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Challenges in Building an End-to-End System for Acquisition, Management, and Integration of Diverse Data From Sensor Networks in Watersheds: Lessons From a Mountainous Community Observatory in East River, Colorado
- Source :
- IEEE Access, Vol 7, Pp 182796-182813 (2019)
- Publication Year :
- 2019
- Publisher :
- eScholarship, University of California, 2019.
-
Abstract
- The U.S. Department of Energy's Watershed Function Scientific Focus Area (SFA), centered in the East River, Colorado, generates diverse datasets including hydrological, geological, geochemical, geophysical, ecological, microbiological and remote sensing data. The project has deployed extensive field infrastructure involving hundreds of sensors that measure highly diverse phenomena (e.g. stream and groundwater hydrology, water quality, soil moisture, weather) across the watershed. Data from the sensor network are telemetered and automatically ingested into a queryable database. The data are subsequently quality checked, integrated with the United States Geological Survey's stream monitoring network using a custom data integration broker, and published to a portal with interactive visualizations. The resulting data products are used in a variety of scientific modeling and analytical efforts. This paper describes the SFA's end-to-end infrastructure and services that support the generation of integrated datasets from a watershed sensor network. The development and maintenance of this infrastructure, presents a suite of challenges from practical field logistics to complex data processing, which are addressed through various solutions. In particular, the SFA adopts a holistic view for data collection, assessment and integration, which dramatically improves the products generated, and enables a co-design approach wherein data collection is informed by model results and vice-versa.
- Subjects :
- geoscience
Technology
010504 meteorology & atmospheric sciences
General Computer Science
Monitoring
Data management
0208 environmental biotechnology
02 engineering and technology
computer.software_genre
sensors
water resources
01 natural sciences
Data modeling
Engineering
Rivers
Snow
Information and Computing Sciences
General Materials Science
Biology
data integration
0105 earth and related environmental sciences
watershed
Data processing
Data collection
Temperature measurement
business.industry
Environmental resource management
General Engineering
Data models
020801 environmental engineering
Water resources
Geological survey
co-design
lcsh:Electrical engineering. Electronics. Nuclear engineering
data management
business
computer
Wireless sensor network
lcsh:TK1-9971
Sensor systems and applications
data processing
Data integration
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- IEEE Access, Vol 7, Pp 182796-182813 (2019)
- Accession number :
- edsair.doi.dedup.....d7fd2f746718ba83cbbe0de2d6930e79