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Quantifying Urban Activities Using Nodal Seismometers in a Heterogeneous Urban Space
Yunyue Elita Li1,2, Enhedelihai Alex Nilot2, Yumin Zhao2
1Sustainability Geophysics Project, Department of Earth, Atmospheric, and Planetary Sciences, Purdue University, West Lafayette, IN 47907, USA.
Urban seismic noise reveals human activity patterns. Advanced signal processing of ambient seismic fields allows for detailed monitoring of events like vehicle counts and running, offering high-resolution insights into urban dynamics.
Area of Science:
- Geophysics
- Urban Seismology
- Data Science
Background:
- Earth's surface exhibits vibrations from natural and anthropogenic sources.
- Anthropogenic vibrations are dominant in high-frequency seismic noise, showing temporal and spatial variability.
- Urban ambient seismic fields offer potential for monitoring human activities.
Purpose of the Study:
- To extract specific urban activities from ambient seismic noise using advanced signal processing.
- To analyze the high-resolution information within seismic data for urban activity monitoring.
- To investigate urban heterogeneity and societal response to disturbances like the COVID-19 pandemic.
Main Methods:
- Utilized advanced signal processing techniques on high-frequency ambient seismic noise.
- Extracted occurrence data for motor vehicle counts and runner activities.
- Compared seismic energy across frequency bands with extracted activity intensity within a 1km radius.
Main Results:
- Demonstrated the extraction of specific urban activities from seismic noise.
- Highlighted high-resolution spatial and temporal information present in seismic data.
- Observed intense heterogeneity in urban space and differential societal responses during the COVID-19 pandemic.
Conclusions:
- Ambient seismic fields provide a rich, anonymized data source for understanding urban dynamics.
- Advanced seismic analysis enables unprecedented spatial and temporal resolution for monitoring.
- Findings support the use of seismic data for dynamic urban management and policy-making.
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