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Using probability difference to compare streamflow information of alternatives for efficient operation of monitoring networks

October 23, 2025

Efficient operation of streamflow monitoring networks requires investments in technology and labor that provide the greatest benefits from available resources. Economic analyses comparing the costs and benefits from different types of alternatives for monitoring have not been practical to implement. Streamflow information provides a generic measure of benefits that can be incorporated into operational decisions as an objective for monitoring networks. A methodology for comparing how accuracy, monitoring period, and monitoring instead of modeling affects streamflow information is developed from information-theoretic approaches for network design but contributes three novel features: (1) a probability-difference model for conditional probability of monotonically paired variables, (2) explicit discounting of unverified information that may exceed the accuracy of streamflow records, and (3) run analysis to account for non-stationarity in streamflow probabilities. Application of the methodology to the U.S. Geological Survey streamflow monitoring network indicates the value of monitoring period to reduce the uncertainty of streamflow probabilities and, thus, increase streamflow information. The methodology has important limitations, particularly for sites with non-perennial streamflow, but demonstrates that probability difference could be used to evaluate operational alternatives to increase the efficiency of monitoring networks.

Publication Year 2025
Title Using probability difference to compare streamflow information of alternatives for efficient operation of monitoring networks
DOI 10.1371/journal.pwat.0000438
Authors Christopher Konrad
Publication Type Article
Publication Subtype Journal Article
Series Title PLOS Water
Index ID 70279682
Record Source USGS Publications Warehouse
USGS Organization Washington Water Science Center
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