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Understory terrain estimation using multi-source remote sensing data under different forest-type conditions
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作者 HUANG Jia-Peng FAN Qing-Nan ZHANG Yue 《红外与毫米波学报》 北大核心 2025年第6期919-932,共14页
Accurate estimation of understory terrain has significant scientific importance for maintaining ecosystem balance and biodiversity conservation.Addressing the issue of inadequate representation of spatial heterogeneit... Accurate estimation of understory terrain has significant scientific importance for maintaining ecosystem balance and biodiversity conservation.Addressing the issue of inadequate representation of spatial heterogeneity when traditional forest topographic inversion methods consider the entire forest as the inversion unit,this study pro⁃poses a differentiated modeling approach to forest types based on refined land cover classification.Taking Puerto Ri⁃co and Maryland as study areas,a multi-dimensional feature system is constructed by integrating multi-source re⁃mote sensing data:ICESat-2 spaceborne LiDAR is used to obtain benchmark values for understory terrain,topo⁃graphic factors such as slope and aspect are extracted based on SRTM data,and vegetation cover characteristics are analyzed using Landsat-8 multispectral imagery.This study incorporates forest type as a classification modeling con⁃dition and applies the random forest algorithm to build differentiated topographic inversion models.Experimental re⁃sults indicate that,compared to traditional whole-area modeling methods(RMSE=5.06 m),forest type-based classi⁃fication modeling significantly improves the accuracy of understory terrain estimation(RMSE=2.94 m),validating the effectiveness of spatial heterogeneity modeling.Further sensitivity analysis reveals that canopy structure parame⁃ters(with RMSE variation reaching 4.11 m)exert a stronger regulatory effect on estimation accuracy compared to forest cover,providing important theoretical support for optimizing remote sensing models of forest topography. 展开更多
关键词 understory terrain forest type multi-source remote sensing data random forest model
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VLCA: vision-language aligning model with cross-modal attention for bilingual remote sensing image captioning 被引量:3
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作者 WEI Tingting YUAN Weilin +2 位作者 LUO Junren ZHANG Wanpeng LU Lina 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第1期9-18,共10页
In the field of satellite imagery, remote sensing image captioning(RSIC) is a hot topic with the challenge of overfitting and difficulty of image and text alignment. To address these issues, this paper proposes a visi... In the field of satellite imagery, remote sensing image captioning(RSIC) is a hot topic with the challenge of overfitting and difficulty of image and text alignment. To address these issues, this paper proposes a vision-language aligning paradigm for RSIC to jointly represent vision and language. First, a new RSIC dataset DIOR-Captions is built for augmenting object detection in optical remote(DIOR) sensing images dataset with manually annotated Chinese and English contents. Second, a Vision-Language aligning model with Cross-modal Attention(VLCA) is presented to generate accurate and abundant bilingual descriptions for remote sensing images. Third, a crossmodal learning network is introduced to address the problem of visual-lingual alignment. Notably, VLCA is also applied to end-toend Chinese captions generation by using the pre-training language model of Chinese. The experiments are carried out with various baselines to validate VLCA on the proposed dataset. The results demonstrate that the proposed algorithm is more descriptive and informative than existing algorithms in producing captions. 展开更多
关键词 remote sensing image captioning(RSIC) vision-language representation remote sensing image caption dataset attention mechanism
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THE REMOTE SENSING IN COAL GEOLOGY——A study on detection of coal spontanous burning by remote sensing in the coal fields in the north of China
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作者 Guan Haiyan(China Coal Remote Sensing Geology Centre) 《遥感信息》 CSCD 1990年第A02期3-4,共2页
The spontaneous burning has been lasting for thousands of years in the coal fields in the north of China. It spreads from the west (Tianshan coal field) to the east (Huolinhe coal field). Its E-W extension is up to 37... The spontaneous burning has been lasting for thousands of years in the coal fields in the north of China. It spreads from the west (Tianshan coal field) to the east (Huolinhe coal field). Its E-W extension is up to 3750km, concentrating in N35°toN45°, its vertical depth up to 260m, and the surface temprature locally up to 270℃. Annually, it burns out 0, 250-300 million tones of coal, causing economic loss equivalent to 2-3 billion R.M.B. Yuan.It destroies coal resources and causes hazards in coal mines. In order to locate the extent and the direction in coal burning areas, the remote sensing technique has heen used and has produced an obvious benefit. 展开更多
关键词 THE remote sensing IN COAL GEOLOGY A study on detection of coal spontanous burning by remote sensing in the coal fields in the north of China
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Classification of hyperspectral remote sensing images based on simulated annealing genetic algorithm and multiple instance learning 被引量:3
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作者 高红民 周惠 +1 位作者 徐立中 石爱业 《Journal of Central South University》 SCIE EI CAS 2014年第1期262-271,共10页
A hybrid feature selection and classification strategy was proposed based on the simulated annealing genetic algonthrn and multiple instance learning (MIL). The band selection method was proposed from subspace decom... A hybrid feature selection and classification strategy was proposed based on the simulated annealing genetic algonthrn and multiple instance learning (MIL). The band selection method was proposed from subspace decomposition, which combines the simulated annealing algorithm with the genetic algorithm in choosing different cross-over and mutation probabilities, as well as mutation individuals. Then MIL was combined with image segmentation, clustering and support vector machine algorithms to classify hyperspectral image. The experimental results show that this proposed method can get high classification accuracy of 93.13% at small training samples and the weaknesses of the conventional methods are overcome. 展开更多
关键词 hyperspectral remote sensing images simulated annealing genetic algorithm support vector machine band selection multiple instance learning
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Cloud removal of remote sensing image based on multi-output support vector regression 被引量:3
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作者 Gensheng Hu Xiaoqi Sun +1 位作者 Dong Liang Yingying Sun 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第6期1082-1088,共7页
Removal of cloud cover on the satellite remote sensing image can effectively improve the availability of remote sensing images. For thin cloud cover, support vector value contourlet transform is used to achieve multi-... Removal of cloud cover on the satellite remote sensing image can effectively improve the availability of remote sensing images. For thin cloud cover, support vector value contourlet transform is used to achieve multi-scale decomposition of the area of thin cloud cover on remote sensing images. Through enhancing coefficients of high frequency and suppressing coefficients of low frequency, the thin cloud is removed. For thick cloud cover, if the areas of thick cloud cover on multi-source or multi-temporal remote sensing images do not overlap, the multi-output support vector regression learning method is used to remove this kind of thick clouds. If the thick cloud cover areas overlap, by using the multi-output learning of the surrounding areas to predict the surface features of the overlapped thick cloud cover areas, this kind of thick cloud is removed. Experimental results show that the proposed cloud removal method can effectively solve the problems of the cloud overlapping and radiation difference among multi-source images. The cloud removal image is clear and smooth. 展开更多
关键词 remote sensing image cloud removal support vector regression MULTI-OUTPUT
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A review of addressing class noise problems of remote sensing classification 被引量:2
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作者 FENG Wei LONG Yijun +1 位作者 WANG Shuo QUAN Yinghui 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第1期36-46,共11页
The development of image classification is one of the most important research topics in remote sensing. The prediction accuracy depends not only on the appropriate choice of the machine learning method but also on the... The development of image classification is one of the most important research topics in remote sensing. The prediction accuracy depends not only on the appropriate choice of the machine learning method but also on the quality of the training datasets. However, real-world data is not perfect and often suffers from noise. This paper gives an overview of noise filtering methods. Firstly, the types of noise and the consequences of class noise on machine learning are presented. Secondly, class noise handling methods at both the data level and the algorithm level are introduced. Then ensemble-based class noise handling methods including class noise removal, correction, and noise robust ensemble learners are presented. Finally, a summary of existing data-cleaning techniques is given. 展开更多
关键词 class noise label noise mislabeled classification ensemble learning remote sensing
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Spectrum spatial structure characteristic analysis of remote sensing alteration information and interference factors 被引量:1
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作者 杨自安 彭省临 +3 位作者 朱谷昌 石菲菲 邹林 张远飞 《Journal of Central South University》 SCIE EI CAS 2009年第4期647-652,共6页
Based on the statistical characteristics of remote sensing data, the spatial geometric structure characteristics of spectral data and distribution of background, interference and alteration information in characterist... Based on the statistical characteristics of remote sensing data, the spatial geometric structure characteristics of spectral data and distribution of background, interference and alteration information in characteristic space were researched through the analysis of two-dimensional and three-dimensional scatter diagrams. The results indicate that the hyper-space of remote sensing multi-data aggregation belongs to low-dimensional geometric structure, i.e. hyperplane form, and anomalous point groups including alteration information usually dissociate out of hyperplane. Scatter diagrams of remote sensing data band are mainly presented as two distribution forms of single-ellipse and dual-ellipse. Clarifying the relations of three objects of background, disturbance and alteration information in remote sensing images provides an important technical thought and guidance for accurately detecting and extracting remote sensing alteration information. 展开更多
关键词 remote sensing data alteration information BACKGROUND interference factor spectrum spatial structure scatter diagram
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Using ontology and rules to retrieve the semantics of disaster remote sensing data 被引量:1
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作者 DONG Yumin LI Ziyang +1 位作者 LI Xuesong LI Xiaohui 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第5期1211-1218,共8页
Remote sensing data plays an important role in natural disaster management.However,with the increase of the variety and quantity of remote sensors,the problem of“knowledge barriers”arises when data users in disaster... Remote sensing data plays an important role in natural disaster management.However,with the increase of the variety and quantity of remote sensors,the problem of“knowledge barriers”arises when data users in disaster field retrieve remote sensing data.To improve this problem,this paper proposes an ontology and rule based retrieval(ORR)method to retrieve disaster remote sensing data,and this method introduces ontology technology to express earthquake disaster and remote sensing knowledge,on this basis,and realizes the task suitability reasoning of earthquake disaster remote sensing data,mining the semantic relationship between remote sensing metadata and disasters.The prototype system is built according to the ORR method,which is compared with the traditional method,using the ORR method to retrieve disaster remote sensing data can reduce the knowledge requirements of data users in the retrieval process and improve data retrieval efficiency. 展开更多
关键词 remote sensing data DISASTER ONTOLOGY semantic reasoning
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Indication of the Expression of Transgene in Rice Plant Based on Hyperspectral Remote Sensing Technique Ⅱ——Growth Monitoring of Samples in the Contrast Experiment 被引量:1
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作者 LI Ru CHEN Jin-song +3 位作者 YUAN Ding-yang LIN Hui TAN Yan-ning YUE Yue-min 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2011年第6期1621-1626,共6页
Since the complication of monitoring and evaluating the problems about the transgenic expression and its impacts on the receptor in the transgenic crop breeding and other relevant evaluated works,the authors in the pr... Since the complication of monitoring and evaluating the problems about the transgenic expression and its impacts on the receptor in the transgenic crop breeding and other relevant evaluated works,the authors in the present work tried to assess the differences of spectral parameters of the transgenic rice in contrast with its parent group quantitatively and qualitatively,fulfilling the growth monitoring of the transgenic samples.The spectral parameters(spectral morphological characteristics and indices) chosen are highly related to internal or external stresses to the receipts,and thus could be applied as indicators of biophysical or biochemical processes changes of plant.By ASD portable field spectroradiometer with high-density probe,fine foliar spectra of 8 groups were obtained.By analyzing spectral angle and continuum removal,the spectral morphological differences and their locations of sample spectra were found which could be as auxiliary priori knowledge for quantitative analysis.By investigating spectral indices of the samples,the quantitative differences of spectra were revealed about foliar chlorophyll a+b and carotenoid content.In this study both the spectral differences between transgenic and parent groups and among transgenic groups were investigated.The results show that hyperspectral technique is promising and a helpful auxiliary tool in the study of monitoring the transgenic crop and other relevant researches.By this technique,quantitative and qualitative results of sample spectra could be provided as prior knowledge,as certain orientation,for laboratory professional advanced transgenic breeding study. 展开更多
关键词 Transgenic rice Hyperspectral remote sensing Growth monitoring
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STUDY AND APPLICATION OF THE AERIAL PASSIVE MICROWAVE REMOTE SENSING 被引量:2
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作者 Zhao Renyu, Zhang Junrong, Guo Fenglian, Zhao Kai, Hu Xuewei, Liu Baojiang (Changchun Institute of Geography, Academia Sinica) 《遥感信息》 CSCD 1990年第A02期34-36,共3页
Ⅰ. Introduction Over the past two decades, microwave remote sensing has evolved into a focal point in the remote sensing area. This is due to the fact that in microwave band, we can acquire physical parameters about ... Ⅰ. Introduction Over the past two decades, microwave remote sensing has evolved into a focal point in the remote sensing area. This is due to the fact that in microwave band, we can acquire physical parameters about ocean, terrain and atmosphere on all weather condition. Research and application work about the aerial passive micro wave remote sensors has been done at Changchun Institute of Geography since 1973, under the unitary planning of Academia Sinica. Microwave radiometers of six freqency bands have been developed. Numerous remote sensing experiments were carried out, and large amount of scientific data were accumulated. Recently, theoretical models have 展开更多
关键词 STUDY AND APPLICATION OF THE AERIAL PASSIVE MICROWAVE remote sensing BAY
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Remote Sensing Estimation of Crop Lead Pollution Stress Degree Using Wavelet Analysis
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作者 Meihong Fang 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期243-243,共1页
Accurate estimation of soil lead pollution degree is one of the key steps in controlling soil lead pollution;vegetable hyperspectral features research provided a new approach to discovering and monitoring soil heavy m... Accurate estimation of soil lead pollution degree is one of the key steps in controlling soil lead pollution;vegetable hyperspectral features research provided a new approach to discovering and monitoring soil heavy metal pollution.Spectral reflectance implies information of pollution impacts on vegetation;estimation of lead pollution degree based on the spectral reflectance is equivalent to extraction of weak information. 展开更多
关键词 hyperspectral remote sensing wavelet analysis lead pollution weak information feature extraction
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The Application of Remote Sensing Monitoring Method and Groundwater Model for Water Rights Management in Haihe River basin
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作者 Lijuan Xue Xinjun Zhu +3 位作者 Songqiu Bo Jianxin Li Wei Li Wei Yang 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期26-26,共1页
Groundwater is an important water resource inHaihe River basin,North China.The number ofaquifers that appear to be declining under conditionsof groundwater overdraft is increasing.To effectivelymanage the water resour... Groundwater is an important water resource inHaihe River basin,North China.The number ofaquifers that appear to be declining under conditionsof groundwater overdraft is increasing.To effectivelymanage the water resources,there is a strong scientificneed to analyze the net use of this important waterresource and to quantify the water rights allocation forimproved understanding of the future water leveltrends and long-term sustainability. 展开更多
关键词 remote sensing monitoring groundwater model water rights net groundwater use Haihe River basin
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Research on Calculated Model of C/N Ratio Change in Rice Leaf Under Condition of Cadmium Pollution in Soil Based on Spectral Response in Remote Sensing
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作者 Ming Jin Xiangnan Liu 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期84-84,共1页
C/N ratio of crops is an important input parameter of ecological model.Contamination stress will change the ecological parameters of crops,such as chlorophyll content and C/N ratio.Quite a few scholars chose the persp... C/N ratio of crops is an important input parameter of ecological model.Contamination stress will change the ecological parameters of crops,such as chlorophyll content and C/N ratio.Quite a few scholars chose the perspective of chlorophyll content inversion by remote sensing and build models of heavy metal contamination of remote sensing.But research on spectral stress response of C/N ratio is still blank. 展开更多
关键词 remote sensing Cd contamination ecological parameters C/N
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SATELLITE REMOTE SENSING OF SEA-ICE AND SEA SURFACE TEMPERATURE
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作者 Gong Jialong National Research Center for Marine Environment Forecasts, SOA 《遥感信息》 CSCD 1990年第A02期11-12,共2页
Sea-ice and Sea Surface Temperature in offshore seas are important terms for operational monitoring and forecasting marine environment in China. The software system of regional marine environmental application designe... Sea-ice and Sea Surface Temperature in offshore seas are important terms for operational monitoring and forecasting marine environment in China. The software system of regional marine environmental application designed by author is used for realtime operational monitoring sea-ice, SST, oceanic current and colours and characters of land surface. This software system processes quantitative AVHRR data from NOAA satellite to calculate calibration coefficient, solar angle correction, earth location parameter and atmospheric attenuation correction, then SST field will be produced through calculation using special SST model, and top-quality of colour composite imagery of satellite with variable spacial resolution (1, 2 or 5km) will be produced via image processing. Inside front covor Figure 1 is colour enhanced imagery with 5km resolution of NOAA satellite in offshore 展开更多
关键词 ICE SST SATELLITE remote sensing OF SEA-ICE AND SEA SURFACE TEMPERATURE SEA
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THE CLIMATIC STUDY OF CHANGBAI MOUNTAIN BY INTEGRATION OF REMOTE SENSING INFORMATION AND GEO-CODED IMAGES
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作者 Yang Meihua Department of Geography, Northeast Normal University Wang Yeqiao Changchun Inst. of Geography, Chinese Academy of Sciences 《遥感信息》 CSCD 1990年第A02期39-40,共2页
Ⅰ. INTRODUCTION Changbai Mountain is situated between E127°54′-128°08′, N40°58′-42°06′ about 2700 meters above sea level. It is the typical area of the mountainous climate in the monsoon area ... Ⅰ. INTRODUCTION Changbai Mountain is situated between E127°54′-128°08′, N40°58′-42°06′ about 2700 meters above sea level. It is the typical area of the mountainous climate in the monsoon area of the temperate zone on the globe. The well reserved primeval vertical distribution of natural landscape belts and the Natural Conservation of Changbai Mountains adopted by the UNESCO′s MAB Program cause the worldwide attention of geographers. Beside the complexity of the climatic structure itself, the mechanical effection of the high mountain body also effect the climate in the eastern part of China. In the mountain area where short of meteorological observation data, the climatic study by remote sensing is favorable for discovery and representation of climatic law in large area. 展开更多
关键词 THE CLIMATIC STUDY OF CHANGBAI MOUNTAIN BY INTEGRATION OF remote sensing INFORMATION AND GEO-CODED IMAGES GEO data body
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THE BRIEF INTRODUCTION OF CHANGCHUN JINGYUETAN OPEN REMOTE SENSING STUDY AND TEST SITE OF THE CHINESE ACADEMY OF SCIENCES
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《遥感信息》 CSCD 1990年第A02期51-52,共2页
In 1979, the Changchun Jingyuetan Remote Sensing Study and Test Site (RSSTS)began its work, and it was formally established in 1985. The RSSTS is subordinated the Changchun Branch of Chinese Academy of Sciences and is... In 1979, the Changchun Jingyuetan Remote Sensing Study and Test Site (RSSTS)began its work, and it was formally established in 1985. The RSSTS is subordinated the Changchun Branch of Chinese Academy of Sciences and is supported by the Changchun Institute of Geography and Changchun Institute of Optics and Fine Machnics, Chinese Academy of Sciences. It is under the management of the Resource & Environment Bureau of Chinese Academy of Sciences and it is the study base of remote sensing basis and application tests in China. The RSSTS is situated in the Jingyuetan scenic spot of the suburbs of Changchun City, Jilin Province. It is located at 43°40′—43°50′N and 125°18′-125°18′E. 展开更多
关键词 THE BRIEF INTRODUCTION OF CHANGCHUN JINGYUETAN OPEN remote sensing STUDY AND TEST SITE OF THE CHINESE ACADEMY OF SCIENCES work SITE
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NUMERICAL MODELING OF RADIATIVE TRANSFER FOR MICROWAVE REMOTE SENSING
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作者 Jin Yaqiu, Zhang Jurong, Zhao Renyu (Department of Electronic Engineering, Fudan University) (Changchun Institute of Geography, Academia Sinica) 《遥感信息》 CSCD 1990年第A02期30-31,共2页
An overall vector radiative transfer theory was developed for numerical modeling, in both active and passive microwave remote sensing. The Theory and approaches are briefly summerized.To quantitatively understand scat... An overall vector radiative transfer theory was developed for numerical modeling, in both active and passive microwave remote sensing. The Theory and approaches are briefly summerized.To quantitatively understand scattering and thermal emission from targets in active and passive remote sensing, we have developed an overall vector radiative transfer theory for a set of theoretical models of discrete scatterer and continuous random media for the earth terrain (wet soil, vegetation, snow, sea-ice, etc.) and atmosphere, and numerical approaches for simulation, data analysis, and parameter sensitivity test. Our numerical results favorably agreed with experimental data in microwave re mote sensing of various earth surfaces. Main approaches are briefly summerized herewith. 展开更多
关键词 VRT NUMERICAL MODELING OF RADIATIVE TRANSFER FOR MICROWAVE remote sensing
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THE LAND USE INVESTIGATION IN TIBET PLATEAU USING REMOTE SENSING TECHNOLOGY
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作者 Liu Jiyuan(The Institute of Remote Sensing Application, Academia Sinica, Beijing) 《遥感信息》 CSCD 1990年第A02期5-6,共2页
Tibet Plateau is Known as "the Roof of the World" with the area of 1,220,000km^2, which is about 1/8 land area of China. Because of the high elevation, cold climate and it caused difficulties in regional eco... Tibet Plateau is Known as "the Roof of the World" with the area of 1,220,000km^2, which is about 1/8 land area of China. Because of the high elevation, cold climate and it caused difficulties in regional economic planning and land resources management. Since 1985, the land use investigation in Tibet has been carried out, in which the basic data and thematic maps must be obtained and completed at county and township levels, in order to meet the needs of local administrations. In the investigation, remote sensing technology was comprehensively adopted. At present, the investigation in county level had been completed and the compilation is going to be carried out. Due to paying a great attention to studying on a series of key technical problems, the systematic methods of using remote sensing technology in the plateau land use investigation were formed and successfully put into application. 展开更多
关键词 DATA THE LAND USE INVESTIGATION IN TIBET PLATEAU USING remote sensing TECHNOLOGY
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TEST STUDY OF DETECTING OIL AND GAS BY USING REMOTE SENSING TECHNIQUE
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作者 Zhu Zhenhai, Zhang Jianzhong, Chen Baowen (Remote Sensing Application Institute, The Chinese Academy of Sciences) 《遥感信息》 CSCD 1990年第A02期37-38,共2页
Ⅰ The Indexes of Detecting Oil and Gas Resources The deeply buried reservoir which in a dynamic equilibrium state has a great pressure inside, and between it and earth surface there is a great difference of pressure.... Ⅰ The Indexes of Detecting Oil and Gas Resources The deeply buried reservoir which in a dynamic equilibrium state has a great pressure inside, and between it and earth surface there is a great difference of pressure. Therefore the hydrocarbon must spread and move vertically to the surface along the pressure gradient orientation. Hydrocarbons in the reservoir along some small rifts, cracks, joints and cleavages penetrate the overlying strata and seepage onto the surface. Thus the hydrocarbons become unvisble oil and gas signs. This process is called the phenomena of hydrocarbon microseepage of reservoir. Hydrocarbons microseepage in the process 展开更多
关键词 TEST STUDY OF DETECTING OIL AND GAS BY USING remote sensing TECHNIQUE GAS
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THE ANALYSIS OF REMOTE SENSING IMAGES FOR ACTIVE FAULTS AND EARTHQUAKES IN CHINA
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作者 Zhang Shiliang (Institute of Geology, State Seismological Bureau) 《遥感信息》 CSCD 1990年第A02期7-8,共2页
The Landsat image information has recently been widely applied to structural geology, especially to the analysis of lineaments, owing to their macroscopic, visual and comprehensive features. The images will be more ef... The Landsat image information has recently been widely applied to structural geology, especially to the analysis of lineaments, owing to their macroscopic, visual and comprehensive features. The images will be more effective when applied to the interpretation of active faults. Active faults are widely ditributed in China. Much attention has been paid to the study of active faults both in China and abroad. There is certain controversy concerning the implication of the term "active fault". Strictly speaking, the term should refer only to the faults that are still active in the present day. However, the term also usually refers to the faults which have been active continually or intermittently from the Quaternary (or the end of Tertiary) to the present day. We propose that the tones and the configurations of features on Landsat images are the principal keys to the interpretation of active faults. The faults, which display the most prominent 展开更多
关键词 NNE THE ANALYSIS OF remote sensing IMAGES FOR ACTIVE FAULTS AND EARTHQUAKES IN CHINA
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