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Identification of defects in underground structures using machine learning aided distributed fiber optic sensing
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作者 Shaoqun Lin Hongjiang Ye +2 位作者 Daoyuan Tan Jing Wang Jianhua Yin 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第4期2194-2207,共14页
Despite the extensive use of distributed fiber optic sensing(DFOS)in monitoring underground structures,its potential in detecting structural anomalies,such as cracks and cavities,is still not fully understood.To contr... Despite the extensive use of distributed fiber optic sensing(DFOS)in monitoring underground structures,its potential in detecting structural anomalies,such as cracks and cavities,is still not fully understood.To contribute to the identification of defects in underground structures,this study conducted a four-point bending test of a reinforced concrete(RC)beam and uniaxial loading tests of an RC specimen with local cavities.The experimental results revealed the disparity in DFOS strain spike profiles between these two structural anomalies.The effectiveness of DFOS in the quantification of crack opening displacement(COD)was also demonstrated,even in cases where perfect bonding was not achievable between the cable and structures.In addition,DFOS strain spikes observed in two diaphragm wall panels of a twin circular shaft were also reported.The most probable cause of those spikes was identified as the mechanical behavior associated with local concrete contamination.With the utilization of the strain profiles obtained from laboratory tests and field monitoring,three types of multi-classifiers,based on support vector machine(SVM),random forest(RF),and backpropagation neural network(BP),were employed to classify strain profiles,including crack-induced spikes,non-crack-induced spikes,and non-spike strain profiles.Among these classifiers,the SVM-based classifier exhibited superior performance in terms of accuracy and model robustness.This finding suggests that the SVM-based classifier holds promise as a potential solution for the automatic detection and classification of defects in underground structures during long-term monitoring. 展开更多
关键词 Geotechnical monitoring Distributed fiber optic sensing(dfos) Strain spikes Cracks DEFECTS Support vector machine
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Innovative Application of Emerging Sensing Technologies in Mechatronics Systems
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作者 Jianming Feng 《Journal of Electronic Research and Application》 2025年第4期229-234,共6页
With the rapid development of science and technology,new sensing technology has been used increasingly in mechatronics system,for the system of intelligent,automation and efficiency,provide strong support.Emerging sen... With the rapid development of science and technology,new sensing technology has been used increasingly in mechatronics system,for the system of intelligent,automation and efficiency,provide strong support.Emerging sensor technology in electromechanical integration system of innovative applications not only promote the system of intelligent upgrade,also for its wide application in the field of multiple provides a strong support,and along with the advance of technology and application scenario development,emerging sensor technology in electromechanical integration system to play a more important role.In this regard,this paper first expounds the overview of emerging sensing technology,then analyzes the innovation and integration of emerging sensing technology and mechatronics system,and finally further explores the practical application of emerging sensing technology in mechatronics system,in order to provide some reference for relevant researchers. 展开更多
关键词 Emerging sensing technology Mechatronics system Innovative application
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Speeches at the sub-forum on metrology technology
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《China Standardization》 2025年第6期51-59,共9页
At present,AI is reshaping the global industrial landscape at an unprecedented depth.As the cornerstone suppor ting technological innovation and industrial development,metrology is radiating new vitality in the AI era... At present,AI is reshaping the global industrial landscape at an unprecedented depth.As the cornerstone suppor ting technological innovation and industrial development,metrology is radiating new vitality in the AI era.It is not only a verification scale for algorithm accuracy and a trust anchor for sensing systems,but also a strategic link for China and ASEAN to deepen industrial collaboration.Metrology runs through the entire innovation chain of AI,providing verifiable and reproducible scientific basis for technological innovation and industrial development. 展开更多
关键词 verification scale technological innovation industrial developmentmetrology trust anchor algorithm accuracy METROLOGY deepen industrial collaborationmetrology sensing systemsbut
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Structural Deformation Monitoring of Flight Vehicles Based on Optical Fiber Sensing Technology:A Review and Future Perspectives 被引量:12
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作者 Lianqing Zhu Guangkai Sun +3 位作者 Weimin Bao Zheng You Fanyong Meng Mingli Dong 《Engineering》 SCIE EI CAS 2022年第9期39-55,共17页
Structural deformation monitoring of flight vehicles based on optical fiber sensing(OFS)technology has been a focus of research in the field of aerospace.After nearly 30 years of research and development,Chinese and i... Structural deformation monitoring of flight vehicles based on optical fiber sensing(OFS)technology has been a focus of research in the field of aerospace.After nearly 30 years of research and development,Chinese and international researchers have made significant advances in the areas of theory and methods,technology and systems,and ground experiments and flight tests.These advances have led to the development of OFS technology from the laboratory research stage to the engineering application stage.However,a few problems encountered in practical applications limit the wider application and further development of this technology,and thus urgently require solutions.This paper reviews the history of research on the deformation monitoring of flight vehicles.It examines various aspects of OFS-based deformation monitoring including the main varieties of OFS technology,technical advantages and disadvantages,suitability in aerospace applications,deformation reconstruction algorithms,and typical applications.This paper points out the key unresolved problems and the main evolution paradigms of engineering applications.It further discusses future development directions from the perspectives of an evolution paradigm,standardization,new materials,intelligentization,and collaboration. 展开更多
关键词 Optical fiber sensing technology Deformation monitoring Structural health monitoring Flight vehicle AEROSPACE
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APPLICATION OF REMOTE SENSING TECHNOLOGY TO POPULATION ESTIMATION 被引量:1
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作者 ZHANG Bao-guang(College of Urban and Environmental Science, Tianjin Normal University, Tianjin 300074, P. R. China) 《Chinese Geographical Science》 SCIE CSCD 2003年第3期267-271,共5页
This paper attempts to explore a new avenue of urban small-regional population estimation by remote sensing technology, creatively and comprehensively for the first time using a residence count method, area (density) ... This paper attempts to explore a new avenue of urban small-regional population estimation by remote sensing technology, creatively and comprehensively for the first time using a residence count method, area (density) method and model method, incorporating the application experience of American scholars in the light of the state of our country. Firstly, the author proposes theoretical basis for population estimation by remote sensing, on the basis of analysing and evaluating the history and state quo of application of methods of population estimation by remote sensing. Secondly, two original types of mathematical models of population estimation are developed on the basis of remote sensing data, taking Tianjin City as an example. By both of the mathematical models the regional population may be estimated from remote sensing variable values with high accuracy. The number of the independent variables in the latter model is somewhat smaller and the collection of remote sensing data is somewhat easier, but the deviation is a little larger. Finally, some viewpoints on the principled problems about the practical application of remote sensing to population estimation are put forward. 展开更多
关键词 remote sensing technology population estimation mathematical model
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Research on the evolution law of permafrost under the influence of urbanization based on remote sensing technology
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作者 Gao Kai Liu Yanjie +6 位作者 Ding Lin Huang Shuai Qiu Kaichi Wang Zhongpan Yang Yang Liu Xing Li Jiaxin 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2021年第4期1007-1019,共13页
The permafrost of Mohe County and its suburbs in the Daxing′an Mountains has been influenced by the urbanization.Remote sensing,GIS technology and numerical simulation was used to study the temperature variations of ... The permafrost of Mohe County and its suburbs in the Daxing′an Mountains has been influenced by the urbanization.Remote sensing,GIS technology and numerical simulation was used to study the temperature variations of permafrost with the changes in surface vegetation that cover Mohe County and suburban areas,and the law of permafrost degradation on the study area was analyzed.The research results show that the urban area of the study area increased 114.42%from 2000 to 2016,and the urbanization process is continuing to accelerate.The Normalized Difference Vegetation Index map of 2017 in Mohe County and its suburbs was studied and the maximum proportion of vegetation coverage was different in the four seasons.The numerical calculation model results show that the permafrost temperature change in the study area cyclically fluctuates in a cosine form.The annual variation curve of permafrost temperature gradually decreased and its accompanying phase lag increased with depth.The annual temperature change value with the different depths of the town was greater than the natural ground.The maximum permafrost thawing depths of the town and natural ground were 4.2 m and 2.82 m in 50 a,and the degradation rates of the two permafrost are,respectively,0.88 cm/a and 0.46 cm/a.These results show that urbanization has accelerated the degradation of permafrost. 展开更多
关键词 remote sensing technology GIS technology permafrost degradation URBANIZATION numerical simulation
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Application of oxygen-sensing technology to measure seed quality of Ginkgo biloba 被引量:2
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作者 Tailin Zhong Guangwu Zhao 《Journal of Forestry Research》 SCIE CAS CSCD 2017年第4期725-731,共7页
Germination tests are currently the most widely used method to evaluate seed quality of Ginkgo biloba L., but they are time-consuming and labor intensive. Oxygen-sensing technology, based on the principle of fluoresce... Germination tests are currently the most widely used method to evaluate seed quality of Ginkgo biloba L., but they are time-consuming and labor intensive. Oxygen-sensing technology, based on the principle of fluorescence quenching to detect oxygen and assess seed quality was used to rapidly evaluate seed quality of two varieties (Shandong Tancheng 202 and Zhejiang Dafoshou) of G. biloba from five mother plants. Fifteen samples of three vigor levels were produced by accelerated aging treatments. This process was applied in duplicate. A portable oxygen-sensing detector was employed to measure oxygen content during seed germination in a closed system at 25 A degrees C each day until day 14. Four oxygen metabolism indices were calculated: oxygen consumption index, oxygen consumption rate, critical oxygen concentration, and theoretical germination time (T (GT)). Additionally, we tested laboratory germination and field emergence. The results of a one-way analysis of variance and correlation analysis showed that T (GT) was the candidate index to evaluate seed quality of G. biloba. Therefore, the T (GT) value was used to validate the reliability of oxygen-sensing evaluation for Zhejiang Dafoshou seeds kept under four storage conditions. The trend in the change in oxygen metabolism agreed completely agreement with that of seed germination under all storage conditions. The oxygen-sensing test reliably and rapidly assessed seed quality of G. biloba. The germination rate of Zhejiang Dafoshou was accurately predicted by T (GT). 展开更多
关键词 Ginkgo biloba Oxygen-sensing technology Seed quality Theoretical germination time (T-GT)
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The Assessment of Soil Quality on the Arable Land in Yellow River Delta Combined with Remote Sensing Technology
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作者 Linlin Guo Hanjie Hao +4 位作者 Yanghua Liu Haibo Ma Jingbo An Qian Sun Zhao Yang 《World Journal of Engineering and Technology》 2017年第5期18-26,共9页
Soil quality assessment is essential to improve the understanding of soil quality and make proper agricultural practices. However, soil quality assessments are extremely difficult to implement in a large-scale area, s... Soil quality assessment is essential to improve the understanding of soil quality and make proper agricultural practices. However, soil quality assessments are extremely difficult to implement in a large-scale area, since they are time and labor consuming. Remote sensing technique gained more attention in plant and soil information monitoring recently for its high effi-ciency and convenience. But seldom studies tested the applicability of remote sensing techniques before implementing. This study conducted the soil quality assessment in a typical agricultural county in the Yellow River delta (Kenli). We found the soil quality in Kenli was dominantly in the low grade (71.85%), with deficient nutrient (SOM and TN), poor structure (high BD) and high EC. Salinity is the primary limiting factor for soil quality in Kenli, and adjustment of soil salinization through suitable farming practices such as organic fertilizers application, irrigation for leaching, and salt-tolerant crop planting is the key point for soil quality improvement. We obtained the normalized difference vegetation index (NDVI) of the study area by remote sensing technique, and found the high correlation between NDVI and soil quality indicator (SOM, TN and EC) and yield. The NDVI can help to study the soil conditions as a soil quality assessment indicator. More studies about the ap-plication of remote sensing technique on soil quality detecting are expected. 展开更多
关键词 NDVI REMOTE sensing technology SOIL QUALITY INDEXING SOIL QUALITY INDICATORS
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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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Research on the Agricultural Remote Sensing Image Enhancement Technology Based on the Mixed Entropy Model
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作者 ZHANG Youzhi 《International English Education Research》 2019年第2期78-80,共3页
Uncertainty is the most important factor affecting the quality of the remote sensing image classification.Aiming at the characteristics ofboth the random and the fuzzy uncertainties in the process of the remote sensin... Uncertainty is the most important factor affecting the quality of the remote sensing image classification.Aiming at the characteristics ofboth the random and the fuzzy uncertainties in the process of the remote sensing image classification,a method based on the mixed entropy model is proposed to measure these two uncertainties comprehensively,and a multi-scale evaluation index is established.Based on the analysis of the basic principles of the mixed entropy model,a method of using the statistical data of the feature space and the fuzzy classifier to establish the information entropy,the fuzzy entropy and the mixed entropy is proposed.At the same time,on the scale of the pixel and the category,the index of the mixed entropy of the pixel and the mixed entropy of the category are established to evaluate the uncertainty of the classification. 展开更多
关键词 MIXED ENTROPY model AGRICULTURAL REMOTE sensing image ENHANCEMENT technology RESEARCH
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Application of High-Resolution Remote Sensing Technology in Quantitative Study on Coseismic Surface Rupture Zones: An Example of the 2008 M_w7.2 Yutian Earthquake
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作者 SHAN Xinjian HAN Nana +3 位作者 SONG Xiaogang GONG Wenyu QU Chunyan ZHANG Yingfeng 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2018年第6期2468-2469,共2页
Objective Nowadays, high-resolution remote sensing technology has brought new changes to surveys of earthquakes, and the quantitative study of seismic faults based on this technology has become a trend in the world(Ba... Objective Nowadays, high-resolution remote sensing technology has brought new changes to surveys of earthquakes, and the quantitative study of seismic faults based on this technology has become a trend in the world(Barzegari et al., 2017). An Mw 7.2 earthquake occurred in Yutian of Xinjiang on the western end of the Altyn Tagh fault on March 21 st, 2008. It is difficult to access this depopulated zone because of the high altitude and only 1–2 months of snowmelt. This study utilized high-resolution 展开更多
关键词 DEM Application of High-Resolution Remote sensing technology in Quantitative Study on Coseismic Surface Rupture Zones An Example of the 2008 M_w7.2 Yutian Earthquake
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Application of Remote Sensing Technology in Land Change Survey
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作者 LIU Yanping 《外文科技期刊数据库(文摘版)工程技术》 2021年第5期102-105,共6页
In order to meet the needs of land and resources management and social and economic development, the national government departments have carried out overall planning and reasonable deployment for the contents of land... In order to meet the needs of land and resources management and social and economic development, the national government departments have carried out overall planning and reasonable deployment for the contents of land change investigation. Through the annual change survey to grasp the current situation of the national land use change, to provide a good guarantee for the rational allocation and development and utilization of land resources in China. Combined with the current situation of land change investigation, the traditional land change investigation mode has been difficult to apply to the new surveying and mapping development background. Relevant staff should actively use new surveying and mapping technology, especially remote sensing technology, to realize the supervision of the whole process of land change investigation. In this paper, the application of remote sensing technology in land change investigation is studied and analyzed. 展开更多
关键词 remote sensing technology land change investigation remote sensing image application research
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Application of Modern Remote Sensing Technology in Geological Prospecting
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作者 MAWei 《外文科技期刊数据库(文摘版)自然科学》 2022年第1期032-035,共4页
The society needs to develop. Speeding up urban infrastructure is beneficial to improving people's living standard. The exploration of mineral resources must be put on the agenda. Some material resources are very ... The society needs to develop. Speeding up urban infrastructure is beneficial to improving people's living standard. The exploration of mineral resources must be put on the agenda. Some material resources are very important for strengthening urban construction and are indispensable factors. In recent decades, China's scientific and technological level has been developing very rapidly. The country has provided strong support for the development of geological prospecting work. This has gradually led to the development and full application of new technologies related to geological prospecting. The application of remote sensing technology has also greatly improved the efficiency and accuracy of geological prospecting. This paper focuses on the application of modern remote sensing technology in geological prospecting for reference only. 展开更多
关键词 GEOLOGY geological prospecting remote sensing technology APPLICATION
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Practical Analysis of Geological Exploration and Remote Sensing Technology in Geological Work of Hydraulic Engineering Environment
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作者 YANG Jianming CHEN Zugen 《外文科技期刊数据库(文摘版)自然科学》 2020年第1期051-053,共5页
In this paper, the connotation and application status of hydraulic environmental geological exploration and remote sensing technology of hydraulic engineering environment are respectively studied, and then the applica... In this paper, the connotation and application status of hydraulic environmental geological exploration and remote sensing technology of hydraulic engineering environment are respectively studied, and then the application methods of relevant technologies are analyzed in the geological work practice. It is hoped that the efficiency and accuracy of geological work can be improved through the research. 展开更多
关键词 hydraulic engineering environment geological exploration remote sensing technology APPLICATION
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Application of UAV Remote Sensing Technology in Surveying and Mapping
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作者 ZHANG Wenbin 《外文科技期刊数据库(文摘版)工程技术》 2021年第5期030-031,共4页
Due to the continuous development of science and technology, the role of UAV remote sensing technology in surveying and mapping is very prominent, and its technology has made rapid progress. UAV can use the correspond... Due to the continuous development of science and technology, the role of UAV remote sensing technology in surveying and mapping is very prominent, and its technology has made rapid progress. UAV can use the corresponding software for effective image processing, and also equipped with a variety of sensor equipment to quickly obtain relevant measurement and mapping information, so as to provide the corresponding accurate measurement results. Short cycle, flexible, fast, reliable information, high efficiency, strong adaptability and reliable quality are the advantages of UAV. 展开更多
关键词 UAV remote sensing technology surveying and mapping field
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Overview and Development Trend of Optical Remote Sensing Stereo-mapping Technology
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作者 GAO Zhenhai 《外文科技期刊数据库(文摘版)工程技术》 2021年第4期271-275,共5页
Since China entered the new era, our country pay more and more attention to the Internet information technology, our country's network information technology has been more widely spread, in surveying and mapping t... Since China entered the new era, our country pay more and more attention to the Internet information technology, our country's network information technology has been more widely spread, in surveying and mapping technology and application of a new network information technology, the application of optical remote sensing in the three-dimensional aspects of surveying and mapping, not only reduce the workload for of surveying and mapping, surveying and mapping results also makes more people to understand. Because the optical remote sensing stereo surveying and mapping technology has advanced and times, can store a lot of information, according to the needs of different people to display, so in the surveying and mapping work is deeply loved by staff. Optical remote sensing stereo mapping technology can not only build a very effective technical conditions for China's geological investigation, environmental detection work, and, because of its own advantages of optical remote sensing stereo mapping technology, to a certain extent, promote the continuous development of China's economy. In this paper, the optical remote sensing stereo mapping technology is briefly introduced, and based on the present situation, some ideas for the future development are put forward. 展开更多
关键词 optical remote sensing satellite surveying and mapping technology the development trend
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Research on the Application of Remote Sensing Surveying and Mapping Technology in Surveying and Mapping Work
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作者 LUOXiaoning 《外文科技期刊数据库(文摘版)工程技术》 2022年第9期151-154,共4页
Under the rapid development of urbanization in my country, peoples quality of life has been effectively improved, which has prompted the gradual increase of urban construction projects, and put forward higher requirem... Under the rapid development of urbanization in my country, peoples quality of life has been effectively improved, which has prompted the gradual increase of urban construction projects, and put forward higher requirements for the quality of various projects, which will help improve project safety and meet project construction requirements. Therefore, engineering surveying and mapping can effectively guarantee the quality of engineering. In engineering surveying and mapping, remote sensing surveying and mapping technology is widely used. Through the application of this technology, data and information can be quickly collected, and scientific analysis can be made to fully improve the measurement accuracy and lay a solid foundation for the development of engineering construction. Next, the article discusses the application of remote sensing surveying and mapping technology in surveying and mapping work. 展开更多
关键词 remote sensing surveying and mapping surveying and mapping work technology application
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Remote Sensing Technology and Applications for Earthquake Disasters
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作者 Wang Haiyan,Hao Xuetao,Sun Weijian,Lei Yufei China Centre for Resources Satellite Data & Application (CRESDA) 《Aerospace China》 2012年第1期10-12,共3页
Disaster warning,disaster estimation and relief depend more and more on the application of space remote sensing technologies,such as those used for optic-camera,hyperspectrum,infrared,SAR,seismo-electromagnet and grav... Disaster warning,disaster estimation and relief depend more and more on the application of space remote sensing technologies,such as those used for optic-camera,hyperspectrum,infrared,SAR,seismo-electromagnet and gravitation measurement.On May 12,2008,a magnitude of 8. 展开更多
关键词 FIGURE Remote sensing technology and Applications for Earthquake Disasters
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我国马铃薯晚疫病监测预警研究进展 被引量:4
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作者 毛彦芝 孙贺光 +7 位作者 李庆全 郭梅 王文重 魏琪 董学志 闵凡祥 孙晶 宋晓宇 《作物杂志》 北大核心 2025年第1期10-14,共5页
马铃薯晚疫病是制约马铃薯产业发展的主要病害之一,在马铃薯种植区普遍发生,种植感病品种如果防治不当可能绝产。在病害发生前开展马铃薯晚疫病监测预警,提早预防是控制该病害发展的重要措施,也可以减少农药使用量。本文综述了晚疫病监... 马铃薯晚疫病是制约马铃薯产业发展的主要病害之一,在马铃薯种植区普遍发生,种植感病品种如果防治不当可能绝产。在病害发生前开展马铃薯晚疫病监测预警,提早预防是控制该病害发展的重要措施,也可以减少农药使用量。本文综述了晚疫病监测预警的发展、现有的主要监测预警方法和未来的发展方向。为研究更精确的晚疫病监测预警技术提供参考。 展开更多
关键词 马铃薯晚疫病 监测预警 中心病株 遥感技术 分子技术 信息技术
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Applications of Satellite Remote Sensing Technology in China's Environmental Monitoring
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作者 Zong He 《Aerospace China》 2011年第2期6-9,共4页
The environmental conditions in China are still very serious. In the years to come, the mission for environmental treatment and protection, supervision,
关键词 Applications of Satellite Remote sensing technology in China’s Environmental Monitoring
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