随着节点的活动和吸引力的变化,随着时间的变化而变化的超人口网络中的传染动态
Lang Zeng1,2, Ming Tang2,3, Ying Liu4
1Department of Mathematics, Nonlinear Dynamics and Mathematical Application Center, Kyungpook National University, Daegu 41566, Republic of Korea.
Chaos (Woodbury, N.Y.)
|May 8, 2024
概括
这项研究引入了一种新的流行病传播网络模型,表明相关的移动模式减少了感染传播,但增加了空间变化. 组合干预在负相关联网络中最有效.
科学领域:
- 流行病学 流行病学
- 网络科学 网络科学
- 数学建模的数学建模
背景情况:
- 超人口网络模型对于理解受人类流动性影响的流行病空间动态至关重要.
- 现有的模型往往简化了人口活动和流动模式之间的复杂关系.
研究的目的:
- 开发一个时间变化的超人口网络模型,将活动与移动性吸引力的相关性纳入其中.
- 分析这些相关性对疾病传播的影响 (SIR模型) 和非药物干预的有效性.
主要方法:
- 开发了一种新的时间变化的网络模型,将人口活动和流动性吸引力联系起来.
- 在各种相关网络上研究了易感-传染-恢复 (SIR) 疾病动态.
- 理论上得出的流动性门和数值模拟的流行病传播.
- 研究了自我隔离和自我保护策略的影响.
主要成果:
- 活动和吸引力之间的相关性增加降低了流动性值,但抑制了整体感染率.
- 较高的相关性导致感染分布的空间异质性更大.
- 同时的自我隔离和自我保护在负相关联的网络中最有效.
- 在正相关联的网络中,自我保护能力更强;在负相关联的网络中,自我隔离能力更强.
结论:
- 流动性相关性显著影响流行病的传播和干预的有效性.
- 根据网络相关性模式定制非药物干预措施对于最佳的流行病控制至关重要.
- 该模型为管理复杂,动态人口中的流行病提供了洞察力.
相关概念视频
Gene Flow
35.1K
Gene flow is the transfer of genes among populations, resulting from either the dispersal of gametes or from the migration of individuals.
35.1K
Mutation, Gene Flow, and Genetic Drift
58.3K
In a population that is not at Hardy-Weinberg equilibrium, the frequency of alleles changes over time. Therefore, any deviations from the five conditions of Hardy-Weinberg equilibrium can alter the genetic variation of a given population. Conditions that change the genetic variability of a population include mutations, natural selection, non-random mating, gene flow, and genetic drift (small population size).
58.3K
Genetic Drift
39.7K
Natural selection—probably the most well-known evolutionary mechanism—increases the prevalence of traits that enhance survival and reproduction. However, evolution does not merely propagate favorable traits, nor does it always benefit populations.
39.7K
What are Populations and Communities?
33.9K
Overview
33.9K
Frequency-dependent Selection
22.0K
When the fitness of a trait is influenced by how common it is (i.e., its frequency) relative to different traits within a population, this is referred to as frequency-dependent selection. Frequency-dependent selection may occur between species or within a single species. This type of selection can either be positive—with more common phenotypes having higher fitness—or negative, with rarer phenotypes conferring increased fitness.
22.0K
Infection
7.9K
When a pathogen enters the body and reproduces, it can cause an infection, damage body cells, and cause illness symptoms that eventually lead to disease. Therefore, its prevention requires breaking the chain of infection.
The chain begins with pathogens: bacteria, viruses, fungi, prions, or parasites such as protozoa helminths. These can be present on the skin as transient or resident flora, or they can be acquired from the environment. Identifying and treating the type of infection and...
The chain begins with pathogens: bacteria, viruses, fungi, prions, or parasites such as protozoa helminths. These can be present on the skin as transient or resident flora, or they can be acquired from the environment. Identifying and treating the type of infection and...
7.9K


