Towards an improved language for river data analysis: Demonstration for the highly-regulated Ohio River basin
We present the Network Analysis and Data Integration (NADI) System for extracting, organizing, analyzing, and visualizing river data with upstream/downstream relationships. The NADI System consists of a Geographical Information System (GIS) tool that uses spatial methods to generate the network, and a Domain Specific Language (DSL) that provides a concise and intuitive syntax for data analysis and is extensible through a plugin system. We demonstrate the capabilities of NADI using a case study of the Ohio River basin, showing it to be well-suited for large-scale metadata analysis based on river connections. The result of the case study shows that approximately half of the USGS streamflow gages in the Ohio Basin were constructed after dam(s) upstream, and only 35% of the gages remain without any dams upstream. These unaffected gages only account for 1.2% of the measured streamflow, showing the scarcity of natural streamflow data. • We present Network Analysis and Data Integration (NADI) System with two main components. • NADI GIS can detect upstream/downstream relationships (network) between points in a river. • NADI DSL (Task System) is a network-based programming language for metadata analysis. • The case study shows only 35% of the streamgages in the Ohio River Basin are unaffected. • The unaffected gages account for only 1.2% of the total measured streamflow in the basin.
Authors
- Drew C. McAvoy
- Todd Steissberg (ORCID: https://orcid.org/0000-0003-3744-701X)
- Patrick Ray (ORCID: https://orcid.org/0000-0001-9495-2317)
- Gaurav Atreya (ORCID: https://orcid.org/0000-0002-0234-2165)
- Xi Chen
Institutions
- University of Cincinnati (US)
- U.S. Army Engineer Research and Development Center (US)
Publication Details
- Journal
- Environmental Modelling & Software
- Published
- 2026-01-14
- DOI
- https://doi.org/10.1016/j.envsoft.2026.106866
- Primary Topic
- Environmental Monitoring and Data Management
- Type
- article
- Field-Weighted Citation Impact
- 0.00