cd超标土壤污染阻控与农业安全生产提供一定的数据参考.     

基于降雨事件监测的非点源污染对灞河水质的影响

在对灞河马渡王水文站断面5次降雨事件过程和2次非洪水过程监测的基础上,分析了灞河流域非点源污染对灞河水质的影响.结果表明:降雨过程期间,COD、总氮、氨氮、硝氮、亚硝氮、总磷指标监测平均值均小于非洪水期监测平均值.各指标负荷输移速率随时间的变化趋势和径流量变化趋势大体相同,即先逐渐增大达到峰值,再逐渐变小;各指标浓度随时间的变化规律大致为:COD、硝氮、总氮浓度先增大后减小;亚硝氮为先减小后增大,总磷的变化规律不明显.总氮、硝氮的浓度峰和负荷输移速率峰均接近或滞后于流量峰;COD的浓度峰接近或滞后于流量峰,而负荷输移速率峰接近或超前于流量峰;总磷、氨氮的浓度峰和负荷输移速率峰均接近或超前于流量峰;而亚硝氮的浓度峰变化规律不明显,负荷输移速率峰接近或超前于流量峰.采用平均浓度法计算了各指标的非点源污染平均浓度及负荷:2009年灞河流域马渡王断面COD、总氮、氨氮、总磷的非点源污染负荷分别为8707.28,723.63,245.52,43.07t.2009年灞河流域马渡王断面NSP负荷COD、总氮、氨氮、总磷所占总负荷相应的比例分别为31.86%、32.69%、42.21%、34.42%.由此可见,非点源污染在灞河水污染中占有较大比重,其对于灞河水质的影响不容忽视.     

山东省不同地形区降雨侵蚀力时空变化特征

掌握降水及降雨侵蚀力的时空分布和演变特征对于揭示区域气候变化规律,有效预防和科学评估水土流失等环境问题具有重要意义。基于34个气象站点1961—2015年的降水日值数据,采用降雨侵蚀力计算模型、Mann-Kendall检验、小波分析和Kriging空间插值等研究方法,分析研究了山东省内山地、丘陵和平原等不同地形区的降水和降雨侵蚀力时空变化特征。结果显示：近55年间,全省及各地形区的降水量和降雨侵蚀力均呈波动下降趋势,年内分配均集中在夏季,降雨侵蚀力在时间尺度上存在25年左右的变化周期。空间上,降水和降雨侵蚀力均呈现鲁中南山区＞胶东半岛丘陵区＞鲁西北平原区;分界线由东北至西南沿福山—莱阳—淄博—定陶等站呈“S”型贯穿山东省,界线东南侧降雨侵蚀力高,西北侧降雨侵蚀力较低。其原因主要是受海拔和地形的影响,东南季风携带湿润气流受胶东半岛丘陵及鲁中南山地的阻挡抬升,致使“S”型分界线东南侧迎风面降水及降雨强度相对较高;西北侧背风面形成焚风效应,降水及降雨侵蚀强度较低。该结果可为山东省水土流失空间特征分析奠定数据基础,同时为区域水土资源利用与调控及生态环境保护与改善提供决策支撑。     

ACCOUNTING FOR DISCREPANCIES IN PAN EVAPORATION CALCULATIONS1

ABSTRACT: Four experiments were made to document and account for differences in evaporation data that were calculated using pans equipped with float-activated recorders and pans with hook gauge/rain gauge instrumentation. Paired in-pan comparisons indicated that evaporation differences were not due to the technique of measuring water level within the pan. Also, the recorder float-lag did not account for the differences. By sampling rainfall events, it was found that evaporation pans and standard (8 in. orifice) rain gauges record significantly different amounts of rain, which results in differences in calculated evaporation on rainy days. Monitoring networks with evaporation pans should have uniform instrumentation that accurately records rainfall into the pans for consistent results.     

STATISTICAL CONSIDERATIONS ON THE RANDOMNESS OF ANNUAL MAXIMUM DAILY RAINFALL1

ABSTRACT: Annual maximum daily rainfall data from nine stations throughout the southern slopes of the Eastern Italian Alps with record length of 67–68 years have been analyzed with the aim of verifying if their internal structure justifies the assumption of independence and identical distribution, or the “White noise hypothesis.” The approach is to consider the hypothesis H₀ of white noise as the intersection of several sub-hypotheses, each concerning one of the characteristics of a white noise process. To this end the nine series were subjected to various statistical tests regarding randomness, independence, change-points, and predictability. The results are examined first individually and then globally. They indicate that in eight of the nine considered time series the “white noise hypothesis” was rejected.     

INFILTRATION EVALUATION OF FOUR MECHANICAL RAINFALL SIMULATION TECHNIQUES IN SIERRA NEVADA WATERSHEDS1

ABSTRACT: Little quantitative site-specific infiltration, runoff and sediment transport data for Tahoe Basin soils under varying storm events or stage of development are available. Modular (Ml), F-type (M2), Impact nozzle (M3), and Impact-Fan nozzle (M4) rainfall simulators were evaluated as to their practicality and ability to characterize infiltration for the Cagwin Soil Series within the Tahoe Basin. Three slope (0–15,15–30, >30%) and four plot conditions (natural with duff [P1], natural without duff [P2], disturbed without duff [P3], and disturbed with duff [P4]) were studied. The measured data were incorporated into a modified Philip's infiltration model and multiple non-linear regression analyses were used to examine relationships between method, slope, plot condition, and infiltration characteristics.^t Simulation methods Ml and M4 produced statistically similar (P=0.01) infiltration data, as did M2 and M3 which produced lower infiltration rates. All were found suitable for use in Sierra Nevada watersheds. Ml was considered most practical. Slope had negligible effect on infiltration. The plot condition was found to significantly influence infiltration, and the effect of each plot condition was significantly different. Final infiltration rates ranged from 4.7 to 6.2 cm/hr. Thus, the Cagwin soil demonstrated moderate to high infiltration rates even when exposed to extreme storm conditions (8–10 cm/hr).     

HYDROLOGIC RESPONSES OF AN AGRICULTURAL WATERSHED TO VARIOUS HYDROLOGIC AND MANAGEMENT CONDITIONS1

ABSTRACT: The hydrologic responses from an agricultural watershed in southeast Nebraska were investigated under an array of physiographic, hydrologic, meteorologic, and management conditions. For analytical purposes, the hydrologic responses were narrowed to include only runoff and sediment yield. The study was performed by utilizing the ANSWERS (Areal Nonpoint Source Watershed Environment Response Simulation) hydrologic-simulation model. Results of this study indicate that, generally, nonstructural (agronomic) Best Management Practices (BMPs) have a more significant impact in controlling erosion and nonpoint-source pollution than structurally oriented BMPs. The percentage of reduction in average soil loss as a result of changing tilage systems from conventional to chisel plow was in the mid-40s. The corresponding percentages of reduction in sediment yield from the watershed under minimum tillage and no-till systems were in the mid-60s and mid-80s, respectively. The impact of these management strategies on runoff varied considerably. That is primarily based on the watershed's antecedent soil moisture condition, land use, and the growth stage of crops. Generally, an intense, short, thunderstorm type of rainfall event had more relative impact on runoff, and therefore sediment yield than a long, gentle, and steady event.