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Earthquake magnitude estimation using the s_c and P_d method for earthquake early warning systems 被引量:1
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作者 Xing Jin Hongcai Zhang +2 位作者 Jun Li Yongxiang Wei Qiang Ma 《Earthquake Science》 2013年第1期23-31,共9页
Earthquake early warning (EEW) systems are one of the most effective ways to reduce earthquake disaster. Earthquake magnitude estimation is one of the most important and also the most difficult parts of the entire E... Earthquake early warning (EEW) systems are one of the most effective ways to reduce earthquake disaster. Earthquake magnitude estimation is one of the most important and also the most difficult parts of the entire EEW system. In this paper, based on 142 earthquake events and 253 seismic records that were recorded by the KiK-net in Japan, and aftershocks of the large Wenchuan earthquake in Sichuan, we obtained earthquake magnitude estimation relationships using the τe and Pa methods. The standard variances of magnitude calculation of these two formulas are ±0.65 and ±0.56, respectively. The Pd value can also be used to estimate the peak ground motion of velocity, then warning information can be released to the public rapidly, according to the estimation results. In order to insure the stability and reliability of magnitude estimation results, we propose a compatibility test according to the natures of these two parameters. The reliability of the early warning information is significantly improved though this test. 展开更多
关键词 Earthquake early warning Earthquakemagnitude τc method Pa method
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Comparison of two earthquake early warning location methods 被引量:1
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作者 Jun Li Xing Jin +1 位作者 Hongcai Zhang Yongxiang Wei 《Earthquake Science》 2013年第1期15-22,共8页
According to earthquake catalog records of Fujian Seismic Network, the Tnow method and the fourstation continuous location method put forward by Jin Xing are inspected by using P-wave arrival information of the first ... According to earthquake catalog records of Fujian Seismic Network, the Tnow method and the fourstation continuous location method put forward by Jin Xing are inspected by using P-wave arrival information of the first four stations in each earthquake. It shows that the fourstation continuous location method can locate more seismic events than the Tnow method. By analyzing the results, it is concluded that the reason for this is that the Tnow method makes use of information from stations without being triggered, while some stations failed to be reflected in earthquake catalog because of discontinuous records or unclear records of seismic phases. For seismic events whose location results can be given, there is no obvious difference in location results of the two methods and positioning deviation of most seismic events is also not significant. For earthquakes outside the network, the positioning deviation may amplify as the epicentral distance enlarges, which may relate to the situation that the seismic stations are centered on one side of epicenter and the opening angle between seismic stations used for location and epicenter is small. 展开更多
关键词 Earthquake early warning - Tnowlocation method Earthquake catalog Four-stationcontinuous location method
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Comparison of Two Earthquake Location Methods for Seismic Early Warning
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作者 Li Jun Jin Xing +2 位作者 Zhang Hongcai Wei Yongxiang Guan Yumei 《Earthquake Research in China》 2014年第4期502-509,共8页
In this paper,according to the Fujian Seismic Network earthquake catalog records,the T now method and the Four Stations Continuous Location method( hereinafter called FSCL)put forward by Jin Xing are inspected by usin... In this paper,according to the Fujian Seismic Network earthquake catalog records,the T now method and the Four Stations Continuous Location method( hereinafter called FSCL)put forward by Jin Xing are inspected by using P-wave arrival information of the first four stations of each seismic event. Results show that for earthquakes within the network,both methods can obtain similar location results and location deviations are small for the majority of the events. For earthquakes outside the network,the location deviation may be amplified as the epicentral distance increases,owing to the seismic station distribution which spread toward the side of the epicenter and the small opening angle between seismic stations used for locating and epicenter. For the FSCL method,the impacts of the wave velocity on the location results may be significant for earthquakes outside the network.Thus,selecting a velocity model which is similar to the actual structure of the wave velocity will contribute to improving location results of earthquakes. The FSCL method can locate more seismic events than the T now method. It concludes that the T now method makes use of mistake information from some non-triggering stations in earthquake catalog,and some P-wave arrivals are not included in the earthquake catalog due to discontinuous records or unclear records of the seismic phase,which induces incorrect location. 展开更多
关键词 Earthquake early warning Tnow location method Earthquake catalog Fourstation continuous location method (FSCL)
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Conceptual design and RCS performance research of shipborne early warning aircraft 被引量:6
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作者 Kuizhi Yue Yong Gao +1 位作者 Guanxiong Li Dazhao Yu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第6期968-976,共9页
In order to improve the survivability of the aircraft,conceptual design and radar cross section(RCS) performance research are done. The CATIA software is used to design the 3D digital model of the shipborne early wa... In order to improve the survivability of the aircraft,conceptual design and radar cross section(RCS) performance research are done. The CATIA software is used to design the 3D digital model of the shipborne early warning aircraft, and some measures are taken to reduce the RCS characteristics of the early warning aircraft at the same time. Based on the physical optics method and the equivalent electromagnetic flow method,the aircraft's RCS characteristics and strength distribution characteristics are simulated numerically, and compared with the foreign advanced shipborne early warning aircraft. The simulation results show that under the X radar band, when the incident wave pitching angle is 0?, compared with the foreign advanced shipborne early warning aircraft, the forward RCS average value of the conceptual shipborne early warning aircraft is reduced to 24.49%, the lateral RCS average value is reduced to 5.04%, and the backward RCS average value is reduced to 39.26%. The research results of this paper are expected to provide theoretical basis and technical support for the conceptual design and the stealth design of the shipborne early warning aircraft. 展开更多
关键词 conceptual design STEALTH shipborne early warning aircraft physical optics method SIMULATION
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A New Rational-based Optimal Design Strategy of Ship Structure Based on Multi-level Analysis and Super-element Modeling Method 被引量:6
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作者 Li Sun Deyu Wang 《Journal of Marine Science and Application》 2011年第3期272-280,共9页
A new multi-level analysis method of introducing the super-element modeling method, derived from the multi-level analysis method first proposed by O. F. Hughes, has been proposed in this paper to solve the problem of ... A new multi-level analysis method of introducing the super-element modeling method, derived from the multi-level analysis method first proposed by O. F. Hughes, has been proposed in this paper to solve the problem of high time cost in adopting a rational-based optimal design method for ship structural design. Furthermore,the method was verified by its effective application in optimization of the mid-ship section of a container ship. A full 3-D FEM model of a ship,suffering static and quasi-static loads, was used as the analyzing object for evaluating the structural performance of the mid-ship module, including static strength and buckling performance. Research results reveal that this new method could substantially reduce the computational cost of the rational-based optimization problem without decreasing its accuracy, which increases the feasibility and economic efficiency of using a rational-based optimal design method in ship structural design. 展开更多
关键词 rational-based optimal design method (RBODM) multi-level analysis SUPER-ELEMENT ship module genetic algorithm
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Designing of Commercial Bank Loans Risk Early Warning System Based on BP Neural Networks 被引量:1
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作者 杨保安 季海 《Journal of China Textile University(English Edition)》 EI CAS 2000年第4期110-113,共4页
According to the index early warning method, a commercial bank loans risk early warning system based on BP neural networks is proposed. The warning signal is mainly involved with the financial situation signal of loan... According to the index early warning method, a commercial bank loans risk early warning system based on BP neural networks is proposed. The warning signal is mainly involved with the financial situation signal of loaning corporation. Except the structure description of the system structure the demonstration of attemptive designing is also elaborated. 展开更多
关键词 Index EARLY warning method BP Neural Networks BANK LOANS risk management FINANCIAL SITUATION EARLY warning Signal
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Characteristics Analysis and the Early-warning Service System of Heavy Fog in Chizhou City 被引量:5
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作者 齐建华 杨春雷 +2 位作者 阮玲 张仕清 房厚林 《Meteorological and Environmental Research》 CAS 2010年第5期71-75,79,共6页
By analyzing the heavy fog data in Chizhou City in recent 50 years(1959-2007),the general rules of meteorological elements variations were found when the heavy fog happened.The meteorological elements included the tem... By analyzing the heavy fog data in Chizhou City in recent 50 years(1959-2007),the general rules of meteorological elements variations were found when the heavy fog happened.The meteorological elements included the temperature,humidity,wind direction,wind speed,air pressure and so on.The conceptual models of high-altitude and ground situation were established when the heavy fog happened in Chizhou City.Based on considering sufficiently the special geographical environment in Chizhou City,we found the key factors which affected the local heavy fog via the relative analyses.By using the statistical forecast methods which included the second-level judgment method and regression method of event probability and so on,the forecast mode equation of heavy fog was established.Moreover,the objective forecast system of heavy fog in Chizhou City was also manufactured.It provided the basis and platform which could be referred for the heavy fog forecast,service and the release of early-warning signal. 展开更多
关键词 Heavy fog Climate characteristic Forecast method Early-warning system China
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Meteorological Drought Warning Research in Fujian Province, China during 1971-2016
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作者 Shanmei Li Xianmei Wang +1 位作者 Chengliang Gao Xiaobing Ye 《Journal of Geoscience and Environment Protection》 2019年第11期220-228,共9页
This paper optimizes the meteorological drought assessment method in Fujian Province, China, making it more suitable for long-term serial drought statistics. Using the precipitation data of Pingtan National Basic Weat... This paper optimizes the meteorological drought assessment method in Fujian Province, China, making it more suitable for long-term serial drought statistics. Using the precipitation data of Pingtan National Basic Weather Station from 1971 to 2016, according to the optimized meteorological drought assessment method, statistics Pingtan meteorological drought process, and its characteristics analysis;through the multi-model integrated forecasting super-aggregate method, the 2011-2014 Fujian precipitation reality and the European Center, T639, WRF, Japan and other numerical forecast products were used for comparative analysis. The use of multiple regression method was used to forecast precipitation, by the localized precipitation correction scheme. The early warning method of single station meteorological drought process based on precipitation reality and precipitation forecast is obtained, and the platformization idea is proposed. 展开更多
关键词 METEOROLOGICAL DROUGHT PRECIPITATION CORRECTION Early warning method BUSINESS Platform
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Early warning systems for enteral feeding intolerance in patients with stroke
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作者 Guiying LIU Yanyan ZHANG Ling TANG 《Journal of Integrative Nursing》 2023年第2期132-137,共6页
Objective:The objective of this study was to construct an early warning system(EWS)to facilitate risk assessment,early identification,and appropriate treatment of enteral nutrition feeding intolerance(FI)in patients w... Objective:The objective of this study was to construct an early warning system(EWS)to facilitate risk assessment,early identification,and appropriate treatment of enteral nutrition feeding intolerance(FI)in patients with stroke,so as to provide a reference for risk classification standards and interventions toward a complete EWSs for nursing care of stroke.Materials and Methods:Based on evidence and clinical nursing practice,a structured expert consultation method was adopted on nine experts over two rounds of consultation.Statistical analysis was used to determine the early warning index for FI in patients with stroke.Results:The expert authority coefficient was 0.89;the coefficients of variation for the two rounds of consultation were 0.088-0.312 and 0.096-0.214,respectively.There were significant differences in the Kendall’s concordance coefficient(P<0.05).Finally,22 items in five dimensions of patient age,disease,treatment,biochemical,and enteral nutrition-related factors were identified.Conclusion:The early warning index for FI in patients with a history of stroke is valid and practical.It provides a reference for the early clinical identification of FI risk. 展开更多
关键词 Delphi method early warning systems enteral feeding intolerance enteral nutrition STROKE
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Study on Multi-level Treatment Method of Waste Gas from Sewage Treatment Plant
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作者 WANG Na 《外文科技期刊数据库(文摘版)工程技术》 2021年第4期166-171,共6页
With the continuous development of economy and society and the speeding up development of industrial industry, people's living standards are gradually improving, which leads to the increasing discharge of domestic... With the continuous development of economy and society and the speeding up development of industrial industry, people's living standards are gradually improving, which leads to the increasing discharge of domestic waste and industrial waste, so the working pressure of sewage treatment plants invisibly increases. Sewage treatment plant is the concentration of waste treatment and it will produce a large number of wastes generated by the accumulation of odor, that is, waste gas, with the characteristics of strong diffusion. Therefore, if the wastewater treatment plant can not properly treat these waste gases in time, it is easy to cause large-scale air pollution. If people live in this odor environment for a long time, it will seriously harm their health. Starting from waste gas treatment methods, do multi-level deodorization and purification of waste gas, which is the key measure to effectively help improve people's quality of life. 展开更多
关键词 sewage treatment plant waste gas multi-level treatment method
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The Construction of Orange Drought Warning Model——A Case Study of Beibei Orangery in Chongqing City
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作者 ZHOU Shuang-yan,ZHENG Xun-gang College of Economics and Management,Sichuan Agricultural University,Ya’an 625014,China 《Asian Agricultural Research》 2011年第3期137-140,145,共5页
On the basis of expounding the status quo of China's orange drought warning model research,according to the real-time monitoring data of Beibei Orangery in Chongqing City from June to August in 2010,by using facto... On the basis of expounding the status quo of China's orange drought warning model research,according to the real-time monitoring data of Beibei Orangery in Chongqing City from June to August in 2010,by using factor analysis and principal component regression,we construct the drought warning model of Beibei Orangery in Chongqing City,and we conduct test and correction on drought warning model by using MAPE principle of assessment and prediction accuracy and the real-time monitoring data of September.The results show that as for the prediction of orange drought,the model has strong credibility.If we conduct continuous dynamic monitoring on the relevant indices regarding orange drought by virtue of this model,and pay attention to the analysis of variation trend of prediction value,then it will be more practical;the warning effect,to some extent,further indicates that using factor analysis and principal component analysis method to conduct drought warning is rational;as the prediction model is static and linear,so we should perfect model to promote the accuracy and practicality of model. 展开更多
关键词 ORANGE DROUGHT warning CHONGQING CITY Principal co
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基于透明水文地质模型的工作面顶板水害预警研究
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作者 连会青 晏涛 +4 位作者 尹尚先 徐斌 康佳 周旺 闫国成 《煤炭科学技术》 北大核心 2025年第1期259-271,共13页
我国西部矿区因地质条件复杂,煤层顶板水害问题日渐突出,传统水害预警手段难以有效应对这一挑战。为解决水害预警中指标选取、预警方法及标准构建等核心问题,系统开展了顶板水害预警的基础理论研究、关键技术分析及智能化平台建设工作... 我国西部矿区因地质条件复杂,煤层顶板水害问题日渐突出,传统水害预警手段难以有效应对这一挑战。为解决水害预警中指标选取、预警方法及标准构建等核心问题,系统开展了顶板水害预警的基础理论研究、关键技术分析及智能化平台建设工作。首先,在传统透明地质模型基础上提出了透明水文地质模型的概念,引入动态更新功能并明确其设计实现思路;其次,基于顶板水害发育“3阶段”机理分析,提出指标选择应遵循约束性、独立性和持续性“3原则”,确定了地表水特征、含水层结构及性质、隔水层结构及性质、采动影响围岩运移特征及水文要素动态变化特性5大类主要影响因素,共从中提取出14项可量化指标构成顶板水害预警指标体系;根据已有事故案例、现场水文观测数据变化规律和相关标准规范,提出由4个预警指标参与的智能水害预警方法,划分出4个等级的预警级别、标准和应对措施;以透明水文地质模型为逻辑底层,内嵌预警指标、方法、标准和多态接口,集成开发了具备3个层级、6个核心功能的顶板水害智能化预警平台,该平台通过触发器和轮询的混合预警机制,实现了多指标综合评价与预警;最后,平台在西部某煤矿进行了为期1 a的示范应用,期间成功发出15次预警信息,其中10次为监测设备异常预警,5次为水害信息预警,所有预警均提前采取了有效应对措施。结果表明:该平台的应用验证了预警指标、方法、标准和平台的有效性与适用性。未来的研究可进一步优化预警模型和数据分析方法,以提升平台的预警精度和响应速度。 展开更多
关键词 透明水文地质模型 顶板水害 预警指标体系 预警方法 智能化预警平台
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基于Blender二次开发的平转法施工桥梁线形监测方法研究
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作者 李洋 何雄君 《交通科技》 2025年第2期65-70,共6页
桥梁平转施工过程中桥梁线形直接影桥梁的稳定性,而现有监测系统开发难度大、成本较高,故需要一种更为便捷、低成本的监测方式作为替代。基于三维模型处理平台Blender进行二次开发,将桥梁线形监测的主要内容集成在Blender的内嵌插件中显... 桥梁平转施工过程中桥梁线形直接影桥梁的稳定性,而现有监测系统开发难度大、成本较高,故需要一种更为便捷、低成本的监测方式作为替代。基于三维模型处理平台Blender进行二次开发,将桥梁线形监测的主要内容集成在Blender的内嵌插件中显示,并编写了线形监测、阈值预警等功能模块。该系统既实现了线形监测的主要目标,其便捷的开发方式也为后续拓展其他功能模块提供了更佳的开发环境。 展开更多
关键词 阈值预警 线形监测 Blender二次开发 平转法施工
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云南大理州鹤庆水文站旱警水位(流量)确定及应用探讨
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作者 罗丽艳 简世勋 +1 位作者 李文芳 张延平 《中国防汛抗旱》 2025年第4期28-31,共4页
基于云南大理州鹤庆水文站(以下简称鹤庆站)历史旱情统计资料、典型干旱年发生干旱期间各月月均流量资料、鹤庆站断面以下取水流量资料及生态流量分析成果,采用典型干旱年法和水量叠加法综合分析确定鹤庆站旱警流量为2.36 m3/s,相应水位... 基于云南大理州鹤庆水文站(以下简称鹤庆站)历史旱情统计资料、典型干旱年发生干旱期间各月月均流量资料、鹤庆站断面以下取水流量资料及生态流量分析成果,采用典型干旱年法和水量叠加法综合分析确定鹤庆站旱警流量为2.36 m3/s,相应水位为2181.80 m。由于鹤庆站低水受下游取水坝壅水影响,故以旱警流量预警为主,旱警水位根据实测流量资料适时调整。研究结果对3种鹤庆县干旱发展情况,区域生活、生态和生产用水安全,以及地区抗旱工作具有一定参考价值。 展开更多
关键词 典型干旱年法 水量叠加法 旱警水位(流量) 漾弓江流域 鹤庆站 云南大理州
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京津冀地区P_(d)方法震级估算模型研究
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作者 王莉婵 毛国良 +1 位作者 郭垚嘉 林庆西 《大地测量与地球动力学》 北大核心 2025年第3期260-265,共6页
基于2019—2022年京津冀及周边地区37次M_(L)3.2~5.9地震的963个烈度计和410个强震仪台站数据,利用P_(d)方法建立垂直向波形在P波到时后2~7 s的P_(d)幅值与震级之间的36种估算模型,通过拟合关系标准差确定烈度计和强震仪的最佳滤波频段... 基于2019—2022年京津冀及周边地区37次M_(L)3.2~5.9地震的963个烈度计和410个强震仪台站数据,利用P_(d)方法建立垂直向波形在P波到时后2~7 s的P_(d)幅值与震级之间的36种估算模型,通过拟合关系标准差确定烈度计和强震仪的最佳滤波频段分别为1~3 Hz和0.5~3 Hz,同时建立二者在P波到时后3 s内的P_(d)方法震级估算模型。参数拟合结果表明,模型拟合斜率和相关系数较高,标准差较小,模型整体可靠度较高。反向验证和新数据验证结果显示,与台网编目震级相比,单台P_(d)方法震级偏差主要集中在±0.5范围内,说明本文建立的2种P_(d)方法震级估算模型具有可行性,可以较好地应用于京津冀地区。 展开更多
关键词 京津冀地区 地震预警 P_(d)方法 震级估算模型
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基于车辆荷载-位移响应动态数字映射模型的在役桥梁健康状态评估方法
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作者 陆海珠 沈刚 +2 位作者 杜元 程勋煜 丁幼亮 《世界桥梁》 北大核心 2025年第1期71-78,共8页
为研究桥梁服役期间的运行状态,统计分析了江苏省烈士河大桥2018年的动态称重数据和位移响应数据,分别建立车辆荷载与车致位移特征参数的概率分布模型,采用马尔可科夫链蒙特卡罗(MCMC)方法和贝叶斯线性回归方法构建车辆荷载-位移响应动... 为研究桥梁服役期间的运行状态,统计分析了江苏省烈士河大桥2018年的动态称重数据和位移响应数据,分别建立车辆荷载与车致位移特征参数的概率分布模型,采用马尔可科夫链蒙特卡罗(MCMC)方法和贝叶斯线性回归方法构建车辆荷载-位移响应动态数字映射模型,提出以映射模型斜率作为桥梁状态评估指标,结合建立的模拟不同损伤程度的大桥多尺度有限元模型,研究其有效性。结果表明:通过概率分析发现大桥车辆荷载和对应的车致位移存在模糊映射关系;基于实测数据建立车辆荷载-位移响应动态数字映射模型,其斜率能够稳定反映桥梁的力学性能;基于有限元的无损和损伤状态车辆荷载-位移响应动态数字映射模型进一步验证了斜率可动态反映桥梁的力学性能变化,清晰表征桥梁结构的损伤程度;采用双样本Z检验方法可识别斜率评估指标的异常分布,进而对桥梁损伤和异常运行状态进行预警。 展开更多
关键词 桥梁工程 桥梁健康监测 车辆荷载 位移响应 数字建模 损伤预警 评估方法
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低气压下动力锂离子电池热失控预警方法试验研究
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作者 贺元骅 李子桐 +1 位作者 梁家鑫 黄江 《安全与环境学报》 北大核心 2025年第3期875-887,共13页
为了破解低气压下动力锂离子电池热失控预警指标不精准与预警等级不科学的问题,搭建了预警试验平台,试验装置选取UL9540A支持的82 L定容燃烧弹。结果表明,相同荷电状态(State of Charge,SOC)条件下,高SOC电池在低气压环境下的开阀时刻... 为了破解低气压下动力锂离子电池热失控预警指标不精准与预警等级不科学的问题,搭建了预警试验平台,试验装置选取UL9540A支持的82 L定容燃烧弹。结果表明,相同荷电状态(State of Charge,SOC)条件下,高SOC电池在低气压环境下的开阀时刻早于常气压。根据锂离子电池灾变过程的紧急程度,提出综合温度(θ_(C))超过自产热隔膜融化、电池正极分解和开阀放气温度以及电压(U)第一次骤降10%作为热失控预警的判定条件。通过皮尔逊相关系数法,筛选出池体安全阀口温度(θ_(2))、池体正极侧中心温度(θ_(4))、电压(U)和气压(p)四个预警指标构建多元动态预警方法,可科学预测单体三元动力锂离子电池热失控从自产热到热失控的危险过程,为低气压下动力锂离子电池安全应用提供理论和技术支撑。 展开更多
关键词 安全工程 动力锂离子电池 低气压 荷电状态 热失控 相关性分析 预警方法
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基于GIS数据的地下水位异常自动预警研究
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作者 解君艳 《无线互联科技》 2025年第1期98-101,共4页
文章利用GIS数据加载带有高程信息的地下水位点数据,使用ArcGIS的3D Analyst工具构建地下水位空间三角网。引进摩尔-库仑破坏准则通过求解力或力矩的平衡方程,计算地下水所在岩土体的稳定性系数,以此为依据建立地下水所在地质环境稳定... 文章利用GIS数据加载带有高程信息的地下水位点数据,使用ArcGIS的3D Analyst工具构建地下水位空间三角网。引进摩尔-库仑破坏准则通过求解力或力矩的平衡方程,计算地下水所在岩土体的稳定性系数,以此为依据建立地下水所在地质环境稳定性模型。根据地质环境稳定性模型计算地下水位安全系数,结合终端观测与记录的数值对其异常变化进行自动预警。对比实验结果表明,该设计方法可以实现对地下水异常现象的连续自动预警,实际应用效果好。 展开更多
关键词 GIS数据 稳定性模型 预警方法 异常 地下水位 自动
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基于多源异构数据的尾矿库在线监测系统与预警方法
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作者 吴伟 彭格 +1 位作者 刘海洋 廖超 《矿业工程》 2025年第1期76-80,共5页
尾矿库是矿业生产不可或缺的组成部分,也是潜在的高风险源,构建在线监测系统是确保尾矿库安全运行的关键环节,可为管理人员提供实时运行状态的全景图,指导生产运营管理,有效预防生产事故的发生。对尾矿库在线监测与预警技术展开研究,深... 尾矿库是矿业生产不可或缺的组成部分,也是潜在的高风险源,构建在线监测系统是确保尾矿库安全运行的关键环节,可为管理人员提供实时运行状态的全景图,指导生产运营管理,有效预防生产事故的发生。对尾矿库在线监测与预警技术展开研究,深入阐述了基于多源异构数据的在线监测系统构建过程及其预警方法,其成果可为尾矿库在线监测预警系统的构建提供实践范例,也对提升尾矿库安全管理水平与灾害防控具有重要意义。 展开更多
关键词 尾矿库 在线监测系统 多源异构 预警方法
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基于模糊关联规则的火电厂锅炉设备故障智能预警研究
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作者 闫小瑞 解小军 王昊泳 《自动化应用》 2025年第1期155-158,共4页
为降低火电厂锅炉设备故障而造成的经济与社会损失,提出了一种基于改进的K-Means算法(I-KE)和模糊C均值(FCM)算法的智能故障预警方法。通过优化初始聚类中心,减少信息熵,提高聚类的稳定性,并对聚类结果进行模糊化处理,建立模糊等级数据... 为降低火电厂锅炉设备故障而造成的经济与社会损失,提出了一种基于改进的K-Means算法(I-KE)和模糊C均值(FCM)算法的智能故障预警方法。通过优化初始聚类中心,减少信息熵,提高聚类的稳定性,并对聚类结果进行模糊化处理,建立模糊等级数据库,记录每个数据点对聚类中心的隶属度。结合模糊关联规则,通过计算模糊支持度和模糊置信度,挖掘关键参数之间的模糊关系,以提升预警模型的响应速度和准确度。在实例分析中,选择华电榆横发电有限责任公司的超临界参数锅炉,根据风量参数的聚类结果,验证了模糊化处理和模糊关联规则在实际应用中的有效性。结果表明,通过结合I-KE-FCM算法和模糊关联规则,可以有效提升火电厂锅炉设备故障预警的准确性和实时性,确保火电厂的安全运行。 展开更多
关键词 火电厂 锅炉设备 智能故障预警方法
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