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COMPARISON OF LAND COVER METHODS INCORPORATING LANDSAT-8 IMAGING AND ANCILLARY DATA 结合landsat-8成像和辅助数据的土地覆盖方法的比较
Pub Date : 2019-12-05 DOI: 10.37591/.V10I3.776
jwan aldoski
Dramatic land-cover modifications have been documented across Malaysia over the past few centuries. Previously forested regions converted primarily into rubber, oil palms and agricultural regions. A present land-cover data required owing to the ongoing land-cover modifications that researchers, planners, and decision-makers will be using. Landsat data is an excellent source of effective land-cover maps creation and updating. The aim of this research is to establish a low-cost method together with ancillary data to enhance Landsat 8 satellite information to generate a relatively accurate and existing land-cover map for the Kota Bharu district. The comparison was made between supervised, unsupervised and merging both as hybrid classification techniques from Landsat 8 information for land-cover classification. Furthermore, land-use map and land cover masking were used as ancillary data in order to enhance the precision of the Landsat 8 classification within the same GIS system.  It has been discovered that using a combination of supervised and unsupervised training programs generates a product that is more accurate instead of using either of them individually. It was also discovered that mapping this item utilizing ancillary GIS information could enhance product precision by up to 4%. The general precision of the final result was 85%. It is proposed that implementing the method described for more remote sensing pictures taken at distinct moments can make it easier to create a database for land cover modifications.
在过去的几个世纪里,马来西亚的土地覆盖发生了巨大的变化。以前的森林地区主要变成了橡胶、油棕和农业区。由于研究人员、规划人员和决策者将使用正在进行的土地覆盖变化,目前需要的土地覆盖数据。陆地卫星数据是有效的土地覆盖地图创建和更新的极好来源。这项研究的目的是建立一种低成本的方法以及辅助数据,以增强Landsat 8卫星信息,为哥打巴鲁地区生成相对准确的现有土地覆盖地图。比较了监督、无监督和合并这两种基于Landsat 8信息的混合分类技术在土地覆盖分类中的应用。此外,利用土地利用地图和土地覆盖掩蔽作为辅助数据,以提高同一GIS系统内Landsat 8分类的精度。人们发现,结合使用有监督和无监督的培训计划,而不是单独使用其中任何一种,都会产生更准确的产品。还发现,利用辅助GIS信息绘制该项目可以提高产品精度高达4%。最终结果的一般精度为85%。在不同时刻拍摄的更多遥感图像中实施所述方法可以更容易地创建土地覆盖变化数据库。
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引用次数: 1
MONITORING GLACIERS AND GLACIAL LAKES OF CHENAB BASIN USING GEOSPATIAL TOOLS 利用地理空间工具监测奇纳布盆地冰川和冰湖
Pub Date : 2019-12-05 DOI: 10.37591/.V10I3.743
Tanisha Ghosh
Glacial lakes are usual phenomenon in the glacierized basin at high elevation. Glacial Lakes Outburst Floods are becoming a cause of concern for the local inhabitants of these retreating glaciers. Therefore, a detail study of the dynamics of river of moving ice and water is of much importance. The present study aims to investigate the dynamics of the glacier using geospatial tools and remote sensing and to make an inventory and monitoring of the glaciers, glacial  lakes and water bodies in Chenab river basins of Himalayan region using Resourcesat 2 LISS 4 images and the digital elevation model for the period of 2014 to 2017. Based on the current inventory, 126 glacial lakes and water bodies and 192 glaciers with water spread area more than 30 ha and 700 ha, respectively are monitored. Apart from this, only 2 glacial lakes and water bodies with water spread area in the range 14 to 18 ha were monitored. And 16 glaciers were monitored in the area of 500 ha and above. Most of the glacier lakes and glaciers move in the south east direction with 26 and 33 in numbers respectively. The substantial increase in the number of glacial lakes in the Himalayan region is the matter of concern and therefore need a proper monitoring.  Keywords: Glaciers; Glacier lakes; Chenab River; GIS; India.
冰湖是高海拔冰川盆地的常见现象。冰川湖泊溃决的洪水正成为这些退缩冰川的当地居民担心的问题。因此,详细研究冰与水流动的河流动力学是十分重要的。利用2014 - 2017年Resourcesat 2 LISS 4影像和数字高程模型,利用地理空间工具和遥感技术研究喜马拉雅地区奇纳布河流域冰川动态,并对冰川、冰川湖泊和水体进行清查和监测。在现有的清查基础上,对126个冰川湖泊和水体以及192个冰川进行了监测,其水体分布面积分别超过30公顷和700公顷。此外,仅监测到2个冰川湖泊和水体分布面积在14 ~ 18 ha之间的水体。在500公顷及以上的面积上监测了16个冰川。冰川湖和冰川以东南方向移动居多,分别有26个和33个。喜马拉雅地区冰川湖泊数量的大幅增加令人担忧,因此需要进行适当的监测。关键词:冰川;冰川湖泊;杰纳布河河;GIS;印度。
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引用次数: 0
Assessment of groundwater potential zones in the basaltic terrain: a case study from in and around Gondar town, North West Ethiopia using remote sensing and GIS technologies 玄武岩地形中地下水潜在带的评估:利用遥感和地理信息系统技术对埃塞俄比亚西北部贡达尔镇及其周边地区进行的案例研究
Pub Date : 2019-12-03 DOI: 10.37591/.V10I3.714
Muralitharan Jothimani, Zerihun Dawit
Geospatial technology has wide applications within the groundwater resource assessment studies. Satellite images are increasingly being used in groundwater exploration due to their utility in distinguishing numerous geo-system options. The present study has been disbursed in and around Gondar, Ethiopia. The groundwater potential zones were depicted from the six geo-system parameters like lithology, lineament density, geomorphology, slope, land use/land cover, and drainage density using weighted overlay analysis methodology. Integration of the above mentioned geo-systems has been performed in GIS platform using weighted overlay analysis. Totally different categories of thematic maps are assigned weights supported influence on groundwater hydrology (through intensive literature review), and eventually, factor ranks area were assigned. The ultimate map indicates the potentiality values of groundwater prevalence within the study area, that was classified into 3 categories—high, moderate and low. a total of 24% of the study area fall in low groundwater potential zone, 42%in moderate potential zones and 34%of the realm in the high potential zone. Keywords : Groundwater potential zones, remote sensing, GIS, Gondar, Ethiopia.
地理空间技术在地下水资源评价研究中有着广泛的应用。卫星图像越来越多地用于地下水勘探,因为它们在区分多种地理系统选择方面很有用。本研究已在埃塞俄比亚贡达尔及其周围地区进行。利用加权叠加分析方法,从岩性、地形密度、地貌、坡度、土地利用/土地覆盖和排水密度等6个地质系统参数描述了地下水潜在带。利用加权叠加分析方法,在GIS平台上对上述地理系统进行了整合。通过深入的文献综述,为不同类别的专题图分配权重,以支持其对地下水水文的影响,并最终划分因子等级。最终图显示了研究区内地下水流行潜力值,并将其划分为高、中、低3类。研究区地下水低电位区占24%,中电位区占42%,高电位区占34%。关键词:地下水潜势区,遥感,GIS, Gondar,埃塞俄比亚
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引用次数: 0
Monitoring and Change Analysis of Qingdao Coastal Line from 1973 to 2016 Based on Remote Sensing Technology 1973 - 2016年基于遥感技术的青岛海岸线监测与变化分析
Pub Date : 2019-07-02 DOI: 10.37591/.V10I2.570
W. Kai, Zhuang Huibo
Qingdao is near the Yellow Sea and has a long coastline. In recent years, with rapid development, the coastline of Qingdao has changed greatly. Accurate detection of coastline can understand the characteristics of urban development and the relationship between urban development and ecological change. Compared with manual monitoring, remote sensing technology is widely used in coastline monitoring because of its fast monitoring speed, low monitoring cost and high monitoring accuracy. This paper proposes a combination of the threshold method, edge detection method and visual interpretation to extract the coastline of the coastal area of Qingdao. The Landsat series satellite images are used to monitor the changes of Qingdao coastline in the past 40 years from 1973 to 2016. The results show that the reclamation area in Qingdao is 92.847 km 2 from 1973 to 2016. The reclamation area is mainly located along the coast of Jiaozhou Bay and gradually expands to the southwest after 2009. From 2003 to 2014, the land reclamation area was the largest and the growth rate was the fastest, which were 43.442 km 2 and 3.949 km 2 /year respectively, accounting for 47% of the total land reclamation area in 40 years. Keywords: Automatic extraction, land-making, reclamation, visual interpretation Cite this Article Wang kai, Zhuang Huibo. Monitoring and Change Analysis of Qingdao Coastal Line from 1973 to 2016 Based on Remote Sensing Technology. Journal of Remote Sensing & GIS. 2019; 10(2): 35–42p.
青岛靠近黄海,海岸线很长。近年来,随着青岛的快速发展,青岛的海岸线发生了很大的变化。海岸线的准确探测可以了解城市发展的特征以及城市发展与生态变化的关系。与人工监测相比,遥感技术具有监测速度快、监测成本低、监测精度高等优点,在海岸线监测中得到了广泛的应用。本文提出了一种结合阈值法、边缘检测法和视觉解译的方法来提取青岛沿海地区的海岸线。利用Landsat系列卫星影像,对1973 - 2016年青岛海岸线近40年的变化进行了监测。结果表明:1973 - 2016年青岛市围垦面积为92.847 km2;填海区域主要位于胶州湾沿岸,2009年以后逐渐向西南扩展。2003 - 2014年土地复垦面积最大,增长速度最快,分别为43.442 km2 /年和3.949 km2 /年,占40年土地复垦总面积的47%。关键词:自动提取,造地,复垦,视觉解译1973 - 2016年基于遥感技术的青岛海岸线监测与变化分析遥感与地理信息系统学报。2019;10 (2): 35-42p。
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引用次数: 0
Sub-watershed wise Runoff Modeling using Drainage Morphometric Analysis in Karur District, Tamil Nadu, India through Remote Sensing and GIS Techniques 利用遥感和GIS技术在印度泰米尔纳德邦Karur地区利用排水形态计量学分析进行分流域径流建模
Pub Date : 2019-07-02 DOI: 10.37591/.V10I2.577
J. Muralitharan, K. Palanivel
Morphometric examination, being extensively used to evaluate the drainage individuality and have been found to be a helpful tool to identify areas runoff prone sub-watersheds in this current study. Remote Sensing and Geographical Information System has been demonstrated as successful apparatus in the demarcation of drainages and sub-watersheds boundary and morphometric investigations of sub-watersheds. The current study integrates a morphometric study of 68 sub-watersheds of Karur District, Tamil Nadu, India. Common morphometric parameters are measured for analysis. The following morphometric features such as drainage density, bifurcation ratio, drainage texture, circularity ratio, stream frequency, and form factor has a straight connection by runoff, i.e., superior these values, then, more is the runoff. For the recognition of runoff prone sub-watersheds, the uppermost values of above limits were rated as rank 5, the subsequent uppermost values were rated as rank 4 and so on, and the least values of these factors were charged last in rank 1. The factor such as elongation ratio and length of overland flow has an opposite connection with runoff, i.e., lesser these values; supplementary is the runoff. Therefore the lowly values of these factors were rated as level 5, subsequently, lower values were rated as rank 4 and so on and the maximum values of these parameters were rated last in rank 1. The above-weighted maps were in ArcGIS software to identify the runoff prone sub-watersheds. The current study will improve the systematic understanding of watershed characteristics and its runoff proneness of the study area since there is no prior information is accessible in this study region. The results of the current research will support the development of further hydrological improvement actions in the study area watersheds. Keywords: GIS, morphometric analysis, remote Sensing, sub-watershed-runoff prone modeling Cite this Article J. Muralitharan, K. Palanivel. Sub-watershed wise Runoff Modeling using Drainage Morphometric Analysis in Karur District, Tamil Nadu, India through Remote Sensing and GIS Techniques. Journal of Remote Sensing & GIS. 2019; 10(2): 52–65p.
形态计量学检测被广泛用于评价流域特征,是目前研究中确定易发生径流的流域的一种有用工具。遥感与地理信息系统已被证明是一种成功的工具,可用于流域与流域边界的划分和流域形态测量的调查。目前的研究整合了印度泰米尔纳德邦卡鲁区68个流域的形态计量学研究。测量常见的形态计量参数进行分析。排水密度、分岔比、排水纹理、圆度比、水流频率、形状因子等形态特征与径流有直接联系,即优于这些值,则多为径流。对于径流易发子流域的识别,以上限制的最大值被评为第5级,随后的最大值被评为第4级,依次类推,这些因素的最小值被评为第1级。坡面流延伸率、长度等因子与径流量的关系相反,均较小;补充是径流。因此,这些因素的低值被评为第5级,随后,低值被评为第4级,依次类推,这些参数的最大值被评为第1级。上述加权地图在ArcGIS软件中进行识别,以确定易发生径流的子流域。由于研究区没有先验信息,本研究将提高对研究区流域特征及其径流倾向性的系统认识。目前的研究结果将支持在研究区流域开展进一步的水文改善行动。关键词:地理信息系统,形态计量分析,遥感,流域径流倾向模型利用遥感和GIS技术在印度泰米尔纳德邦Karur地区利用排水形态计量学分析进行分流域径流建模。遥感与地理信息系统学报。2019;10 (2): 52 - 65 p。
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引用次数: 2
Prioritization of Micro/Mini Watersheds and Identification of Locations to Construct Rainwater Harvesting Structures using Morphometric Parameters and Geoinformatics 基于形态计量参数和地理信息学的微/迷你流域优先排序和集雨结构选址
Pub Date : 2019-04-24 DOI: 10.37591/.V7I2.546
V. Anantharama, K. Gajalakshmi
Nalluru Amani Kere Watershed (NAKW) is constituent of Caveri river basin, Karnataka state, covering 415.68 km 2 area, representing arid climate. The NAKW has been divided into thirty one micro/mini watersheds (MWS) of 3rd order, designated as MWS-1 to MWS-31, for the purpose of prioritization. For this purpose, morphometric parameters were calculated under linear and shape aspects. Linear aspects such as; drainage density (D d ), bifurcation ratio (Rb), stream frequency (Fu), length of overland flow (Lg), texture ratio (T), and the shape parameter such as; shape factor (B s ), form factor (R f ), compactness constant (C c ), elongation ratio (R e ), and circularity ratio (Rc) are utilized for prioritization of MWS. Above morphometric parameter was determined for each MWS and assigned rank on the basis of value and relationship with erodibility so as to arrive at a compound value for final ranking based on which sub-watersheds were prioritized. Soil map, slope map and land use maps with stream numbers are used in spatial analysis tool of ArcGIS 9.2 platform to identify the best feasible locations to construct different types of engineering structures (water harvesting/soil conservation) in the sub-watersheds. Keywords: Drainage density, Geographic Information System, Rain water harvesting structures, spatial analysis, Slope
Nalluru Amani Kere流域(NAKW)是卡纳塔克邦Caveri河流域的组成部分,面积415.68 km2,代表干旱气候。为了优先排序,NAKW被划分为31个3级微/迷你流域(MWS),称为MWS-1至MWS-31。为此,计算了线性和形状两个方面的形态测量参数。线性方面,如;排水密度(D D)、分岔比(Rb)、流频(Fu)、坡面流长度(Lg)、质地比(T)、形状参数如;利用形状因子(B s)、形状因子(R f)、紧实常数(C C)、延伸率(R e)和圆度比(Rc)来确定MWS的优先级。确定每个MWS的上述形态计量参数,并根据其值及其与可蚀性的关系进行排序,得出最终排序的复合值,并以此为基础对子流域进行优先排序。利用ArcGIS 9.2平台的空间分析工具,利用土壤图、坡度图和带流号的土地利用图,确定分流域建设不同类型工程结构(集水/保土)的最佳可行位置。关键词:排水密度,地理信息系统,雨水收集结构,空间分析,坡度
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引用次数: 0
Role of Geographic Information System and Remote Sensing in Monitoring and Management of Urban and Watershed Environment: Overview 地理信息系统与遥感在城市与流域环境监测与管理中的作用综述
Pub Date : 2019-04-24 DOI: 10.37591/.V7I2.553
Avinash Kumar Ranjan, S. Vallisree, R. Singh
Geoinformatics technology is basically comprises of 3S component, Remote Sensing (RS), Geographic Information System (GIS) and Global Positioning System (GPS). Nowadays Geographic Information System and Remote Sensing are playing a crucial role in our environmental development, raw materials assessment, urbanization, study of watershed, survey and management of cultivable land, study of forestry, geological structure, disaster management and supervision, etc. GIS and RS have emerged as key instruments for retrieving data and information on the earth during the last 30 years. These days, spatial, temporal and spectral resolve satellite data are accessible and using GIS environment their applications have multiplied for the purpose of research work. The objective of the present paper is to present an overview of the state-of-the-art technology behind GIS and RS. This study also highlights the importance of GIS and RS in managing, monitoring and analysing of contemporary issues, such as, urbanization and watershed management, etc. Keywords: Geographic information system, remote sensing, urbanization, watershed monitoring, environment
地理信息技术主要由3S组件、遥感(RS)、地理信息系统(GIS)和全球定位系统(GPS)组成。当前,地理信息系统与遥感技术在环境建设、原材料评价、城市化、流域研究、耕地调查与管理、林业研究、地质构造、灾害管理与监督等方面发挥着重要作用。在过去30年中,地理信息系统和遥感系统已成为检索地球上数据和信息的关键工具。近年来,空间、时间和光谱分辨率的卫星数据都是可访问的,并且在GIS环境下,它们的应用已经成倍增加,用于研究工作。本文的目的是概述GIS和RS背后的最新技术。本研究还强调了GIS和RS在管理、监测和分析当代问题(如城市化和流域管理等)方面的重要性。关键词:地理信息系统,遥感,城市化,流域监测,环境
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引用次数: 8
Use of Precipitation Data from Advanced Microwave Scanning Radiometer 2 in the Forecasting of Floods in Assam 先进微波扫描辐射计2降水数据在阿萨姆邦洪水预报中的应用
Pub Date : 2019-04-22 DOI: 10.37591/.V6I1.508
Banira Thapa, Nitumoni Deka, Ripranchi Ch. Marak, Bikramjit Goswami, Manoranjan Kalita
Flood occurs most commonly from heavy rainfall but it can also result from storm surge associated with a tropical cyclone, a tsunami or a high tide coinciding with higher than normal river levels. Rainfall in the upstream of a river can also cause inundation in the downstream side of a river. Reliable and timely information is essential for appropriate flood management system. This paper explains the use of precipitation data obtained from Advanced Microwave Scanning Radiometer (AMSR) 2 for the detection of flood. The data obtained, if timely utilized helps in the mitigation of floods and aids to decrease the mortality rate. (AMSR) 2 is a passive microwave sensor and it can record microwave energy emitted by the atmosphere, reflected from the surface, emitted from the surface or transmitted from the subsurface. Algorithms were developed to assess the precipitation values of southern part of Assam and along the upstream and downstream side of river Brahmaputra for the month of August and September, 2014. The assessment and consequent analysis led to possibility of forecasting the flood occurrences in many places in Assam. Keywords : AMSR 2, microwave remote sensors, precipitation, flood
洪水通常是由暴雨引起的,但也可能是由热带气旋、海啸或高于正常水位的高潮引起的风暴潮引起的。河流上游的降雨也会导致河流下游的洪水泛滥。可靠、及时的信息是建立合理的洪水管理系统的必要条件。本文介绍了利用先进微波扫描辐射计(AMSR) 2获得的降水数据进行洪水探测的方法。如果及时利用所获得的数据,将有助于减轻水灾,并有助于降低死亡率。(AMSR) 2是一种被动微波传感器,它可以记录大气发射、地表反射、地表发射或地下传输的微波能量。为评估2014年8月和9月阿萨姆邦南部和雅鲁藏布江上游和下游的降水值,开发了算法。评估和随后的分析使得预测阿萨姆邦许多地方的洪水发生成为可能。关键词:AMSR 2,微波遥感,降水,洪水
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引用次数: 0
Vegetation Area Monitoring Through NDVI Technique: A Case Study of Dengei Pahad Micro Watershed, Khurda District, Odisha 基于NDVI技术的植被面积监测——以奥里萨邦库尔达区登格帕哈德小流域为例
Pub Date : 2019-04-22 DOI: 10.37591/.V6I1.503
A. Ojha, R. N. Samal, G. Rajesh, A. Pattnaik
Watershed treatment includes implementation of participatory micro-watershed-based soil and moisture conservation programs and income generation through proper natural resource management areas. This has led to increased productivity and income. Training and holistic management along with aforestation programs has led to reduction of silt flow to the lake. The assessment revealed that land degradation in the drainage basin not only leads to enhanced silt flow into the lagoon but also causes poverty, due to low productivity in the drainage basin. The drainage basin management program is conceived as a long-term participatory process to achieve an environmentally, economically and socially sustainable management of water resources. The present study deals with periodic assessment and monitoring the vegetation cover of the Dengei pahad micro watershed, Khurda District, Odisha, using NDVI techniques. NDVI is the traditional vegetation index used by researchers for extracting vegetation abundance from remotely sensed data. In essence, the algorithm isolates the dramatic increase in reflectance over the visible red to near infrared wavelengths, and normalized it by dividing by the overall brightness of each pixel in those wavelengths. Satellite data of IRS series from 1999 to 2010 and Resources at series from 2011 to 2014 along with other spatial and non-spatial data were used to find out the changes that occurred in vegetation and other land cover categories during the last 16 years. It was analyzed that dense vegetation cover has decreased up to 20.24 Ha in the year 2010 and after the awareness to the local people by CDA, has taken active role to sustain the natural resource and it has shown positive impact after the analysis through Remote Sensing data. Keywords: Micro-watershed, participatory, degradation, sustainable, NDVI, satellite, remote sensing
流域治理包括实施以参与式微流域为基础的水土保持方案,以及通过适当的自然资源管理领域创造收入。这导致了生产力和收入的提高。培训和综合管理以及造林计划减少了流入湖泊的泥沙。评估结果显示,流域土地退化不仅导致流入泻湖的泥沙增加,而且由于流域生产力低下而造成贫困。流域管理方案被认为是一个长期的参与性过程,以实现对水资源的环境、经济和社会可持续管理。本研究利用NDVI技术对奥里萨邦库尔达区登盖帕哈德小流域的植被覆盖进行了定期评价和监测。NDVI是研究人员从遥感数据中提取植被丰度的传统植被指数。从本质上讲,该算法隔离了可见光到近红外波段反射率的急剧增加,并通过除以这些波长中每个像素的总体亮度将其归一化。利用1999 - 2010年IRS系列卫星数据和2011 - 2014年Resources at系列卫星数据,结合其他空间和非空间数据,分析了近16年来植被和其他土地覆盖类型的变化。通过对遥感数据的分析,发现2010年密林植被覆盖减少了20.24 Ha,在CDA向当地居民宣传后,对维持自然资源发挥了积极作用,并显示出积极的影响。关键词:微流域,参与式,退化,可持续,NDVI,卫星,遥感
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引用次数: 1
Soil Moisture Retrieval from Brightness Temperature using Passive Microwave Remote Sensing 被动微波遥感从亮度温度反演土壤水分
Pub Date : 2019-04-20 DOI: 10.37591/.V5I3.498
Bikramjit Goswami, Rittika Bezbaruah, Lige Kato, P. Kalita, Sukanya Dutta, Manoranjan Kalita
Soil Moisture (SM) data are often a derived product of Microwave Remote Sensing (MRS) satellites. The brightness temperature (T b ) however, is a basic quantity associated with the satellites in the Microwave range and is available as a common data product from all MRS satellites. In this paper an attempt has been made to develop an algorithm to retrieve SM information directly from the T b values obtained from the Advanced Microwave Scanning Radiometer on Earth Observing (AMSR-E) System. Analysis of T b and SM data is done to find the most suitable frequency band and polarization at which the conversion from T b to SM is possible. Out of all the frequencies from the satellite, the T b values at 6 GHz frequency with horizontal polarization have been found to be most suitable for SM retrieval. The algorithm designed is found to be applicable for T b to SM conversion for any season. Keywords : Microwave remote sensing, soil moisture, AMSR-E, brightness temperature, passive sensors.
土壤湿度数据通常是微波遥感卫星的衍生产品。然而,亮度温度(tb)是与微波范围内的卫星相关的基本量,是所有MRS卫星的共同数据产品。本文尝试开发一种直接从先进微波扫描辐射计对地观测(AMSR-E)系统获得的T - b值中检索SM信息的算法。对tb和SM数据进行了分析,以找到从tb到SM转换的最合适的频段和极化。在来自卫星的所有频率中,发现水平极化的6 GHz频率的T - b值最适合于SM检索。结果表明,所设计的算法适用于任意季节的T - b到SM转换。关键词:微波遥感,土壤湿度,AMSR-E,亮度温度,无源传感器
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引用次数: 2
期刊
Journal of Remote Sensing & GIS
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