用时间序列的Sentinel-1数据来改进地块规模作物绘制的等级分类.
Zhou Ya'nan1, Zhu Weiwei2, Feng Li1
1College of Geography and Remote Sensing, Hohai University, Nanjing, China.
Journal of environmental management
|August 30, 2024
概括
本研究引入了使用Sentinel-1卫星数据进行精确作物绘制的等级分类框架. 该方法通过利用作物类型等级和深度学习来提高准确性,有利于精准农业.
科学领域:
- 农业科学 农业科学
- 遥感 遥感 遥感 遥感
- 地理信息系统 地理信息系统
背景情况:
- 对精准农业而言,土地规模的作物分类至关重要.
- 使用等级作物结构可以提高分类准确性.
- 时间序列卫星数据为作物表现学提供了宝贵的见解.
研究的目的:
- 开发一个等级分类框架用于作物绘制,使用时间序列的Sentinel-1数据.
- 将作物等级知识整合到深度学习模型中,以改进分类.
- 为了生成精确的地块规模作物类型分类地图.
主要方法:
- 预处理Sentinel-1数据,并将其叠加到块地图上以提取特征.
- 建立基于表象学和标记样本的等级作物类型系统.
- 开发一种深度学习模型,在层次结构中对作物类型进行分类.
主要成果:
- 层次分类框架在整体准确度上实现了超过4.0%的改进.
- 与传统方法相比,F1得分有超过5.0%的改善.
- 该研究证明了作物分类的有效多尺度时间序列特征学习.
结论:
- 提出的等级方法显著提高了分片规模的作物分类准确性.
- 利用作物等级和Sentinel-1数据对精准农业有效.
- 深度学习模型成功地利用分层作物知识来改进绘图.
更多相关视频
08:47Author Spotlight: UAV Remote Sensing for Efficient Invasive Plant Biomass Estimation
Published on: February 9, 2024
1.3K
12:26Integrating Remote Sensing with Species Distribution Models; Mapping Tamarisk Invasions Using the Software for Assisted Habitat Modeling SAHM
Published on: October 11, 2016
13.3K
相关概念视频
Selected Data About Geographic Locations
27
Geographic Information Systems (GIS) rely on two core types of data: spatial data and attribute data.Spatial DataSpatial data defines the physical location of features within a coordinate system, typically expressed in terms of latitude and longitude. It provides precise positioning for elements like roads, rivers, or buildings.Attribute DataAttribute data complements spatial data by adding descriptive information about these features. For example, a road's spatial data includes its start and...
27
Light Acquisition
8.4K
In order to produce glucose, plants need to capture sufficient light energy. Many modern plants have evolved leaves specialized for light acquisition. Leaves can be only millimeters in width or tens of meters wide, depending on the environment. Due to competition for sunlight, evolution has driven the evolution of increasingly larger leaves and taller plants, to avoid shading by their neighbors with contaminant elaboration of root architecture and mechanisms to transport water and nutrients.
8.4K
Thematic Layering in GIS
35
In the past, planning projects such as schools or public facilities required extensive manual effort to gather and compile data. Information such as property boundaries, soil characteristics, road networks, zoning regulations, and flood zones had to be sourced individually from courthouses, utility providers, and registry offices. Assembling these datasets into a coherent format often took several months, delaying project timelines.The introduction of Geographic Information Systems (GIS)...
35
Levels of Use of a GIS
46
Geographic Information Systems (GIS) operate across three levels of application, each representing an increasing degree of complexity: data management, analysis, and prediction. These levels reflect the expanding functionality and versatility of GIS technology in handling spatial data for diverse purposes.Data ManagementAt its foundational level, GIS serves as a tool for data management, enabling the input, storage, retrieval, and organization of spatial data. This level is often employed in...
46
Design Example: Identifying the Locations of Monuments in the Field Using Global Positioning System Device
27
Surveyors use Global Positioning System (GPS) technology to measure the precise location and elevation of points on Earth. In a recent survey, GPS receivers were used to determine the coordinates and elevations of two park monuments. The process involved careful mission planning, data collection, and correction to ensure accuracy. The survey began with mission planning to identify optimal satellite visibility and minimize Position Dilution of Precision (PDOP). A geodetic control point...
27
Types of Global Positioning System Surveys
53
GPS surveying methods vary in application, accuracy, and data collection techniques, catering to diverse surveying and mapping needs. Static GPS, kinematic GPS, and real-time kinematic (RTK) surveying are widely used. Each technique offers distinct advantages.Static GPS involves placing one receiver at a known reference point and another at the target point. It collects exact positional data by observing multiple satellite ranges over an extended period, achieving centimeter-level accuracy for...
53
