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Long-term trends in the abundance and breeding performance in Adélie penguins:the Argentine Ecosystem Monitoring Program
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作者 Mariana A.JUÁRES AnahíM.SILVESTRO +1 位作者 Brenda C.ALFONSO M.Mercedes SANTOS 《Advances in Polar Science》 CSCD 2024年第1期132-140,共9页
In this work,we report long-term trends in the abundance and breeding performance of Adélie penguins(Pygoscelis adeliae)nesting in three Antarctic colonies(i.e.,at Martin Point,South Orkneys Islands;Stranger Poin... In this work,we report long-term trends in the abundance and breeding performance of Adélie penguins(Pygoscelis adeliae)nesting in three Antarctic colonies(i.e.,at Martin Point,South Orkneys Islands;Stranger Point/Cabo Funes,South Shetland Islands;and Esperanza/Hope Bay in the Antarctic Peninsula)from 1995/96 to 2022/23.Using yearly count data of breeding groups selected,we observed a decline in the number of breeding pairs and chicks in crèche at all colonies studied.However,the magnitude of change was higher at Stranger Point than that in the remaining colonies.Moreover,the index of breeding success,which was calculated as the ratio of chicks in crèche to breeding pairs,exhibited no apparent trend throughout the study period.However,it displayed greater variability at Martin Point compared to the other two colonies under investigation.Although the number of chicks in crèche of Adélie penguins showed a declining pattern,the average breeding performance was similar to that reported in gentoo penguin colonies,specifically,those undergoing a population increase(even in sympatric colonies facing similar local conditions).Consequently,it is plausible to assume a reduction of the over-winter survival as a likely cause of the declining trend observed,at least in the Stranger Point and Esperanza colonies.However,we cannot rule out local effects during the breeding season affecting the Adélie population of Martin Point. 展开更多
关键词 long-term monitoring Adélie penguin breeding pairs chicks crèched breeding success population trends
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Investigation on long-term progressive deformation of engineering slope based on comprehensive monitoring 被引量:2
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作者 ZHANG Shi-shu GUO Song-feng +9 位作者 QI Sheng-wen TANG Feng-jiao HU Jin-shan ZHAO Xiao-ping RAN Cong-yan WANG Xin ZOU Yu HUANG Xiao-lin ZHENG Bo-wen LIANG Ning 《Journal of Mountain Science》 SCIE CSCD 2022年第6期1576-1587,共12页
A landslide always results from a progressive process of slope deformation. In recent years, an increasing number of slope instabilities have occurred with regard to human engineering activities such as hydropower or ... A landslide always results from a progressive process of slope deformation. In recent years, an increasing number of slope instabilities have occurred with regard to human engineering activities such as hydropower or traffic construction in mountainous area, which cause even greater casualties and economic loss compared with the natural hazards. The development of such earth surface process may hold long period with mechanisms still not fully understood. Using monitoring technology is an effective and intuitive approach to assist analyzing the slope deformation process and their driving factors. This study presents an engineering slope excavated during the construction of Changheba Hydropower Station, which is located in the upper reaches of Dadu River, Sichuan Province, southwest China. The engineering slope experienced and featured a five-year continuous deformation which caused continuous high risks to the engineering activities. We conducted in-depth analysis for such a long-term deformation process based on ground and subsurface monitoring data, collected successive data with a series of monitoring equipment such as automated total station, borehole inclinometers and other auxiliary apparatus, and identified the deformation process based on the comprehensive analysis of monitoring data as well as field investigation. After analyzing the effects of engineering activities and natural factors on the continuous deformation, we found that the overburden strata provided deformable mass while the excavation-produced steep terrain initiated the slope deformation in limit equilibrium state over a long period of time;afterwards, the intense rainwater accelerated slope deformation in the rainy season. 展开更多
关键词 Engineering slope Mountainous area long-term deformation LANDSLIDES monitoring STABILITY
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Adaptive Change Detection for Long-Term Machinery Monitoring Using Incremental Sliding-Window
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作者 Teng Wang Guo-Liang Lu +1 位作者 Jie Liu Peng Yan 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2017年第6期1338-1346,共9页
Detection of structural changes from an opera- tional process is a major goal in machine condition moni- toring. Existing methods for this purpose are mainly based on retrospective analysis, resulting in a large detec... Detection of structural changes from an opera- tional process is a major goal in machine condition moni- toring. Existing methods for this purpose are mainly based on retrospective analysis, resulting in a large detection delay that limits their usages in real applications. This paper presents a new adaptive real-time change detection algorithm, an extension of the recent research by combin- ing with an incremental sliding-window strategy, to handle the multi-change detection in long-term monitoring of machine operations. In particular, in the framework, Hil- bert space embedding of distribution is used to map the original data into the Re-producing Kernel Hilbert Space (RK_HS) for change detection; then, a new adaptive threshold strategy can be developed when making change decision, in which a global factor (used to control the coarse-to-fine level of detection) is introduced to replace the fixed value of threshold. Through experiments on a range of real testing data which was collected from an experimental rotating machinery system, the excellent detection performances of the algorithm for engineering applications were demonstrated. Compared with state-of- the-art methods, the proposed algorithm can be more suitable for long-term machinery condition monitoring without any manual re-calibration, thus is promising in modern industries. 展开更多
关键词 Machine monitoring Change detection long-term monitoring Adaptive threshold
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A new process monitoring method based on noisy time structure independent component analysis 被引量:2
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作者 蔡连芳 田学民 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2015年第1期162-172,共11页
Conventional process monitoring method based on fast independent component analysis(Fast ICA) cannot take the ubiquitous measurement noises into account and may exhibit degraded monitoring performance under the advers... Conventional process monitoring method based on fast independent component analysis(Fast ICA) cannot take the ubiquitous measurement noises into account and may exhibit degraded monitoring performance under the adverse effects of the measurement noises. In this paper, a new process monitoring approach based on noisy time structure ICA(Noisy TSICA) is proposed to solve such problem. A Noisy TSICA algorithm which can consider the measurement noises explicitly is firstly developed to estimate the mixing matrix and extract the independent components(ICs). Subsequently, a monitoring statistic is built to detect process faults on the basis of the recursive kurtosis estimations of the dominant ICs. Lastly, a contribution plot for the monitoring statistic is constructed to identify the fault variables based on the sensitivity analysis. Simulation studies on the continuous stirred tank reactor system demonstrate that the proposed Noisy TSICA-based monitoring method outperforms the conventional Fast ICA-based monitoring method. 展开更多
关键词 Process monitoring Independent component analysis Measurement noises KURTOSIS Mixing matrix Contribution plot Sensitivity analysis
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GPS monitoring and analysis of ground movement and deformation induced by transition from open-pit to underground mining 被引量:3
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作者 Fengshan Ma Haijun Zhao +4 位作者 Yamin Zhang Jie Guo Aihua Wei Zhiquan Wu Yonglong Zhang 《Journal of Rock Mechanics and Geotechnical Engineering》 2012年第1期82-87,共6页
To trace the potential hazards of open-pit slope in Longshou mine,global positioning system(GPS) is applied to monitoring ground movement and deformation induced by transition from open-pit to underground mining.Thr... To trace the potential hazards of open-pit slope in Longshou mine,global positioning system(GPS) is applied to monitoring ground movement and deformation induced by transition from open-pit to underground mining.Through long-term monitoring from 2003 to 2008,huge amounts of data were acquired.Monitoring results show that large-scale ground movement and deformation have occurred in mining area,and the movement area is ellipse-shaped.The displacement boundary of settlement trough is 2.0 km long along the exploratory line,and 1.5 km long along the strike of ore body.GPS monitoring results basically agree with the practical deformation state of open-pit slope.It is indicated that the long-term GPS monitoring is an effective way to understand the mechanism of ground movement and deformation in mine area. 更多 展开更多
关键词 open-pit ground movement long-term GPS monitoring deformation analysis
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Design and Implementation of Long-Term Single-Lead ECG Monitor
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作者 Meng Shen Shijing Xue 《Journal of Biosciences and Medicines》 2015年第4期18-23,共6页
Some heart diseases need long-term monitoring to diagnose. In this paper, we present a wearable single lead ECG monitoring device with low power consumption based on MSP430 and single-lead ECG front-end AD8232, which ... Some heart diseases need long-term monitoring to diagnose. In this paper, we present a wearable single lead ECG monitoring device with low power consumption based on MSP430 and single-lead ECG front-end AD8232, which could acquire and store patient’s ECG data for 7 days continuously. This device is available for long-term wearing with a small volume. Also, it could detect user’s motion status with an acceleration sensor and supports Bluetooth 4.0 protocol. So it could be expanded to be a dynamic heart rate monitor and/or sleep quality monitor combined with smart phone. The device has huge potential of application for health care of human daily life. 展开更多
关键词 SINGLE LEAD ECG long-term monitor Low Power CONSUMPTION
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A Study of Temperature and Aging Effects on Eigenfrequencies of Concrete Bridges for Health Monitoring
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作者 Viet Ha Nguyen Jean Mahowald +2 位作者 Sebastian Schommer Stefan Maas Arno Zuerbes 《Engineering(科研)》 2017年第5期396-411,共16页
This paper discusses the influence of environmental factors and of normal material aging on the eigenfrequencies of concrete bridges based on monitoring data registered during 4 years of a specific bridge. It is a new... This paper discusses the influence of environmental factors and of normal material aging on the eigenfrequencies of concrete bridges based on monitoring data registered during 4 years of a specific bridge. It is a new composite steel-concrete bridge built in 2006 in Luxembourg. The measurements are analyzed and compared to literature data. The final objective is the use of real monitored eigenfrequencies for structural health monitoring and damage detection based on identification of stiffness losses in practical applications. Therefore, it is very important to identify and compensate for outdoor influences namely temperature, excitation force level and normal aging effects, like creep and shrinkage of concrete and their impact on material properties. The present paper aims at describing these effects in order to separate them from damage effects. It is shown that temperature change rates and temperature gradients within the bridge have an influence on the eigenfrequencies. Hence the key idea for assessment from the full database is to select only measurements with small temperature differences and slow temperature change rates. 展开更多
关键词 DAMAGE Detection long-term monitoring EIGENFREQUENCY AGING TEMPERATURE
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Evaluation and Forecasting of Elapsed Fatigue Life of Ship Structures by Analyzing Data from Full Scale Ship Structural Monitoring
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作者 Giovanni Cusano Lt Salvatore La Marca 《Journal of Shipping and Ocean Engineering》 2015年第2期59-74,共16页
This paper describes the activities carried out by CETENA in collaboration with the Italian Navy to assess the behavior of new FREMM frigates by means of an automatic hull monitoring system and to predict the expected... This paper describes the activities carried out by CETENA in collaboration with the Italian Navy to assess the behavior of new FREMM frigates by means of an automatic hull monitoring system and to predict the expected fatigue life of ship structure by analyzing recorded data through a specifically developed post-processing tool. 展开更多
关键词 Hull monitoring system FATIGUE long-term forecasting decision support system.
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茶园生态系统碳汇评估方法研究进展
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作者 王义祥 林怡 叶菁 《中国茶叶》 2025年第10期11-16,共6页
茶园作为陆地生态系统的关键组成部分,在全球碳循环中具有重要地位。精确评估茶园碳汇对实现碳达峰、碳中和目标意义重大。文章综述了茶园碳汇评估的样地清查法、模型法、涡度相关法和遥感监测法等主要方法,分析了其原理、优缺点及适用... 茶园作为陆地生态系统的关键组成部分,在全球碳循环中具有重要地位。精确评估茶园碳汇对实现碳达峰、碳中和目标意义重大。文章综述了茶园碳汇评估的样地清查法、模型法、涡度相关法和遥感监测法等主要方法,分析了其原理、优缺点及适用范围,并指出当前研究中存在的方法适配性低、数据获取难和模型通用性差等挑战。未来研究应融合多种方法建立综合评估体系,加强长期监测与动态评估,开展大尺度监测评估,并深化茶园碳汇潜力评估,以期为准确估算茶园生态系统碳汇和支撑国家“双碳”战略实施提供科学参考。 展开更多
关键词 茶园生态系统 碳汇评估 样地清查法 遥感监测法 涡度相关法
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星地协同下地块尺度柑橘黄龙病监测技术研究 被引量:1
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作者 谢国雪 黄启厅 +3 位作者 杨绍锷 梁永检 覃泽林 苏秋群 《自然资源遥感》 北大核心 2025年第2期30-38,共9页
为实现大区域地块尺度柑橘黄龙病高效监测,该文以广西壮族自治区蒙山县为例,按季度地面采集健康、黄化、黄龙病柑橘叶片样本,完成聚合酶链反应(polymerace chain reaction,PCR)、叶绿素、高光谱检测,分析不同状态柑橘特征变化规律,提取... 为实现大区域地块尺度柑橘黄龙病高效监测,该文以广西壮族自治区蒙山县为例,按季度地面采集健康、黄化、黄龙病柑橘叶片样本,完成聚合酶链反应(polymerace chain reaction,PCR)、叶绿素、高光谱检测,分析不同状态柑橘特征变化规律,提取监测黄龙病有效波段和影像特征;构建健康柑橘监测模型缩减待判别对象,形成柑橘生长异常地块,基于多时序Sentinel-2影像有效特征,集成多分类器算法提取柑橘黄龙病受灾地块。研究结果发现:①检测结果显示黄龙病与黄化叶片样本的叶绿素值十分相近,3月、12月黄龙病柑橘叶绿素值高于黄化柑橘,6月、9月相反;②高光谱曲线表明12月是识别黄龙病、黄化的重要时期,其中波长530~650,740~1050 nm是诊断黄龙病、黄化有效范围;③Sentinel-2影像12月时相特征指数归一化植被指数(normalized difference vegetation index,NDVI)、地表水分指数(land surface water index,LSWI)、绿度归一化植被指数(green normalized difference vegetative index,GNDVI)和倒红边叶绿素指数(inverted red-edge chlorophyll index,IRECI)能够有效分离柑橘生长健康和生长异常地块;④10—12月及翌年1—2月时序Sentinel-2影像特征指数NDVI、改进归一化差异水体指数(modified normalized difference water index,MNDWI)、归一化差异水体指数(normalized difference water index,NDWI)、GNDVI、IRECI、叶绿素吸收指数(modified chlorophyll absorption ratio index 2,MCARI2)、归一化红边指数(normalized difference index,NDI45)、特征色素(pigment specific simple,PSSRa)监测黄龙病具有优势;⑤蒙山县黄龙病地块识别准确率为86.6%、漏检率为7.8%、错误率为10.4%,2021年柑橘黄龙病地块964个,面积220.13 hm 2,大面积黄龙病发病率为2.02%,主要集中在新圩镇、文圩镇、蒙山镇、夏宜瑶族乡等。卫星遥感与地面实测结合能够实现大区域柑橘黄龙病地块监测,文章研究技术可为柑橘黄龙病大范围监测防控提供新思路。 展开更多
关键词 卫星遥感 地面实测 地块尺度 柑橘黄龙病 监测技术
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2005-2010年哀牢山中山湿性常绿阔叶林长期监测样地植物物种组成和群落特征数据集 被引量:1
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作者 徐志雄 杞金华 +3 位作者 杨国平 鲁志云 杨效东 范泽鑫 《植物生态学报》 北大核心 2025年第8期1191-1204,共14页
哀牢山地处滇中地区,受西南季风影响,在海拔2000-2600 m范围内分布有中山湿性常绿阔叶林,在该区域设置有哀牢山综合观测场中山湿性常绿阔叶林长期观测样地(样地编号:ALFZH01AC0_01)进行长期生态监测,具有重要的科研价值。该数据集利用... 哀牢山地处滇中地区,受西南季风影响,在海拔2000-2600 m范围内分布有中山湿性常绿阔叶林,在该区域设置有哀牢山综合观测场中山湿性常绿阔叶林长期观测样地(样地编号:ALFZH01AC0_01)进行长期生态监测,具有重要的科研价值。该数据集利用样地内2005和2010年的监测数据,对森林植物群落乔木层、灌木层、草本层、层间附(寄)生和层间藤本植物的物种组成和群落特征的监测数据进行整合,共监测174个物种,隶属于70科129属。其中物种数最多的前5个科依次为百合科(10种)、蔷薇科(9种)、水龙骨科(9种)、樟科(6种)及山茶科(6种),前5个属为冬青属(Ilex,5种)、山矾属(Symplocos,5种)、楼梯草属(Elatostema,4种)、凤仙花属(Impatiens,3种)和薹草属(Carex,3种)。植物生活型组成主要为草本(56种),占该样地物种总数的32.18%;灌木41种,占23.56%;乔木28种,占16.09%。样地植物区系地理成分以热带亚洲分布种为主,占样地物种总数的51.72%。按照中国植被分类系统,样地的植被为腾冲栲+南洋木荷+黄心树-无量山箭竹-密叶瘤足蕨常绿阔叶林(Castanopsis wattii+Schima noronhae+Machilus gamblei-Fargesia wuliangshanensis-Plagiogyria pycnophylla Evergreen Broadleaf Forest)。 展开更多
关键词 中山湿性常绿阔叶林 哀牢山 长期观测样地 物种组成 群落特征
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On-Skin Epidermal Electronics for Next-Generation Health Management
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作者 Jinbin Xu Xiaoliang Chen +7 位作者 Sheng Li Yizhuo Luo Shizheng Deng Bo Yang Jian Lv Hongmiao Tian Xiangming Li Jinyou Shao 《Nano-Micro Letters》 2026年第1期609-646,共38页
Continuous monitoring of biosignals is essential for advancing early disease detection,personalized treatment,and health management.Flexible electronics,capable of accurately monitoring biosignals in daily life,have g... Continuous monitoring of biosignals is essential for advancing early disease detection,personalized treatment,and health management.Flexible electronics,capable of accurately monitoring biosignals in daily life,have garnered considerable attention due to their softness,conformability,and biocompatibility.However,several challenges remain,including imperfect skin-device interfaces,limited breathability,and insufficient mechanoelectrical stability.On-skin epidermal electronics,distinguished by their excellent conformability,breathability,and mechanoelectrical robustness,offer a promising solution for high-fidelity,long-term health monitoring.These devices can seamlessly integrate with the human body,leading to transformative advancements in future personalized healthcare.This review provides a systematic examination of recent advancements in on-skin epidermal electronics,with particular emphasis on critical aspects including material science,structural design,desired properties,and practical applications.We explore various materials,considering their properties and the corresponding structural designs developed to construct high-performance epidermal electronics.We then discuss different approaches for achieving the desired device properties necessary for long-term health monitoring,including adhesiveness,breathability,and mechanoelectrical stability.Additionally,we summarize the diverse applications of these devices in monitoring biophysical and physiological signals.Finally,we address the challenges facing these devices and outline future prospects,offering insights into the ongoing development of on-skin epidermal electronics for long-term health monitoring. 展开更多
关键词 On-skin epidermal electronics ADHESIVENESS Breathability Mechanoelectrical stability long-term biosignal monitoring
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湖北省钟祥市土壤质量变化监测——基于地球化学多元统计学分析
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作者 冯朝胜 严向军 刘安莉 《资源环境与工程》 2025年第3期275-283,共9页
土壤质量变化监测对土地资源的高效开发和土壤污染防治工作具有重要指导意义。基于湖北省钟祥市2005年多目标地球化学调查测试分析的1097件土壤样本和2020年土地质量地球化学调查测试分析的18706件土壤样本的数据,利用地球化学多元统计... 土壤质量变化监测对土地资源的高效开发和土壤污染防治工作具有重要指导意义。基于湖北省钟祥市2005年多目标地球化学调查测试分析的1097件土壤样本和2020年土地质量地球化学调查测试分析的18706件土壤样本的数据,利用地球化学多元统计方法,对可指示土壤质量变化的指标进行分析,主要通过箱线图和t检验对不同指标的含量变化进行分析,基于半变异函数得出的块金值(C_(0))对选取指标进行误差分析,并利用GIS技术展示每个点位的指标含量变化。结果表明,钟祥市土壤中有机质(SOM)、N等指标含量在15年间呈增长趋势,K、B含量呈降低趋势,Hg、Gr含量明显上升,pH值明显下降。 展开更多
关键词 土壤监测 土壤质量 箱线图 T检验 半变异函数
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基于多尺度分割的农业休耕地块遥感分类方法研究
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作者 刘伟 司雷 +5 位作者 王春博 高鹏远 孙庆松 李徐亮 靳雄飞 薛丙欣 《测绘与空间地理信息》 2025年第5期45-48,共4页
通过遥感技术手段开展多尺度分割的农业休耕地块遥感分类方法研究,结果表明:形状因子、边界强度、紧凑度权重、合并阈值4个尺度因子能更好地对研究区农业休耕地块进行区分与提取;休耕地块与建筑物在红蓝波段差异明显可作为分类特征;面... 通过遥感技术手段开展多尺度分割的农业休耕地块遥感分类方法研究,结果表明:形状因子、边界强度、紧凑度权重、合并阈值4个尺度因子能更好地对研究区农业休耕地块进行区分与提取;休耕地块与建筑物在红蓝波段差异明显可作为分类特征;面向像元的决策树、面向对象随机森林和面向对象的规则集3种分类方法中,面向对象的规则集具有更好的一致性,地块识别及面积准确率平均达到90%。该研究成果可为农业休耕地块遥感监测提供技术支撑。 展开更多
关键词 休耕地块分类 尺度分割 分类方法 遥感监测
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箱图及其Python算法在地质灾害监测数据分析建模预处理阶段的应用研究
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作者 王建西 王博文 李敏 《城市地质》 2025年第2期221-228,共8页
在地质灾害监测中,数据分析建模是一项极为重要的工作,通过对监测数据进行统计和分析,可以洞察地质灾害隐患点的变化情况,揭示发展趋势。监测数据的质量对数据分析建模与灾害预警的准确性和可靠性起着决定性作用,数据预处理作为提升数... 在地质灾害监测中,数据分析建模是一项极为重要的工作,通过对监测数据进行统计和分析,可以洞察地质灾害隐患点的变化情况,揭示发展趋势。监测数据的质量对数据分析建模与灾害预警的准确性和可靠性起着决定性作用,数据预处理作为提升数据质量的关键环节,对异常值识别与处理尤为重要。箱图作为一种常见的数据可视化工具,被广泛用于数据分析中。文章详细阐述基于箱图的基本概念和特性值计算、异常值识别清洗算法,用Python语言编程使之可视化。通过实际案例,分析验证箱图及其算法在处理地质灾害监测数据上的有效性。研究结果表明,箱图能够精准定位并处理异常值,显著提高监测数据质量。 展开更多
关键词 地质灾害监测 数据分析建模 数据预处理 箱图应用 算法设计
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百涌保护区阔叶林监测样地物种组成与群落特征研究
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作者 陈圣来 罗森元 +2 位作者 江政民 李绮恒 杨诗敏 《热带林业》 2025年第3期113-117,共5页
次生阔叶林的植物群落结构与空间格局动态变化对区域生态安全具有重要意义。为评估阳春百涌省级自然保护区次生阔叶林的群落状况,2025年4月,在百涌保护区设置了1hm^(2)固定监测样地,开展了系统的植物群落调查,分析了群落物种组成、群落... 次生阔叶林的植物群落结构与空间格局动态变化对区域生态安全具有重要意义。为评估阳春百涌省级自然保护区次生阔叶林的群落状况,2025年4月,在百涌保护区设置了1hm^(2)固定监测样地,开展了系统的植物群落调查,分析了群落物种组成、群落结构、物种多样性、径级结构和物种空间分布格局。结果表明:(1)样地内共记录到胸径大于1 cm的木本植物2646株(含分枝),隶属于33科50属69种,总胸高断面积2570.47m^(2)/hm^(2),优势树种为华润楠、长毛山矾、鹅掌柴、珊瑚树、广东润楠、青藤公。(2)样地Margalef指数为8.63、Shannon-Wiener指数为2.85、Simpson指数为0.89、Pielou指数为0.67。(3)胸径1cm≤DBH<5cm的小径级个体数量最多,占总个体数的57.17%;胸径5cm≤DBH<10cm的个体数占20.67%,两者合计占样地总个体数的77.84%。(4)样地中重要值排名前10的物种,其方差均值比率均大于1,均为聚集分布,鹅掌柴聚集程度最高,长毛山矾次之。总体而言,阳春百涌省级自然保护区次生阔叶林群落具有较高的物种多样性和复杂的结构特征,优势树种明显,小径级个体占比较高,整体呈现聚集分布格局。 展开更多
关键词 次生阔叶林 群落结构 监测样地 空间分布格局 百涌保护区
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异常检测在地质灾害监测预警中的应用
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作者 马施卫 杨建元 +2 位作者 余国祥 马力 徐宇 《科技和产业》 2025年第17期133-139,共7页
近年来,随着物联网在地质灾害专业监测领域的不断应用,监测数据的识别及分析成为监测专业人员的重要工作。为提高预警预报水平,尝试使用异常检测方法进行地质灾害监测预警,并分别使用箱型图及RRCF(健壮的随机切割树算法)方法对白鹤滩水... 近年来,随着物联网在地质灾害专业监测领域的不断应用,监测数据的识别及分析成为监测专业人员的重要工作。为提高预警预报水平,尝试使用异常检测方法进行地质灾害监测预警,并分别使用箱型图及RRCF(健壮的随机切割树算法)方法对白鹤滩水电站库区葫芦口大桥右岸监测实例进行效果验证。结果表明:箱型图数据异常检测方法可以较早识别出异常值,并提供预警参考,分析各变形阶段箱型图分布特征;RRCF方法对时间尺度较敏感,对逐日位移数据检测效果较佳,能够反映出库区水位升降对变形体造成的累进性破坏。异常检测方法可忽略地质灾害的内在演化机理及不确定性的诱发因素,而专注于对变形体监测数据的异常识别。 展开更多
关键词 地质灾害 监测预警 异常检测 箱型图 RRCF(健壮的随机切割树算法)
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Design of Low-Power Data Logger of Deep Sea for Long-Term Field Observation 被引量:1
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作者 赵伟 陈鹰 +2 位作者 杨灿军 曹建伟 顾临怡 《China Ocean Engineering》 SCIE EI 2009年第1期133-144,共12页
This paper describes the implementation of a data logger for the real-time in-situ monitoring of hydrothermal systems. A compact mechanical structure ensures the security and reliability of data logger when used under... This paper describes the implementation of a data logger for the real-time in-situ monitoring of hydrothermal systems. A compact mechanical structure ensures the security and reliability of data logger when used under deep sea. The data logger is a battery powered instrument, which can connect chemical sensors (pH electrode, H2S electrode, H2 electrode) and temperature sensors. In order to achieve major energy savings, dynamic power management is implemented in hardware design and software design. The working current of the data logger in idle mode and active mode is 15 μA and 1.44 mA respectively, which greatly extends the working time of battery. The data logger has been successftdly tested in the first Sino-American Cooperative Deep Submergence Project from August 13 to September 3, 2005. 展开更多
关键词 data logger low-power design deep sea long-term monitoring
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基于数据驱动的文物环境风险状态评估方法研究 被引量:1
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作者 王琨 梁茹 +4 位作者 侍洪波 谭帅 蔡兰坤 吴来明 徐方圆 《文物保护与考古科学》 北大核心 2024年第5期143-150,共8页
在博物馆文物保护中,对环境风险监测和风险变量的及时定位有重要意义。然而,由于各个文物展馆的差异性,很难将某一展馆的环境风险划分标准应用于其他展馆,甚至无法应用到同一展馆的不同类型文物。除此之外,当风险出现时,博物馆无法及时... 在博物馆文物保护中,对环境风险监测和风险变量的及时定位有重要意义。然而,由于各个文物展馆的差异性,很难将某一展馆的环境风险划分标准应用于其他展馆,甚至无法应用到同一展馆的不同类型文物。除此之外,当风险出现时,博物馆无法及时锁定影响因素,延长了风险排除所需的时间。因此,结合上海博物馆江南文化艺术临展的连续监测数据,提出了一种针对纸质文物的环境风险状态评估二级监测框架,并按需求划分为“优、良、中、差”四个等级进行风险监测。首先,使用“优”数据集建立主成分分析(principal component analysis,PCA)模型并构建控制限用以挑选“优”数据,“差”数据集通过已有的PCA模型得到判断“差”等级的控制限;然后,使用“非优非差”数据集建立ReliefF-PCA模型并得到“良”“中”等级划分的控制限;最后,对应PCA模型和ReliefF-PCA模型分别使用贡献图和基于ReliefF算法计算权值的加权贡献图,以此量化风险,初步定位对环境指标存在影响的风险变量。通过两个评价模型构建的监测框架,为文物保存环境质量的评估和后续馆藏环境调控提供了一种更为科学的方案,有助于提高整个文物保护系统的效率。 展开更多
关键词 环境监测 风险评估 文物保护 PCA算法 贡献图 变量定位
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基于EDA统计图量化的桥梁动态监测数据质量评估
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作者 殷鹏程 谭曼丽莎 +1 位作者 曹阳梅 单德山 《重庆交通大学学报(自然科学版)》 CAS CSCD 北大核心 2024年第5期9-16,共8页
探索性数据分析统计图在桥梁健康监测动态数据质量评估中已有广泛应用。为了减少人工观察统计图的主观性,通过近似度量方法实现统计图的量化分析,得到多个指标对监测数据进行快速质量评估。在运营环境激励作用下,桥梁结构动力响应具有... 探索性数据分析统计图在桥梁健康监测动态数据质量评估中已有广泛应用。为了减少人工观察统计图的主观性,通过近似度量方法实现统计图的量化分析,得到多个指标对监测数据进行快速质量评估。在运营环境激励作用下,桥梁结构动力响应具有短时线性平稳性,近似服从正态分布。以某大跨斜拉桥振动数据为研究对象,首先,绘制样本数据直方图和Q-Q图,通过观察数据分布特征预先判断数据质量,确定优、良和差3个等级。然后,分别通过KL散度和余弦相似度2种近似度量方法对样本数据直方图和Q-Q图进行量化,得到数据服从正态分布程度的指标;通过箱线图检测样本数据全局异常点,得到正常数据占比;统计分析得到量化值和先验质量等级的对应关系,确定以直方图KL散度和余弦相似度为主、以箱线图正常数据占比为辅的数据质量评估标准。最后,取部分数据为验证集,进一步验证所提方法各个指标的合理性,并给出该方法在实际工程上的应用结果。 展开更多
关键词 桥梁工程 桥梁结构健康监测 数据质量评估 探索性数据分析 KL散度 余弦相似度 箱线图
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