报告野生动物调查以改善保护推断
Justin J Van Ee1, Christian A Hagen2, David C Pavlacky Jr3,4
1Department of Statistics, Colorado State University, Fort Collins, Colorado, USA.
Biometrics
|July 14, 2023
概括
综合模型将多个数据集结合起来,以便更好地进行保护分析. 这种方法改善了对像小草原这样的物种的预测,即使数据不完美.
科学领域:
- 生态生态学 生态生态学
- 保护生物学 保护生物学
- 统计建模 统计建模
背景情况:
- 保护关注的物种通常由多个实体监控,产生各种数据集.
- 个别数据集可能存在诸如低分辨率,偏差采样或高不确定性等局限性,妨碍有效管理.
- 综合模型提供了一个框架来结合这些数据集,克服个人数据缺陷.
研究的目的:
- 开发一种综合建模方法,以同化不同的生态调查数据.
- 提供有关保护关注的物种的时空趋势的共享推断.
- 为了提高预测性能,并为较少的草原种群提供管理决策的信息.
主要方法:
- 开发了一种使用贝叶斯马尔科夫融合的综合建模方法.
- 来自较小草原的独立空中和地面调查的同化密度估计.
- 应用数据增强策略,以有效采样和分析.
主要成果:
- 与独立分析调查相比,综合模型显示出更好的预测性能.
- 该模型成功地将数据与不同的观测误差来源相同化.
- 启用了在未采样地区较低草原密度的预测.
结论:
- 综合模型是有效的结合不同的生态数据集,即使在不同的时空分辨率和不确定性.
- 这种方法增强了对保护问题物种的分析,为管理提供了更强大的洞察力.
- 该研究强调了综合建模的价值,以改善保护结果和了解人口动态.
更多相关视频
07:17Deploying Community Scientists to Conduct Nondestructive Genetic Sampling of Rare Butterfly Populations
Published on: October 28, 2022
1.6K
12:26Integrating Remote Sensing with Species Distribution Models; Mapping Tamarisk Invasions Using the Software for Assisted Habitat Modeling SAHM
Published on: October 11, 2016
13.4K
相关概念视频
Conservation of Declining Populations
9.7K
Conservation of declining population focuses on ways of detecting, diagnosing, and halting a population decline. The approach uses methods to prevent populations from going extinct.
9.7K
Conservation of Small Populations
13.2K
Small population sizes put a species at extreme risk of extinction due to a lack of variation, and a consequent decrease in adaptability. This weakens the chances of survival under pressures such as climate change, competition from other species, or new diseases. Large populations are more likely to survive pressures such as these, as such populations are more likely to harbor individuals that have genetic variants that are adaptive under new stresses. Small populations are much less...
13.2K
Habitat Fragmentation
17.7K
Habitat fragmentation describes the division of a more extensive, continuous habitat into smaller, discontinuous areas. Human activities such as land conversion, as well as slower geological processes leading to changes in the physical environment, are the two leading causes of habitat fragmentation. The fragmentation process typically follows the same steps: perforation, dissection, fragmentation, shrinkage, and attrition.
17.7K
What is Conservation Biology?
18.5K
Conservation biology is a scientific field that focuses on the preservation of biodiversity in order to protect ecosystems while meeting the needs of the human population. Humans require properly functioning ecosystems to maintain our supply of natural resources, including food, medicines, and building materials.
18.5K
Multi-species Conserved Sequences
4.0K
Next-generation sequencing technologies have created large genomic databases of a variety of animals and plants. Ever since the human genome project was completed, scientists studied the genome of primates, mammals, and other phylogenetically distant living beings. Such large-scale studies have provided new insights into the evolutionary relationship between organisms.
Although the genome of each species varies greatly from each other, a few sequences are highly conserved. Such conserved...
Although the genome of each species varies greatly from each other, a few sequences are highly conserved. Such conserved...
4.0K
Threats to Biodiversity
22.4K
There have been five major extinction events throughout geological history, resulting in the elimination of biodiversity, followed by a rebound of species that adapted to the new conditions. In the current geological epoch, the Holocene, there is a sixth extinction event in progress. This mass extinction has been attributed to human activities and is thus provisionally called the Anthropocene. In 2019 the human population reached 7.7 billion people and is projected to comprise 10 billion by...
22.4K
