Abstract
Human mobility influences our society and vice versa. During the COVID-19 pandemic, non-pharmaceutical intervention that alters activity-based mobility such as work-from-home greatly impacted human mobility patterns. Many studies on developing mitigation strategies have employed or implemented their own mobility intervention within their model assumption. For fair evaluation between intervention strategies across models, it is significant to set up compatible experimental environments. However, it is difficult to apply the identical intervention to different kinds of models and compare their effectiveness because each model might have different assumptions, capabilities, and implementations. Even if one can apply intervention to heterogeneous models, it may produce undesirable artifacts due to difference of models and integration with intervention. Therefore, minimizing undesirable artifacts and facilitating intervention experiments across heterogeneous models are substantial. Taking this into account, this paper investigates a design of activity-based mobility intervention (ABMI). We define ABMI together with related concepts and develop an extensible data model and schema of ABMI based on the 5W1H method that can be used in different models. As a case study, we apply the ABMI model to a micro-simulation to demonstrate the usability of the proposed model. We expect that standardized ABMI and interfaces may help to streamline development and experiments of intervention strategies across heterogeneous models.
Original language | English |
---|---|
Title of host publication | Proceedings of 18th International Symposium on Spatial and Temporal Data, SSTD 2023 |
Publisher | Association for Computing Machinery |
Pages | 131-140 |
Number of pages | 10 |
ISBN (Electronic) | 9798400708992 |
DOIs | |
State | Published - Aug 23 2023 |
Event | 18th International Symposium on Spatial and Temporal Data, SSTD 2023 - Calgary, United States Duration: Aug 23 2023 → Aug 25 2023 |
Publication series
Name | ACM International Conference Proceeding Series |
---|
Conference
Conference | 18th International Symposium on Spatial and Temporal Data, SSTD 2023 |
---|---|
Country/Territory | United States |
City | Calgary |
Period | 08/23/23 → 08/25/23 |
Funding
This work is supported by the Intelligence Advanced Research Projects Activity (IARPA). The U.S. Government is authorized to reproduce and distribute reprints for Governmental purposes notwithstanding any copyright annotation thereon. Disclaimer: The views and conclusions contained herein are those of the authors and should not be interpreted as necessarily representing the official policies or endorsements, either expressed or implied, of IARPA, DOE, or the U.S. Government.
Keywords
- activity
- activity-based mobility
- human mobility
- intervention
- micro-simulation
- modeling and simulation
- trajectory