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Influence of human motion patterns on epidemic spreading dynamics
Wenbin Gu1, Wenjie Li1, Feng Gao2
1School of Public Health, Chongqing Medical University, Chongqing 400016, China.
Chaos (Woodbury, N.Y.)
|February 2, 2024
Summary
Human motion patterns significantly impact epidemic spread. Slow movement and gathering behavior create hysteresis loops, where disease prevalence depends on initial infections, but fast movement eliminates this effect.
Area of Science:
- Network science
- Epidemiology
- Computational modeling
Background:
- Human motion patterns are increasingly recognized for their influence on epidemic dynamics.
- A systematic study integrating human motion patterns into epidemic spreading models within network science is lacking.
Purpose of the Study:
- To investigate the influence of human motion patterns, specifically moving speed and gathering preference, on epidemic spreading dynamics.
- To simulate disease transmission in a gathered population using an agent-based model.
Main Methods:
- Developed an agent-based model simulating the susceptible-infected-susceptible (SIS) epidemic process.
- Incorporated human motion patterns, including moving speed and gathering preference, into the simulation.
Main Results:
- Observed a hysteresis loop in epidemic prevalence when moving speed was slow, especially with high gathering preference, indicating dependence on initial seed fraction.
- The hysteresis loop disappeared when the population moved fast, irrespective of gathering preference.
- Identified an optimal moving speed for gathered populations that maximizes epidemic prevalence.
Conclusions:
- Human motion patterns, particularly speed and gathering behavior, critically modulate epidemic spreading dynamics.
- The presence of hysteresis loops in epidemic spread is contingent on slow movement and social gathering tendencies.
- Understanding these motion-driven dynamics is crucial for predicting and controlling disease transmission in populations.
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