Statistical Modeling of Multidimensional Movements of Free Ranging Animals

自由放养动物多维运动的统计建模

• 批准号: 9704739
• 负责人: David Brillinger
• 金额: $ 24.1万
• 依托单位: University of California-Berkeley
• 依托单位国家: 美国
• 项目类别: Continuing Grant
• 财政年份: 1997
• 资助国家: 美国
• 起止时间: 1997-07-15 至 2001-06-30
• 项目状态: 已结题
• 来源: https://www.nsf.gov/awardsearch/showAward?AWD_ID=9704739&HistoricalAwards=false
• 关键词: Statistical; Modeling; Multidimensional; Movements; Free

Brillinger, Kie, Preisler and Stewart 9704739 This interdisciplinary research is aimed toward developing multidimensional models of motion based on recorded trajectories of marine mammals and terrestrial animals among other moving entities. One central objective is the development of flexible models that can accommodate the movements of a variety of faunal taxa, their intra- and inter-specific interactions, and their interactions with the environment. Characterizing the trajectories of animals traveling great distances through the oceans for example requires models for diffusion processes on the sphere. Stochastic differential equations will have to be adapted to this situation and in particular to include covariates, nonparametric coefficients and non- Gaussian processes. Basic inferential aspects of diffusion processes, many of which are as yet unstudied particularly with respect to animal movement, will also be explored in this study. Two primary data sets will be analyzed. One consists of geographic locations (determined daily) and dive depth (determined every 30s to 60s) of northern elephant seals during their migrations of 3 to 8 months in the north Pacific. The second data set consists of hourly locations of Rocky Mountain elk and mule deer, together with geographic information on habitat types. Since animal movements are determined by biological and physical features of the environment and this may be anticipated to vary with the climate, this research relates to the Strategic Area of environment and global change within the general framework of the National Science Foundation. The movement models to be developed will allow formal assessment of temporal and spatial aspects of change and of wildlife responses to them.

Brillinger，Kie，Preisler和Stewart 9704739 这项跨学科的研究旨在根据记录的海洋哺乳动物和陆地动物以及其他移动实体的轨迹开发多维运动模型。一个中心目标是开发灵活的模型，以适应各种动物类群的移动，它们的种内和种间的相互作用，以及它们与环境的相互作用。 描绘动物在海洋中长途跋涉的轨迹 需要球体上扩散过程的模型。 随机微分方程将不得不适应这种情况，特别是包括协变量，非参数系数和非高斯过程。 扩散过程的基本推理方面，其中许多尚未研究，特别是动物运动，也将在这项研究中进行探讨。 将分析两个主要数据集。其中一个包括北方象海豹在北太平洋3至8个月的迁徙期间的地理位置（每日测定）和潜水深度（每30秒至60秒测定一次）。第二组数据包括落基山麋鹿和黑尾鹿每小时的位置，以及栖息地类型的地理信息。由于动物的运动是由环境的生物和物理特征决定的，并且可能会随着气候而变化，因此本研究涉及国家科学基金会总体框架内的环境和全球变化战略领域。将开发的移动模型将允许正式评估变化的时间和空间方面以及野生动物对变化的反应。