自适应的个体树建模基于骨架图的优化和碎形的自我相似性
Zhenyang Hui1,2,3, Yating He1,2,3, Shuanggen Jin4,5
1National Key Laboratory of Uranium Resources Exploration-Mining and Nuclear Remote Sensing, East China University of Technology, Nanchang, 330013, China.
Plant phenomics (Washington, D.C.)
|December 19, 2025
概括
这项研究介绍了一种新的3D树建模型方法,使用骨架图形优化和碎形自相似性. 该方法提高了准确性,特别是在不完整的数据中,超过了森林生态应用的现有方法.
科学领域:
- 林业和生态建模 林业和生态建模
- 计算机视觉和图形学
- 地理空间分析是什么
背景情况:
- 准确的3D个体树木建模对于森林生态至关重要.
- 现有的方法与树冠分支连接和数据缺口作斗争.
- 挑战包括由于不完整的点云数据导致不准确的模型.
研究的目的:
- 开发一种创新的3D个体树木建模方法.
- 为了应对错误连接的分支和树建模型中的数据缺口的挑战.
- 为了提高树模型的真实性和强度.
主要方法:
- 骨点提取通过拉普拉斯基收缩和最远距离球形采样.
- 骨架点调整和优化集中,特别是在不完整的数据.
- 对于正确的骨架线构和模型改进的碎形自相似性而言,新的边缘重量定义.
主要成果:
- 提出的方法实现了最接近参考值的树体积.
- 证明了0.01%的相对平均偏差和0.09%的相对根平均平方误差.
- 实现了0.994的一致性相关系数,超过了TreeQSM和AdQSM.
结论:
- 这种新的方法显著提高了3D个体树模型的准确性和稳定性.
- 它有效地处理数据缺口和复杂的树冠结构.
- 这种进步对于精确的森林生态应用至关重要.
相关概念视频
Survival Tree
369
Survival trees are a non-parametric method used in survival analysis to model the relationship between a set of covariates and the time until an event of interest occurs, often referred to as the "time-to-event" or "survival time." This method is particularly useful when dealing with censored data, where the event has not occurred for some individuals by the end of the study period, or when the exact time of the event is unknown.
Building a Survival Tree
Constructing a...
Building a Survival Tree
Constructing a...
369
Carbon Skeletons
113.7K
Life on Earth is carbon-based, as all macromolecules that make up living organisms contain carbon atoms. All organic compounds have a carbon backbone. Each carbon atom is tetravalent and can bond with four other atoms, making it an extraordinarily flexible component of biological molecules. Because carbon’s valence electrons are stable, it rarely becomes an ion. As the carbon chain increases in length, structural modifications such as ring structures, double bonds, and branching side...
113.7K
Evolutionary Relationships through Genome Comparisons
6.8K
Genome comparison is one of the excellent ways to interpret the evolutionary relationships between organisms. The basic principle of genome comparison is that if two species share a common feature, it is likely encoded by the DNA sequence conserved between both species. The advent of genome sequencing technologies in the late 20th century enabled scientists to understand the concept of conservation of domains between species and helped them to deduce evolutionary relationships across diverse...
6.8K
Phylogenetic Trees
49.1K
Phylogenetic trees come in many forms. It matters in which sequence the organisms are arranged from the bottom to the top of the tree, but the branches can rotate at their nodes without altering the information. The lines connecting individual nodes can be straight, angled, or even curved.
49.1K
Bone Remodeling
40.2K
Bone remodeling is a continuous and balanced process of bone resorption by osteoclasts and bone formation by osteoblasts. In adults, it helps maintain bone mass and calcium homeostasis. While mechanical stress can stimulate turnover as part of the normal maintenance and reparative process, several hormones also regulate bone remodeling.
40.2K
Adaptability of Cytoskeletal Filaments
5.6K
The cytoskeleton is a complex dynamic structure performing varied functions based on cellular requirements. The adaptability of the individual filaments in the cytoskeleton determines their ability to perform various functions within the cell. It can undergo rapid reorganization during processes like cell division or remain stable for several hours as in the interphase. The adaptability of these filaments depends on stringent regulatory mechanisms. The microfilament and microtubules of the...
5.6K


