揭示精准农业的时间和空间研究趋势:一个BERTopic文本挖掘方法
Yang Liu1,2, Fanghao Wan2
1Murdoch University, Australia.
Heliyon
|September 16, 2024
概括
精准农业研究正在快速发展,并向物联网 (IoT) 创新方向显著转变. 这项研究绘制了关键研究趋势,并确定了智能农业技术的领先国家.
科学领域:
- 农业科学 农业科学
- 计算机科学 计算机科学
- 数据科学数据科学数据科学
背景情况:
- 精准农业将先进技术整合到农业实践中.
- 该领域的研究正在迅速发展,需要更新分析.
- 传统的审查方法可能无法捕捉新兴研究趋势的细微差别.
研究的目的:
- 分析精准农业研究主题的演变.
- 确定和分类关键的研究子领域和新兴趋势.
- 提供对全球研究动态的见解,并促进战略决策.
主要方法:
- 利用BERTopic算法,一种基于变压器的主题建模技术.
- 在八个子领域中确定了37个不同的研究主题.
- 开发了一个全面的受欢迎度指数,整合了趋势强度和话题比例.
主要成果:
- 确定了八个子领域:数据分析,物联网,无人机,土壤和水资源管理,作物和害虫管理,畜牧业,可持续农业和技术创新.
- 观察到物联网 (IoT) 创新的显著趋势,包括安全和隐私.
- 美国和德国在机器学习和物联网研究方面处于领先地位,信息缩表明了全球研究范围的多样性.
结论:
- 与传统方法相比,BERTopic提高了主题的精细化和多样性.
- 该研究强调了物联网和智能技术在农业中日益增长的重要性.
- 结果为研究人员和机构在精准农业领域进行导航提供了宝贵的指导.
更多相关视频
08:09Measuring and Mapping Patterns of Soil Erosion and Deposition Related to Soil Carbonate Concentrations Under Agricultural Management
Published on: September 12, 2017
11.8K
09:20Cloud-Based Phrase Mining and Analysis of User-Defined Phrase-Category Association in Biomedical Publications
Published on: February 23, 2019
8.7K
相关概念视频
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
Types of Global Positioning System Surveys
51
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...
51
Field Application of Global Positioning System
38
The Global Positioning System (GPS) has become an indispensable tool in fieldwork, offering unparalleled precision and efficiency for surveying, navigation, and infrastructure development. By harnessing signals from a constellation of satellites, GPS receivers determine the location of objects with remarkable speed and accuracy, often completing calculations within a second.Advantages of Modern GPS TechnologyContemporary GPS receivers are designed to meet the practical demands of field...
38
Methods of Obtaining Topography
59
Topography involves measuring and mapping land elevations, natural features, and artificial structures to create accurate representations of the terrain. Topographic surveying relies on traditional and modern methods, each with distinct advantages and limitations.Traditional Surveying Methods:Transit stadia surveys and plane table surveys were widely used traditional surveying methods. These techniques relied on instruments like theodolites and stadia rods for measuring distances and angles,...
59
Selected Data About Geographic Locations
26
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...
26
Key Elements for Plant Nutrition
18.7K
Like all living organisms, plants require organic and inorganic nutrients to survive, reproduce, grow and maintain homeostasis. To identify nutrients that are essential for plant functioning, researchers have leveraged a technique called hydroponics. In hydroponic culture systems, plants are grown—without soil—in water-based solutions containing nutrients. At least 17 nutrients have been identified as essential elements required by plants. Plants acquire these elements from the...
18.7K
