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portada A Tutorial on the Piecewise Regression Approach Applied to Bedload Transport Data
Type
Physical Book
Author
Publisher
Language
English
Pages
46
Format
Paperback
Dimensions
28x21.6x0.3 cm
Weight
0.13 kg.
ISBN13
9781511613958
Categories

A Tutorial on the Piecewise Regression Approach Applied to Bedload Transport Data

Laurie S. Porth (Author) · Sandra E. Ryan (Author) · Createspace · Paperback

A Tutorial on the Piecewise Regression Approach Applied to Bedload Transport Data - Porth, Laurie S. ; Ryan, Sandra E.

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Synopsis "A Tutorial on the Piecewise Regression Approach Applied to Bedload Transport Data"

This tutorial demonstrates the application of piecewise regression to bedload data to define a shift in phase of transport so that the reader may perform similar analyses on available data. The use of piecewise regression analysis implicitly recognizes different functions fit to bedload data over varying ranges of flow. The transition from primarily low rates of sand transport (Phase I) to higher rates of sand and coarse gravel transport (Phase II) is termed "breakpoint" and is defined as the flow where the fitted functions intersect. The form of the model used here fits linear segments to different ranges of data, though other types of functions may be used. Identifying the transition in phases is one approach used for defining flow regimes that are essential for self-maintenance of alluvial gravel bed channels. First, the statistical theory behind piecewise regression analysis and its procedural approaches are presented. The reader is then guided through an example procedure and the code for generating an analysis in SAS is outlined. The results from piecewise regression analysis from a number of additional bedload datasets are presented to help the reader understand the range of estimated values and confidence limits on the breakpoint that the analysis provides. The identification and resolution of problems encountered in bedload datasets are also discussed. Finally, recommendations on a minimal number of samples required for the analysis are proposed.

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