Classification of California streams using combined deductive and inductive approaches: Setting the foundation for analysis of hydrologic alteration. Issue 3 (2nd February 2017)
- Record Type:
- Journal Article
- Title:
- Classification of California streams using combined deductive and inductive approaches: Setting the foundation for analysis of hydrologic alteration. Issue 3 (2nd February 2017)
- Main Title:
- Classification of California streams using combined deductive and inductive approaches: Setting the foundation for analysis of hydrologic alteration
- Authors:
- Pyne, Matthew I.
Carlisle, Daren M.
Konrad, Cristopher P.
Stein, Eric D. - Abstract:
- Abstract: Regional classification of streams is an early step in the Ecological Limits of Hydrologic Alteration framework. Many stream classifications are based on an inductive approach using hydrologic data from minimally disturbed basins, but this approach may underrepresent streams from heavily disturbed basins or sparsely gaged arid regions. An alternative is a deductive approach, using watershed climate, land use, and geomorphology to classify streams, but this approach may miss important hydrological characteristics of streams. We classified all stream reaches in California using both approaches. First, we used Bayesian and hierarchical clustering to classify reaches according to watershed characteristics. Streams were clustered into seven classes according to elevation, sedimentary rock, and winter precipitation. Permutation‐based analysis of variance and random forest analyses were used to determine which hydrologic variables best separate streams into their respective classes. Stream typology (i.e., the class that a stream reach is assigned to) is shaped mainly by patterns of high and mean flow behavior within the stream's landscape context. Additionally, random forest was used to determine which hydrologic variables best separate minimally disturbed reference streams from non‐reference streams in each of the seven classes. In contrast to stream typology, deviation from reference conditions is more difficult to detect and is largely defined by changes in low‐flowAbstract: Regional classification of streams is an early step in the Ecological Limits of Hydrologic Alteration framework. Many stream classifications are based on an inductive approach using hydrologic data from minimally disturbed basins, but this approach may underrepresent streams from heavily disturbed basins or sparsely gaged arid regions. An alternative is a deductive approach, using watershed climate, land use, and geomorphology to classify streams, but this approach may miss important hydrological characteristics of streams. We classified all stream reaches in California using both approaches. First, we used Bayesian and hierarchical clustering to classify reaches according to watershed characteristics. Streams were clustered into seven classes according to elevation, sedimentary rock, and winter precipitation. Permutation‐based analysis of variance and random forest analyses were used to determine which hydrologic variables best separate streams into their respective classes. Stream typology (i.e., the class that a stream reach is assigned to) is shaped mainly by patterns of high and mean flow behavior within the stream's landscape context. Additionally, random forest was used to determine which hydrologic variables best separate minimally disturbed reference streams from non‐reference streams in each of the seven classes. In contrast to stream typology, deviation from reference conditions is more difficult to detect and is largely defined by changes in low‐flow variables, average daily flow, and duration of flow. Our combined deductive/inductive approach allows us to estimate flow under minimally disturbed conditions based on the deductive analysis and compare to measured flow based on the inductive analysis in order to estimate hydrologic change. … (more)
- Is Part Of:
- Ecohydrology. Volume 10:Issue 3(2017)
- Journal:
- Ecohydrology
- Issue:
- Volume 10:Issue 3(2017)
- Issue Display:
- Volume 10, Issue 3 (2017)
- Year:
- 2017
- Volume:
- 10
- Issue:
- 3
- Issue Sort Value:
- 2017-0010-0003-0000
- Page Start:
- n/a
- Page End:
- n/a
- Publication Date:
- 2017-02-02
- Subjects:
- California rivers -- ecohydrology -- environmental flows -- river regulation -- stream classification
Ecohydrology -- Periodicals
Hydrology -- Periodicals
Water -- Environmental aspects -- Periodicals
577.6 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1936-0592 ↗
http://www3.interscience.wiley.com/cgi-bin/jhome/114209870 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/eco.1802 ↗
- Languages:
- English
- ISSNs:
- 1936-0584
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3648.627375
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 1278.xml