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Short-term displacement prediction for newly established monitoring slopes based on transfer learning
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作者 Yuan Tian Yang-landuo Deng +3 位作者 Ming-zhi Zhang Xiao Pang Rui-ping Ma Jian-xue Zhang 《China Geology》 CAS CSCD 2024年第2期351-364,共14页
This study makes a significant progress in addressing the challenges of short-term slope displacement prediction in the Universal Landslide Monitoring Program,an unprecedented disaster mitigation program in China,wher... This study makes a significant progress in addressing the challenges of short-term slope displacement prediction in the Universal Landslide Monitoring Program,an unprecedented disaster mitigation program in China,where lots of newly established monitoring slopes lack sufficient historical deformation data,making it difficult to extract deformation patterns and provide effective predictions which plays a crucial role in the early warning and forecasting of landslide hazards.A slope displacement prediction method based on transfer learning is therefore proposed.Initially,the method transfers the deformation patterns learned from slopes with relatively rich deformation data by a pre-trained model based on a multi-slope integrated dataset to newly established monitoring slopes with limited or even no useful data,thus enabling rapid and efficient predictions for these slopes.Subsequently,as time goes on and monitoring data accumulates,fine-tuning of the pre-trained model for individual slopes can further improve prediction accuracy,enabling continuous optimization of prediction results.A case study indicates that,after being trained on a multi-slope integrated dataset,the TCN-Transformer model can efficiently serve as a pretrained model for displacement prediction at newly established monitoring slopes.The three-day average RMSE is significantly reduced by 34.6%compared to models trained only on individual slope data,and it also successfully predicts the majority of deformation peaks.The fine-tuned model based on accumulated data on the target newly established monitoring slope further reduced the three-day RMSE by 37.2%,demonstrating a considerable predictive accuracy.In conclusion,taking advantage of transfer learning,the proposed slope displacement prediction method effectively utilizes the available data,which enables the rapid deployment and continual refinement of displacement predictions on newly established monitoring slopes. 展开更多
关键词 LANDSLIDE Slope displacement prediction Transfer learning Integrated dataset Transformer Pre-trained model Universal Landslide monitoring program(ULMP) Geological hazards survey engineering
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Management of chronic heart failure:Role of home echocardiography in monitoring care programs 被引量:1
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作者 Silvia Soreca Sergio Aprile +9 位作者 Andrea Cardone Giovanni Carella Biagio Fimiani Franco Guarnaccia Giosuè Santoro Valentina Apuzzi Giorgio Bosso Antonio Valvano Giovanni Zito Ugo Oliviero 《World Journal of Cardiology》 CAS 2012年第3期72-76,共5页
AIM:To identify a possible role of home echocardiography for monitoring chronic heart failure(CHF)patients.METHODS:We prospectively investigated 118 patients hospitalized during the last year for CHF who could not eas... AIM:To identify a possible role of home echocardiography for monitoring chronic heart failure(CHF)patients.METHODS:We prospectively investigated 118 patients hospitalized during the last year for CHF who could not easily reach the pertaining District Healthcare Center.The patients were followed up with 2 home management programs:one including clinical and electrocardiographic evaluations and also periodic home echocardiographic examinations(group A),the other including clinical and electrocardiographic evaluations only(group B).RESULTS:At the end of the 18-mo follow-up no significant differences were observed between the 2 groups as regards the primary endpoint:rehospitalization occurred in 4 patients of the group A and in 6 patients of the group B;major cardiovascular events occurred in 2 and in 3 patients,respectively.No significant differences were observed with respect to the secondary endpoints:one vascular event appeared in both the groups,3 cardiovascular deaths occurred in group A and 2 in group B.No significant differences were observed between the 2 groups as regards the composite endpoint of death plus hospitalization.CONCLUSION:Home echocardiography for monitoring of CHF patients does not improve the cardiovascular endpoints.In our CHF patients,a low incidence of vascular events was observed. 展开更多
关键词 ECHOCARDIOGRAPHY Chronic heart failure HOME monitoring CARE programS CARDIOVASCULAR events
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Monitoring of Organochlorine Pesticide Residues──The GEMS/Food Program in China 被引量:2
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作者 ZHANG YING YANG DA-JIN +1 位作者 FANG CONG-RONG AND WEI KAI-KUN (Institute of Food Safety Control and Inspection, Ministry of Public Health, 7 Pan Jia Yuan, Beijing 100021, China) 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 1997年第1期102-106,共5页
This paper covers the monitoring activities of organochlorine (OCS) pesticide residues in the GEMS/Food program, which China took part in for the first time in 1992. The levels of HCH and DDT were determined in 355 sa... This paper covers the monitoring activities of organochlorine (OCS) pesticide residues in the GEMS/Food program, which China took part in for the first time in 1992. The levels of HCH and DDT were determined in 355 samples of eight main varieties of food , taken from five provinces and cities. The results show that the positive rate of HCH is 69%, of which 99. 44 % is in accord with the National Standards of Food Hygiene of China. As to DDT, the two rates are 42 % and 100 % respectively. The daily intakes of HCH and DDT are 0. 22 mg/ kg.bw and 0. 54 mg/kg. bw respectively, which are far below their corresponding ADIs.Compared with those in 1970s, the OCS residues have decreased significantly. Therefore the monitored varieties of food are safe to people's health 展开更多
关键词 The GEMS/Food program in China WHO FAO monitoring of Organochlorine Pesticide Residues
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A New Software for GIS Image Pixel Topographic Fac-tors in Remote Sensing Monitoring of Soil Losses 被引量:4
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作者 TANGWAN-LONG BUZHAO-HONG 《Pedosphere》 SCIE CAS CSCD 1995年第1期67-74,共8页
ANewSoftwareforGISImagePixelTopographicFac-torsinRemoteSensingMonitoringofSoilLossesTANGWAN-LONGandBUZHAO-HO... ANewSoftwareforGISImagePixelTopographicFac-torsinRemoteSensingMonitoringofSoilLossesTANGWAN-LONGandBUZHAO-HONGInstituteofSoil... 展开更多
关键词 水土流失 遥感监测 GIS 图像像素 地形因子 计算机软件
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Thoughts on Integrated Monitoring of Ecological Environment at Provincial Level
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作者 PENGHong JackE.Coster SONGXiao-qiang 《水土保持研究》 CSCD 2004年第2期27-32,共6页
The Law of Soil and Water Conservation entitles the administrations of water resources at various level to monitor ecological environment and to proclaim status of soil erosion periodically.Monitoring units of soil an... The Law of Soil and Water Conservation entitles the administrations of water resources at various level to monitor ecological environment and to proclaim status of soil erosion periodically.Monitoring units of soil and water conservation approved by local governments are obliged to undertake this work.How to develop a monitoring program needs an overall and long-term concept.Particularity and objectives of ecological environment monitoring was discussed. Monitoring at provincial level may be divided into two levels:province-wide and at project level. Those indicators meaningful,sensitive to any disturbances,and simple to measure may be selected to test status of ecosystem stability and health.It makes sense to have an integrated sampling design,to set up permanent observation plots and to collect data, so that to have a relative timely,accurate understanding of ecosystems in the province.A program regarding sampling design,field methods, data analysis,documentation and implementation was detailed. 展开更多
关键词 ECOLOGICAL environment PROVINCE WIDE monitoring project LEVEL sampling design implementation program
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The National Estuarine Research Reserve System: A Review of Research and Monitoring Initiatives
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作者 Michael J. Kennish 《Open Journal of Ecology》 2019年第3期50-65,共16页
The National Estuarine Research Reserve System (NERRS) is an integrated network of 29 protected and coordinated estuarine reserve sites in 23 states and one territory (Puerto Rico) covering more than 525,000 ha of est... The National Estuarine Research Reserve System (NERRS) is an integrated network of 29 protected and coordinated estuarine reserve sites in 23 states and one territory (Puerto Rico) covering more than 525,000 ha of estuarine habitat, adjoining wetlands, and uplands that encompass 19 biogeographical regions along the Atlantic, Gulf of Mexico, and Pacific coasts, as well as the Caribbean Sea and Great Lakes. NERRS is an ecosystem-based research and monitoring network of sites serving as platforms to develop quantitative databases of value to coastal management programs in identifying and tracking short-term variability and long-term changes in the integrity and biodiversity of estuarine systems nationwide due to natural perturbations and anthropogenic disturbances. The reserve sites also play a vital role in assessing coastal issues of local, regional, and national significance for the purpose of sustaining estuarine systems and coastal lands, such as evaluating their responses to climate change and other major stressors to inform coastal decision-making and public awareness for the protection and resilience of natural resources and coastal communities. Over the past four decades, NERRS sites have collected large volumes of research and monitoring data of great utility in characterizing estuarine environments and addressing an array of resource-management concerns, including degraded water quality, loss and alteration of essential habitat, impacted fisheries, invasive species, and conservation. 展开更多
关键词 NERRS Estuaries System-Wide monitoring program Integrated RESEARCH SENTINEL SITES Climate Change
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Trace Elements in Lake Baikal: Current Status, Forecast and Monitoring Problems
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作者 V. A. Vetrov 《Journal of Geoscience and Environment Protection》 2018年第3期66-82,共17页
Assessment of the current status of Lake Baikal proved to be based on changes in natural (“preindustrial”) chemical content in basic abiotic and biological compartments of the Lake geosystem. This approach was used ... Assessment of the current status of Lake Baikal proved to be based on changes in natural (“preindustrial”) chemical content in basic abiotic and biological compartments of the Lake geosystem. This approach was used to evaluate background “base-line levels” of 6 major and about 50 minor and trace ele-ments in the Lake Baikal water body using a number of most reliable data re-ported within 1992-2012. In terms of environment geochemistry Baikal is one of the purest water reservoirs on the Earth. A simple mass balance model was proposed for assessing possible anthropogenic impact on Baikal water geo-chemistry. Estimations of change trends showed that only for Na+, SO42-, Cl- and Mo growth rate of their average concentrations in the Lake occurred to be 1%, 3%, 7% and 2% in every 10 years. Space-time monitoring schedules for all water body compartments of the Lake are proposed as well as similar moni-toring programs for tributaries, precipitations, bottom sediments, aquatic biota. 展开更多
关键词 Lake BAIKAL Environmental Geochemistry Status BASE-LINE Concentrations Trace Elements Change Trends FORECAST Mass BUDGET ANTHROPOGENIC Impact Eco-Geochemical monitoring monitoring programs
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The importance of long-term research and monitoring in the Ross Sea
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作者 Bob ZUUR 《Advances in Polar Science》 CSCD 2019年第4期359-361,共3页
The Ross Sea region is a biologically rich and dynamic environment and,although protected under various instruments of the Antarctic Treaty System,is threatened by a changing climate and increasing human activities lo... The Ross Sea region is a biologically rich and dynamic environment and,although protected under various instruments of the Antarctic Treaty System,is threatened by a changing climate and increasing human activities locally and globally.This opinion editorial describes the importance of research and monitoring in the Ross Sea and identifies opportunities and barriers to enhance them. 展开更多
关键词 Ross Sea human impacts toothfish fishery environmental models CCAMLR Ecosystem monitoringprogram (CEMP) Marine Protected Areas (MPAs)
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2017-2022年北京市怀柔区免疫规划疫苗接种报告情况分析
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作者 闫乐 马辛悦 《数理医药学杂志》 CAS 2024年第5期334-340,共7页
目的回顾性分析2017-2022年北京市怀柔区免疫规划疫苗接种报告数据,为进一步做好接种率监测报告工作提供参考。方法利用北京市免疫规划监测信息管理系统获取2017-2022年北京市怀柔区免疫规划疫苗接种率监测数据,对接种报告的及时性、完... 目的回顾性分析2017-2022年北京市怀柔区免疫规划疫苗接种报告数据,为进一步做好接种率监测报告工作提供参考。方法利用北京市免疫规划监测信息管理系统获取2017-2022年北京市怀柔区免疫规划疫苗接种率监测数据,对接种报告的及时性、完整性、可靠性进行分析评价。结果2017年1月1日至2022年12月31日,北京市怀柔区各预防接种单位免疫规划疫苗接种报告及时性、完整性均为100%;5种免疫规划疫苗PV1-3、DTaP1-3、MMR/MR1、JE-L1、MPSV1-2基础免疫报告接种率均在96%以上,估算接种率为90.53%~127.42%;D值评价指标:可信占36.67%,可疑占50.00%,不可信占13.33%;R值评价指标:可信占66.67%,可疑占29.17%,不可信占4.17%。结论2017-2022年北京市怀柔区常规免疫接种率监测系统运行良好,大部分常规免疫疫苗维持在较高接种水平,但可能存在流动儿童摸底不够清晰、报告接种率偏高的问题,需要更精准掌握应种儿童人数,优化免疫规划监测信息管理系统接种率判定功能,做好漏种儿童补种等,进一步强化常规免疫接种率监测工作。 展开更多
关键词 免疫规划疫苗 预防接种 接种率 监测 评价
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新疆某规模化猪场3种病毒病抗体监测分析与免疫程序优化
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作者 吕转平 苏晓月 +1 位作者 沈亚安 唐思静 《现代畜牧科技》 2024年第7期16-18,共3页
该试验旨在了解当前新疆巴州某规模化猪场猪瘟(CSF)、猪蓝耳病(PRRS)和伪狂犬(PR)疫苗的免疫水平,收集当地某规模化生猪养殖场的467个血清样品,采用ELISA抗体检测试剂盒检测血清中猪瘟、猪蓝耳病和猪伪狂犬病毒的抗体水平。结果显示,该... 该试验旨在了解当前新疆巴州某规模化猪场猪瘟(CSF)、猪蓝耳病(PRRS)和伪狂犬(PR)疫苗的免疫水平,收集当地某规模化生猪养殖场的467个血清样品,采用ELISA抗体检测试剂盒检测血清中猪瘟、猪蓝耳病和猪伪狂犬病毒的抗体水平。结果显示,该地区的猪瘟、猪蓝耳病和猪伪狂犬病毒平均血清抗体阳性率分别为93.68%、77.22%和92.65%,均超过我国强制性疫苗免疫抗体阳性率标准70%。该地区猪群免疫手段还有很大的进步空间,本研究结合该地区实际情况对免疫程序进行了相应的调整优化。 展开更多
关键词 猪场 猪瘟 猪蓝耳病 伪狂犬病 血清抗体监测 免疫程序
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面向幼儿园的接送人管理与场景监控系统
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作者 王宏 李晓倩 《软件》 2024年第4期53-57,共5页
针对幼儿园冒领、错接、拐骗和绑架幼儿等一系列安全事故,本文设计了一种面向幼儿园的接送人管理与场景监控系统。该系统基于虹软ArcFace算法的离线人脸识别技术开发,获取接送人员的人脸特征值与事先注册录入人脸库中的家长或亲友的人... 针对幼儿园冒领、错接、拐骗和绑架幼儿等一系列安全事故,本文设计了一种面向幼儿园的接送人管理与场景监控系统。该系统基于虹软ArcFace算法的离线人脸识别技术开发,获取接送人员的人脸特征值与事先注册录入人脸库中的家长或亲友的人脸特征值进行比对,若匹配成功,则将接送场景照片和视频上传至系统的接送记录中,家长可以通过手机微信小程序查看接送记录。该系统提高了幼儿接送过程的安全性,降低幼儿被接错等安全风险,也为家长提供了查看接送记录、场景照片和视频的平台。 展开更多
关键词 幼儿园 离线人脸识别技术 场景监控 虹软ArcFace算法 微信小程序
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STC Monitor-51的单片机在线仿真调试 被引量:1
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作者 朱志伟 《单片机与嵌入式系统应用》 2015年第7期65-67,71,共4页
51内核单片机在线仿真调试是一种取代专业仿真器的有效手段。利用ISP/IAP方法和STC Monitor-51监控程序,以及单片机集成开发环境Keil C51的在线仿真功能的支持,STC公司的IAP15F2K61S2单片机实现了在线仿真调试功能,为单片机教学和应用... 51内核单片机在线仿真调试是一种取代专业仿真器的有效手段。利用ISP/IAP方法和STC Monitor-51监控程序,以及单片机集成开发环境Keil C51的在线仿真功能的支持,STC公司的IAP15F2K61S2单片机实现了在线仿真调试功能,为单片机教学和应用开发提供了一条新的途径。 展开更多
关键词 IAP15F2K61S2 STC monitor-51 在线仿真 监控程序
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新冠病毒感染患者居家监测与调理系统的设计
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作者 夏贤继 张亭亭 +2 位作者 宛楠 秦祥 刘乐乐 《福建电脑》 2024年第8期80-84,共5页
智能医疗是互联网时代的新式治疗模式,是传统治疗模式的延伸。本文设计了一款新冠病毒感染患者居家监测与调理的微信小程序,涵盖了患者数据采集、数据分析、远程医疗支持以及康复方案建议等多个功能。小程序利用后台管理系统和平台数据... 智能医疗是互联网时代的新式治疗模式,是传统治疗模式的延伸。本文设计了一款新冠病毒感染患者居家监测与调理的微信小程序,涵盖了患者数据采集、数据分析、远程医疗支持以及康复方案建议等多个功能。小程序利用后台管理系统和平台数据库实现数据可视化和实时交互。测试的结果表明,该系统基本上达到了设计要求。 展开更多
关键词 新冠病毒感染 居家监测 微信小程序
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基于微信小程序的眼科参数检测系统设计
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作者 资佳阳 周灵 曾亚光 《现代信息科技》 2024年第6期1-6,共6页
定期的眼部检查在近视防控及眼疾预测中具有关键作用。随着数字化生活方式的普及,电子屏幕使用时间显著增加,从而对眼睛产生潜在损害。文章设计并实施了一种基于微信小程序的眼球参数自动检测系统。该系统通过对眼科光学生物测量仪的互... 定期的眼部检查在近视防控及眼疾预测中具有关键作用。随着数字化生活方式的普及,电子屏幕使用时间显著增加,从而对眼睛产生潜在损害。文章设计并实施了一种基于微信小程序的眼球参数自动检测系统。该系统通过对眼科光学生物测量仪的互联网化升级,允许用户自行发起并完成检测,同时将结果同步至数据中心并创建个人眼科健康档案。用户可通过小程序轻松访问这些数据。该系统支持无人干预的自动检测,并已成功集成至LUS_1000Plus眼科光学生物测量仪,系统表现稳定,显著提升了检测效率。 展开更多
关键词 微信小程序 眼科健康监测档案 眼科光学生物测量仪 数据库
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“星链”星座低轨空间目标监测能力仿真分析
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作者 王迪 杨广华 +2 位作者 籍润泽 庄严 杨胜 《火力与指挥控制》 CSCD 北大核心 2024年第6期186-192,共7页
针对当前“星链”星座低轨空间目标监测能力缺少量化分析的现状,构建了“星链”星座低轨空间目标监测能力分析模型,并设计了仿真试验框架,利用卫星工具包(Satellite Toolkit STK)和MATLAB软件,对“星链”星座面向轨道高度200~1200km、... 针对当前“星链”星座低轨空间目标监测能力缺少量化分析的现状,构建了“星链”星座低轨空间目标监测能力分析模型,并设计了仿真试验框架,利用卫星工具包(Satellite Toolkit STK)和MATLAB软件,对“星链”星座面向轨道高度200~1200km、轨道倾角40°~100°范围内低轨空间目标的监测能力进行了仿真分析。基于仿真结果数据,对比分析了现阶段已部署“星链”星座和“星链”计划第一期LEO星座两种运行场景下对低轨空间目标的监测能力,阐明了卫星数量和卫星轨道分布对低轨空间目标监测能力的影响,为后续深入开展“星链”星座对低轨空间目标监测相关研究提供借鉴和参考。 展开更多
关键词 星链计划 卫星工具包 MATLAB 空间目标监测 仿真分析
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加油站、储油库企业自行监测实施技术要点研究
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作者 万征平 李朝松 +3 位作者 李佳 孙波 王宏达 杨丹丹 《当代化工研究》 CAS 2024年第9期76-78,共3页
由于加油站、储油库企业缺少相关自行监测技术要求,本文针对加油站、储油库企业污染物排放标准特点和排放指标,以《排污单位自行监测技术指南总则》为指导,确定加油站、储油库企业自行监测的基本原则和方法,结合加油站、储油库的实际排... 由于加油站、储油库企业缺少相关自行监测技术要求,本文针对加油站、储油库企业污染物排放标准特点和排放指标,以《排污单位自行监测技术指南总则》为指导,确定加油站、储油库企业自行监测的基本原则和方法,结合加油站、储油库的实际排污特点,将加油站、储油库企业自行监测的技术要点进行具体化和明确化,本文分析了行业排污特点和标准监测要求,给出了环境监测方案,对加油站、储油库企业可开展自行监测有一定的技术指导作用,促进加油站、储油库企业自行监测满足国家相关要求。 展开更多
关键词 自行监测 污染物排放分析 监测方案
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基于STM32的物联网远程电路参数监测系统设计
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作者 孙康亚 高红亮 +1 位作者 段玉龙 周成子 《自动化与仪表》 2024年第2期144-148,共5页
基于STM32开发板和基于TCP的MQTT协议设计了一款远程电路参数监测系统。该系统以STM32F103系列开发板为主控单元,利用ADC采集原理,通过并联电路分压原理和ACS712电流传感器芯片,计算出电路的电压、电流、功率这3种电路参数,设置这3组数... 基于STM32开发板和基于TCP的MQTT协议设计了一款远程电路参数监测系统。该系统以STM32F103系列开发板为主控单元,利用ADC采集原理,通过并联电路分压原理和ACS712电流传感器芯片,计算出电路的电压、电流、功率这3种电路参数,设置这3组数据的阈值,数据超出阈值自动报警,同时将这3组数据通过ESP8266-01S模块实时上传到云服务器。设计了一款微信小程序作为上位机,通过订阅云服务器中设备上传数据的路径实现实时接收数据的功能,可以远程监测电路参数,也可以通过此微信小程序来远程控制声光报警器的开关以及整个电路的开关。 展开更多
关键词 STM32 物联网 电路参数监测 微信小程序
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上海某超大超深邻地铁基坑工程施工监测分析
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作者 秦振伟 《建筑技术开发》 2024年第3期153-156,共4页
基坑监测对于监测基坑围护体系和周边环境、进行信息化施工和验证设计参数具有重大意义。以上海某商务区超大超深邻地铁基坑工程基坑监测为例,合理布设监测方案,分析监测数据的变化规律和成因。对施工过程中可能的安全隐患加以监测和预... 基坑监测对于监测基坑围护体系和周边环境、进行信息化施工和验证设计参数具有重大意义。以上海某商务区超大超深邻地铁基坑工程基坑监测为例,合理布设监测方案,分析监测数据的变化规律和成因。对施工过程中可能的安全隐患加以监测和预警,能有效提高施工质量和进度,以期为类似工程提供参考。 展开更多
关键词 基坑 监测方案 数据分析
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基于Python开发的地震余震序列统计程序
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作者 孟令升 刘爱华 +2 位作者 张雁翔 马龙辰 徐建权 《科技创新与应用》 2024年第14期46-49,共4页
我国是世界上地震活动最严重的国家之一。地震活动频次高、强度大、灾害重、影响广,2008年汶川地震给人民群众生命财产造成严重损失,给整个国家的经济社会发展造成深远影响。汶川地震后,中国地震局深刻总结与反思,要求地震行业提高为社... 我国是世界上地震活动最严重的国家之一。地震活动频次高、强度大、灾害重、影响广,2008年汶川地震给人民群众生命财产造成严重损失,给整个国家的经济社会发展造成深远影响。汶川地震后,中国地震局深刻总结与反思,要求地震行业提高为社会各界提供地震专业信息服务的能力。余震序列作为震后紧急会商的重要资料,其统计的时效性要求也相应提高。近年来,Python语言在数据库处理、数据统计处理、程序开发方面已成为新的趋势。余震序列统计程序基于Python语言开发,利用该程序,对地震编目数据库数据进行筛选、导出、整理,并产出符合上报要求的Word文档,实现对地震余震序列的即时产出。利用该程序进行余震统计,可极大地减轻地震一线工作人员工作量,为科研人员判断地震趋势和政府部门制定救援方案提供更加及时准确的数据,有效助力开展地震应急救援工作。 展开更多
关键词 PYTHON 余震统计 程序研发 地震余震序列 地震监测
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IP化节目集成平台监测系统设计
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作者 温云涛 《广播与电视技术》 2024年第2期116-119,共4页
作为节目集成平台的重要组成部分,监测系统在准确判断故障位置、辅助安全播出等方面具有重大作用。本文详细介绍了天津海河传媒中心IP化节目集成平台监测系统的设计思路。
关键词 IP组播 广播电视 节目集成平台 信号监测
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