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Global Fire Season Types and Their Characteristics Based on MODIS Burned Area Data
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作者 ZHANG Weihan LIU Ronggao +2 位作者 HE Jiaying LIU Yang WU Chao 《Chinese Geographical Science》 2025年第2期374-383,共10页
Fire season affects the dynamic changes of post-fire vegetation communities and carbon emissions.Analyzing its global patterns supports understanding of the ecological impacts of fires and responses of fires to climat... Fire season affects the dynamic changes of post-fire vegetation communities and carbon emissions.Analyzing its global patterns supports understanding of the ecological impacts of fires and responses of fires to climate change.Meteorological variables have been widely used to quantify fire season in current studies.However,their results can not be used to assess climate impacts on the seasonality of fire activities.Here we utilized satellite-based Moderate Resolution Imaging Spectroradiometer(MODIS)burned area data from 2001 to 2022 to identify global fire season types based on the number of peaks within a year.Using satellite data and innovatively processing the data to obtain a more accurate length of the fire season.We divided fire season types and examined the spatial distribution of fire season types across the Koppen-Geiger climate(KGC)zones.At a global scale,we identified three major fire season types,including unimodal(31.25%),bimodal(52.07%),and random(16.69%).The unimodal fire season primarily occurs in boreal and tropical regions lasting about 2.7 mon.In comparison,temperate ecosystems tend to have a longer fire season(3 mon)with two peaks throughout the year.The KGC zones show divergent contributions from the fire season types,indicating potential impacts of the climatic conditions on fire seasonality in these regions. 展开更多
关键词 fire season fire season types Moderate Resolution Imaging Spectroradiometer(MODIS) burned area data Köppen-Geiger climate classification system global terrestrial ecosystems
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Rainfall Threshold Calculation Method for Debris Flow Pre-Warning in Data-Poor Areas 被引量:3
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作者 潘华利 黄江成 +1 位作者 汪稔 欧国强 《Journal of Earth Science》 SCIE CAS CSCD 2013年第5期854-862,共9页
Debris flows are the one type of natural disaster that is most closely associated with hu- man activities. Debris flows are characterized as being widely distributed and frequently activated. Rainfall is an important ... Debris flows are the one type of natural disaster that is most closely associated with hu- man activities. Debris flows are characterized as being widely distributed and frequently activated. Rainfall is an important component of debris flows and is the most active factor when debris flows oc- cur. Rainfall also determines the temporal and spatial distribution characteristics of the hazards. A reasonable rainfall threshold target is essential to ensuring the accuracy of debris flow pre-warning. Such a threshold is important for the study of the mechanisms of debris flow formation, predicting the characteristics of future activities and the design of prevention and engineering control measures. Most mountainous areas have little data regarding rainfall and hazards, especially in debris flow forming re- gions. Therefore, both the traditional demonstration method and frequency calculated method cannot satisfy the debris flow pre-warning requirements. This study presents the characteristics of pre-warning regions, included the rainfall, hydrologic and topographic conditions. An analogous area with abundant data and the same conditions as the pre-warning region was selected, and the rainfall threshold was calculated by proxy. This method resolved the problem of debris flow pre-warning in ar- eas lacking data and provided a new approach for debris flow pre-warning in mountainous areas. 展开更多
关键词 rainfall threshold debris flow pre-warning calculation method data lack area.
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Spatiotemporal Measurement of Regional Expansion in Changsha-Zhuzhou-Xiangtan Metropolitan Area Based on Nighttime Light Data 被引量:3
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作者 Jian Zheng Guoguang Wang Hua Wang 《Journal of Geographic Information System》 2020年第3期202-220,共19页
The research purpose is to accurately reveal the temporal and spatial law of the urban expansion of Changsha-Zhuzhou-Xiangtan, one of the seven major urban agglomeration areas in China, and provide decision-making bas... The research purpose is to accurately reveal the temporal and spatial law of the urban expansion of Changsha-Zhuzhou-Xiangtan, one of the seven major urban agglomeration areas in China, and provide decision-making basis for the future urban construction land layout and regional development policy-making. Based on the night lighting data (DMSP/OLS), this paper extracts the boundary of the urban construction land of Changsha-Zhuzhou-Xiangtan urban agglomeration from 1993 to 2017, and quantitatively studies the spatial and temporal characteristics of the expansion of the metropolitan area in the past 25 years according to the methods of spatial expansion analysis, center of gravity migration measurement, landscape pattern index, spatial autocorrelation, etc. The results show that: 1) it is scientific and feasible to extract urban agglomeration construction land by the method of auxiliary data comparison for the study of urban expansion;2) the expansion of regional space in Changsha-Zhuzhou-Xiangtan metropolitan area shows a trend of “weakening first and strengthening later”. The construction land keeps increasing, and the expansion form gradually changes from extensive type to intensive type;3) the center of gravity of the metropolitan area fluctuated and repeated in part during the past 25 years, but it was always located in the municipal district of Changsha city. The eastern region, mainly Changsha city, was still the core area of urban agglomeration expansion;4) strengthening the territorial space protection and control of ecological green core in the metropolitan area is a key measure for the high-quality development of urban agglomeration. 展开更多
关键词 Changsha-Zhuzhou-Xiangtan Spatial Expansion Nighttime Light data Metropolitan area Control Scenario
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The Study of Area-Concentration Fractal Method in Litho-Geochemical Data in Tanurjeh Area, Khorasan Province
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作者 Kimya Ajayebi Hamidreza Jafari Behzad Behbahani 《Open Journal of Geology》 2015年第6期451-457,共7页
Given the scientific progresses as well as the invention of new methods in exploration, it is necessary to conduct some re-investigations in several exploration zones. So, in the present research, geochemical data on ... Given the scientific progresses as well as the invention of new methods in exploration, it is necessary to conduct some re-investigations in several exploration zones. So, in the present research, geochemical data on Tanurjeh exploration zone, (located in Northern Neishaboor, Khorasane Razavi province) is studied by using some modern statistical methods. Fractal methods are appropriated to study and separate the grades societies in deposits. In this article, litho-geochemical analysis results (ICP) are processed by concentration area fractal method (CA). The distribution diagrams related to the statistical populations are drawn, and anomaly populations of Copper, Gold and Molybdenum are determined besides previous studies (petrography and alteration), the results of statistic methods (CA) and aid presence of the porphyry system in depth. 展开更多
关键词 CONCENTRATION FRACTAL Method Litho-Geochemical data Tanurjeh area
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Monitoring Soil Salt Content Using HJ-1A Hyperspectral Data: A Case Study of Coastal Areas in Rudong County, Eastern China 被引量:5
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作者 LI Jianguo PU Lijie +5 位作者 ZHU Ming DAI Xiaoqing XU Yan CHEN Xinjian ZHANG Lifang ZHANG Runsen 《Chinese Geographical Science》 SCIE CSCD 2015年第2期213-223,共11页
Hyperspectral data are an important source for monitoring soil salt content on a large scale. However, in previous studies, barriers such as interference due to the presence of vegetation restricted the precision of m... Hyperspectral data are an important source for monitoring soil salt content on a large scale. However, in previous studies, barriers such as interference due to the presence of vegetation restricted the precision of mapping soil salt content. This study tested a new method for predicting soil salt content with improved precision by using Chinese hyperspectral data, Huan Jing-Hyper Spectral Imager(HJ-HSI), in the coastal area of Rudong County, Eastern China. The vegetation-covered area and coastal bare flat area were distinguished by using the normalized differential vegetation index at the band length of 705 nm(NDVI705). The soil salt content of each area was predicted by various algorithms. A Normal Soil Salt Content Response Index(NSSRI) was constructed from continuum-removed reflectance(CR-reflectance) at wavelengths of 908.95 nm and 687.41 nm to predict the soil salt content in the coastal bare flat area(NDVI705 < 0.2). The soil adjusted salinity index(SAVI) was applied to predict the soil salt content in the vegetation-covered area(NDVI705 ≥ 0.2). The results demonstrate that 1) the new method significantly improves the accuracy of soil salt content mapping(R2 = 0.6396, RMSE = 0.3591), and 2) HJ-HSI data can be used to map soil salt content precisely and are suitable for monitoring soil salt content on a large scale. 展开更多
关键词 soil salt content normalized differential vegetation index(NDVI) hyperspectral data Huan Jing-Hyper Spectral Imager(HJ-HSI) coastal area eastern China
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Natural Gas Prospecting by Using Satellite MT Data in Chishui Area,Guizhou
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作者 杨柏林 《Chinese Journal Of Geochemistry》 EI CAS 1997年第1期69-74,共6页
Oil-gas remote sensing information is obtained from satellite TM data through graph-ic treatment in the light of the hydrocarbon-microseepage theory. The nine target areas (ofthree types) selected on this basis coinci... Oil-gas remote sensing information is obtained from satellite TM data through graph-ic treatment in the light of the hydrocarbon-microseepage theory. The nine target areas (ofthree types) selected on this basis coincide well with the occurrence of natural gases and have been proved by subsequent prospecting. Plants in the target areas are characterized, as a result of hydrocarbon- microseepage, by abnormal spectral features with the absorption peaks of chlorophyll shifting toward blue light, reflectivity in the range of visible light increasing and re-flectivity in the near infrared region decreasing. 展开更多
关键词 贵州 油气成因 人造卫星 赤水地区 遥感数据 天然气
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Application of Connected Truck Data to Evaluate Spatiotemporal Impact of Rest Area Closures on Ramp Parking
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作者 Jijo K. Mathew Jairaj Desai +1 位作者 Edward D. Cox Darcy M. Bullock 《Journal of Transportation Technologies》 2024年第3期289-307,共19页
Ensuring adequate access to truck parking is critical to the safe and efficient movement of freight traffic. There are strict federal guidelines for commercial truck driver rest periods. Rest areas and private truck s... Ensuring adequate access to truck parking is critical to the safe and efficient movement of freight traffic. There are strict federal guidelines for commercial truck driver rest periods. Rest areas and private truck stops are the only places for the trucks to stop legally and safely. In locations without sufficient parking areas, trucks often park on interstate ramps, which create safety risks for other interstate motorists. Historically, agencies have employed costly and time intensive manual counting methods, camera surveillance, and driver surveys to assess truck parking. Connected truck data, available in near real-time, offers an efficient alternative to practitioners to assess truck parking patterns and identify areas where there may be insufficient safe parking spaces. This paper presents a case study of interstate I-70 in east central Indiana and documents the observed spatiotemporal impacts of a rest area closure on truck parking on nearby interstate ramps. Results showed that there was a 28% increase in parking on ramps during the rest area closure. Analysis also found that ramps closest to the rest area were most impacted by the closure, seeing a rise in truck parking sessions as high as 2.7 times. Parking duration on the ramps during rest area closure also increased drastically. Although it was expected that this would result in increased parking by trucks on adjacent ramps, this before, during, after scenario provided an ideal scenario to evaluate the robustness of these techniques to assess changing parking characteristics of long-haul commercial trucks. The data analytics and visualization tools presented in this study are scalable nationwide and will aid stakeholders in informed data-driven decision making when allocating resources towards improving the nations commercial vehicle parking infrastructure. 展开更多
关键词 Connected Truck data Rest areas Exit Ramps Truck Parking Commercial Vehicles
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Effective Life and Area Based Data Storing and Deployment in Vehicular Ad-Hoc Networks
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作者 Hirokazu Miura Hideki Tode Hirokazu Taki 《Communications and Network》 2015年第3期146-157,共12页
In vehicular ad-hoc networks (VANETs), store-carry-forward approach may be used for data sharing, where moving vehicles carry and exchange data when they go by each other. In this approach, storage resource in a vehic... In vehicular ad-hoc networks (VANETs), store-carry-forward approach may be used for data sharing, where moving vehicles carry and exchange data when they go by each other. In this approach, storage resource in a vehicle is generally limited. Therefore, attributes of data that have to be stored in vehicles are an important factor in order to efficiently distribute desired data. In VANETs, there are different types of data which depend on the time and location. Such kind of data cannot be deployed adequately to the requesting vehicles only by popularity-based rule. In this paper, we propose a data distribution method that takes into account the effective life and area in addition to popularity of data. Our extensive simulation results demonstrate drastic improvements on acquisition performance of the time and area specific data. 展开更多
关键词 Vehicular AD-HOC Networks (VANETs) POPULARITY EFFECTIVE LIFE EFFECTIVE area data DEPLOYMENT
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Area Analysis for On-chip Routers with Different Data-link Widths
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作者 张敏 罗风光 +1 位作者 冯勇华 胡嘉 《Journal of Electronic Science and Technology of China》 2006年第2期161-164,共4页
Compared with the traditional and inter-chip networks, on-chip networks (NoCs) have enormous wire resources which can be traded for improving other performance requirements. This means that much wider data links can... Compared with the traditional and inter-chip networks, on-chip networks (NoCs) have enormous wire resources which can be traded for improving other performance requirements. This means that much wider data links can be used for NoCs. This paper focuses on the area costs for on-chip routers under four different data-link widths: 8 bits, 16 bits, 128 bits, and 256bits. Firstly, a virtual-channel based on-chip router is introduced. Secondly, the components of the router are implemented by Verilog HDL models and synthesized by Quartus II 4.0 in a FPGA device. Finally, the area costs are analyzed. It can be seen from the results that data-link width has great influence on area costs of buffers and crossbar while has no influence on area costs of arbiter. 展开更多
关键词 on-chip networks ROUTER data-linkwidths area costs FPGA
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Validation and application of multi-source altimeter wave data in China's offshore areas
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作者 KONG Yawen ZHANG Xiuzhi +1 位作者 SHENG Lifang CHEN Baozhang 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2016年第11期86-96,共11页
Studies of offshore wave climate based on satellite altimeter significant wave height(SWH) have widespread application value. This study used a calibrated multi-altimeter SWH dataset to investigate the wave climate ... Studies of offshore wave climate based on satellite altimeter significant wave height(SWH) have widespread application value. This study used a calibrated multi-altimeter SWH dataset to investigate the wave climate characteristics in the offshore areas of China. First, the SWH measurements from 28 buoys located in China's coastal seas were compared with an Ifremer calibrated altimeter SWH dataset. Although the altimeter dataset tended to slightly overestimate SWH, it was in good agreement with the in situ data in general. The correlation coefficient was 0.97 and the root-mean-square(RMS) of differences was 0.30 m. The validation results showed a slight difference in different areas. The correlation coefficient was the maximum(0.97) and the RMS difference was the minimum(0.28 m) in the area from the East China Sea to the north of the South China Sea.The correlation coefficient of approximately 0.95 was relatively low in the seas off the Changjiang(Yangtze River) Estuary. The RMS difference was the maximum(0.32 m) in the seas off the Changjiang Estuary and was0.30 m in the Bohai Sea and the Yellow Sea. Based on the above evidence, it is confirmed that the multialtimeter wave data are reliable in China's offshore areas. Then, the characteristics of the wave field, including the frequency of huge waves and the multi-year return SWH in China's offshore seas were analyzed using the23-year altimeter wave dataset. The 23-year mean SWH generally ranged from 0.6-2.2 m. The greatest SWH appeared in the southeast of the China East Sea, the Taiwan Strait and the northeast of the South China Sea.Obvious seasonal variation of SWH was found in most areas; SWH was greater in winter and autumn than in summer and spring. Extreme waves greater than 4 m in height mainly occurred in the following areas: the southeast of the East China Sea, the south of the Ryukyu Islands, the east of Taiwan-Luzon Island, and the Dongsha Islands extending to the Zhongsha Islands, and the frequency of extreme waves was 3%-6%. Extreme waves occurred most frequently in autumn and rarely in spring. The 100-year return wave height was greatest from the northwest Pacific seas extending to southeast of the Ryukyu Islands(9-12 m), and the northeast of the South China Sea and the East China Sea had the second largest wave heights(7-11 m). For inshore areas, the100-year return wave height was the greatest in the waters off the east coast of Guangdong Province and the south coast of Zhejiang Province(7-8 m), whereas it was at a minimum in the area from the Changjiang Estuary to the Bohai Sea(4-6 m). An investigation of sampling effects indicates that when using the 1°×1°grid dataset, although the combination of nine altimeters obviously enhanced the time and space coverage of sampling, the accuracy of statistical results, particularly extreme values obtained from the dataset, still suffered from undersampling problems because the time sampling percent in each 1°×1°grid cell was always less than33%. 展开更多
关键词 multi-altimeter wave data buoy measurements China's offshore area wave climate
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Design and Study on Management Tools of Land Data Center for Integration of Urban and Rural Areas
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作者 Shiwu XU Xiuzhen LIU 《Journal of Geographic Information System》 2009年第1期42-47,共6页
The rapid development of urbanization requires land management business should change the former single systematic pattern, and advance to integration of functions and data sharing. In order to meets the requirement, ... The rapid development of urbanization requires land management business should change the former single systematic pattern, and advance to integration of functions and data sharing. In order to meets the requirement, this paper presents a new thinking for land management pattern, and management tools of data center for integration of urban and rural areas. The tools were based on MapGIS, which have made the management of multi-subjects, multi-areas, multi-sources and multi-measurement data possible. The techniques of this system are designed accord with national related standard. Experimental result shows that the tools have obvious technical advantage in land resource business integration management. 展开更多
关键词 integration of urban and RURAL areas TERRITORY RESOURCE data center data SHARING
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Database Management System Construction for the Evaluation Results of Intensive Land Use in the Development Areas of Hunan Province 被引量:1
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作者 Mingliang LIU 《Asian Agricultural Research》 2013年第12期54-58,共5页
Using spatial data integration and database technology,analyzing and integrating the assessment results in all the development zones at different time in Hunan Province,the paper is intended to construct the database ... Using spatial data integration and database technology,analyzing and integrating the assessment results in all the development zones at different time in Hunan Province,the paper is intended to construct the database and managerial system for the assessment results of land use intensity in development zones,thus formulating"one map"of Hunan Development zones and realizing the integrated management and application of the assessment results in all the development zones at any time of Hunan above the provincial level.It has been proved that the system has good application effect and promising development in land management for land management departments and development zones. 展开更多
关键词 SPATIAL data INTEGRATION EVALUATION of INTENSIVE l
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Use of Linear Spectral Mixture Model to Estimate Rice Planted Area Based on MODIS Data 被引量:2
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作者 WANG Lei Satoshi UCHID 《Rice science》 SCIE 2008年第2期131-136,共6页
MODIS (Moderate Resolution Imaging Spectroradiometer) is a key instrument aboard the Terra (EOS AM) and Aqua (EOS PM) satellites. Linear spectral mixture models are applied to MOIDS data for the sub-pixel classi... MODIS (Moderate Resolution Imaging Spectroradiometer) is a key instrument aboard the Terra (EOS AM) and Aqua (EOS PM) satellites. Linear spectral mixture models are applied to MOIDS data for the sub-pixel classification of land covers. Shaoxing county of Zhejiang Province in China was chosen to be the study site and early rice was selected as the study crop. The derived proportions of land covers from MODIS pixel using linear spectral mixture models were compared with unsupervised classification derived from TM data acquired on the same day, which implies that MODIS data could be used as satellite data source for rice cultivation area estimation, possibly rice growth monitoring and yield forecasting on the regional scale. 展开更多
关键词 RICE planted area Moderate Resolution Imaging Spectroradiometer Thematic Mapper data mixed pixel linear spectral mixture model
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Mapping of moraine dammed glacial lakes and assessment of their areal changes in the central and eastern Himalayas using satellite data 被引量:3
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作者 Sazeda BEGAM Dhrubajyoti SEN 《Journal of Mountain Science》 SCIE CSCD 2019年第1期77-94,共18页
The relatively rapid recession of glaciers in the Himalayas and formation of moraine dammed glacial lakes(MDGLs) in the recent past have increased the risk of glacier lake outburst floods(GLOF) in the countries of Nep... The relatively rapid recession of glaciers in the Himalayas and formation of moraine dammed glacial lakes(MDGLs) in the recent past have increased the risk of glacier lake outburst floods(GLOF) in the countries of Nepal and Bhutan and in the mountainous territory of Sikkim in India. As a product of climate change and global warming, such a risk has not only raised the level of threats to the habitation and infrastructure of the region, but has also contributed to the worsening of the balance of the unique ecosystem that exists in this domain that sustains several of the highest mountain peaks of the world. This study attempts to present an up to date mapping of the MDGLs in the central and eastern Himalayan regions using remote sensing data, with an objective to analyse their surface area variations with time from 1990 through 2015, disaggregated over six episodes. The study also includes the evaluation for susceptibility of MDGLs to GLOF with the least criteria decision analysis(LCDA). Forty two major MDGLs, each having a lake surface area greater than 0.2 km2, that were identified in the Himalayan ranges of Nepal, Bhutan, and Sikkim, have been categorized according to their surface area expansion rates in space and time. The lakes have been identified as located within the elevation range of 3800 m and6800 m above mean sea level(a msl). With a total surface area of 37.9 km2, these MDGLs as a whole were observed to have expanded by an astonishing 43.6% in area over the 25 year period of this study. A factor is introduced to numerically sort the lakes in terms of their relative yearly expansion rates, based on their interpretation of their surface area extents from satellite imageries. Verification of predicted GLOF events in the past using this factor with the limited field data as reported in literature indicates that the present analysis may be considered a sufficiently reliable and rapid technique for assessing the potential bursting susceptibility of the MDGLs. The analysis also indicates that, as of now, there are eight MDGLs in the region which appear to be in highly vulnerable states and have high chances in causing potential GLOF events anytime in the recent future. 展开更多
关键词 GLACIER RETREAT LAKES MAPPING MORAINE dammed GLACIAL lake(MDGL) Surface area change of LAKES Landsat imagery data Least criteria decision analysis(LCDA)
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数字孪生数据融合下主变区智能巡检系统
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作者 朱青 陈剑 《电子设计工程》 2026年第2期92-95,100,共5页
主变区中存在高压、大电流等危险因素,巡检系统可以在不直接暴露于危险环境中的情况下,根据干路功率及各支路总功率之间的数值关系,完成危险因素排查。为此,设计数字孪生数据融合下的主变区智能巡检系统。基于数字孪生虚实交互条件,追... 主变区中存在高压、大电流等危险因素,巡检系统可以在不直接暴露于危险环境中的情况下,根据干路功率及各支路总功率之间的数值关系,完成危险因素排查。为此,设计数字孪生数据融合下的主变区智能巡检系统。基于数字孪生虚实交互条件,追踪主变区电力信号,以完成电力数据的标注及格式转换,实现数字孪生数据融合下的巡检需求分析。根据分析结果,设置视频采集模块、电力信号匹配与追踪模块、巡检虚拟信息增强显示模块,并完善它们之间的实时连接与驱动关系,实现主变区智能巡检系统的功能模块设计,完成巡检任务。实验结果表明,应用所设计的系统可在不同条件下准确检测出干路功率与支路总功率之间的数值关系,不会发生误检情况,有助于实现电网主变区的高效、精准巡检。 展开更多
关键词 数字孪生数据融合 电网主变区 智能巡检 虚实交互 电力信号
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融合多源感知数据的电子围栏智慧作业区安全态势智能预测
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作者 王玉龙 王龙磊 《计算机应用文摘》 2026年第1期82-84,共3页
在电子围栏智慧作业区安全态势分析中,当前方法普遍依赖单一感知数据源,未能充分利用多源数据间的冗余与互补特征,导致预测误差较大。为此,文章提出一种融合多源感知数据的智慧作业区安全态势预测方法。首先采用自适应离散化对多源感知... 在电子围栏智慧作业区安全态势分析中,当前方法普遍依赖单一感知数据源,未能充分利用多源数据间的冗余与互补特征,导致预测误差较大。为此,文章提出一种融合多源感知数据的智慧作业区安全态势预测方法。首先采用自适应离散化对多源感知数据进行统一量化,并基于粒子群优化算法计算各数据源的融合权重;其次利用卷积神经网络提取安全态势特征,通过Sigmoid激活函数映射得到安全指数;最终结合大数据分析计算安全态势预测值,并依据阈值划分安全等级。实验结果表明,该方法能有效提升预测精度,绝对误差始终保持在0.1以内。 展开更多
关键词 多源感知数据 电子围栏 智慧作业区 安全态势 预测方法
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多源数据融合的煤矿开采沉陷区智能决策调控技术研究
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作者 王蕊 《煤矿现代化》 2026年第1期9-15,共7页
针对煤矿开采沉陷区治理精度低、调控粗放问题,本文提出一种融合人工智能与多源异构数据的智能决策调控技术体系。通过整合地质勘探、开采工艺与实时监测数据,采用D-S证据理论与CNNLSTM-Attention融合网络,实现沉陷风险动态识别与治理... 针对煤矿开采沉陷区治理精度低、调控粗放问题,本文提出一种融合人工智能与多源异构数据的智能决策调控技术体系。通过整合地质勘探、开采工艺与实时监测数据,采用D-S证据理论与CNNLSTM-Attention融合网络,实现沉陷风险动态识别与治理策略智能推荐。实验结果表明,该技术优于传统经验决策方法。 展开更多
关键词 人工智能 多源数据融合 煤矿沉陷区 智能决策调控 D-S证据理论 CNN-LSTM-Attention
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基于Cesium的马铃薯种植区水肥分布可视化平台
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作者 马璐璐 冯全 《自动化技术与应用》 2026年第1期166-170,共5页
水肥信息是反映马铃薯生长情况的重要参数。为便于马铃薯生长过程中水肥数据的采集、处理和输出,并提高其管理效率,设计基于Cesium的马铃薯种植区水肥分布可视化平台。该平台利用无人机(unmanned aerial vehicle,UAV)高光谱遥感数据反... 水肥信息是反映马铃薯生长情况的重要参数。为便于马铃薯生长过程中水肥数据的采集、处理和输出,并提高其管理效率,设计基于Cesium的马铃薯种植区水肥分布可视化平台。该平台利用无人机(unmanned aerial vehicle,UAV)高光谱遥感数据反演的马铃薯水肥分布预测图,以时间为序列展示试验区水肥在空间上的分布,便于用户直观了解种植区的农情信息。该平台还可以对高光谱遥感数据进行管理,并向用户提供种植区的马铃薯在不同阶段的水肥查询服务。此外,基于Cesium组件实现地图管理,进一步实现了马铃薯水肥数据的管理与加工服务。结合甘肃省某现代农业试验示范基地的马铃薯水肥信息管理工作,为马铃薯种植区的精细化管理提供了有力的信息化手段,也为精准农业的现代化与农业可持续发展提供了强有力的技术支持。 展开更多
关键词 GIS CESIUM 马铃薯种植区 水肥分布 数据可视化 无人机
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基于无人机遥感数据融合的农田面积精准测量
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作者 金鑫 王恒 杜蒙蒙 《农机化研究》 北大核心 2026年第3期235-241,共7页
针对丘陵山地复杂地形条件下使用无人机遥感建立的正射拼接图像模型进行农田面积测量时,因地形起伏的投影变形和地表覆盖物的遮蔽效应,导致误差较大的问题,提出了一种融合数字表面模型(DSM)和数字高程模型(DEM)的数据处理方法;通过地表... 针对丘陵山地复杂地形条件下使用无人机遥感建立的正射拼接图像模型进行农田面积测量时,因地形起伏的投影变形和地表覆盖物的遮蔽效应,导致误差较大的问题,提出了一种融合数字表面模型(DSM)和数字高程模型(DEM)的数据处理方法;通过地表要素精准分类,提取土壤坐标数据,构建真实地形模型,实现面积精准测量。首先,基于无人机遥感平台获取高分辨率影像,生成原始DSM影像数据;然后,针对地表土壤、植被、地膜三类要素,对比最小距离法(MD)、最大似然法(ML)和支持向量机(SVM)3种分类算法,确定SVM为最优的土壤分类模型,精度达92.36%;最后,基于分类结果,采用二值化赋值对地表要素进行掩膜处理,结合DEM高程数据,运用栅格代数运算剔除地表非土壤要素的高程干扰,重构反映真实地形的修正DEM。研究结果表明,该方法有效提升了丘陵山地农田面积测量的精确度,面积测量准确度比传统测量方法均方根误差降低5.6%,可为农田精细化管理提供方法支持。 展开更多
关键词 无人机 遥感 数据融合 数字表面模型 数字高程模型 农田面积
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