L'Anguille River Riparian Modeling Biological and Agricultural Engineering 2010 Non-Point Source Project Review Meeting Cooperative Extension Service Dharmendra.

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Presentation transcript:

L'Anguille River Riparian Modeling Biological and Agricultural Engineering 2010 Non-Point Source Project Review Meeting Cooperative Extension Service Dharmendra Saraswat Naresh Pai

Functions of riparian buffer  Vegetation- corridor of specific width- adjacent to the banks of water bodies  Ecological health- temperature control, nitrogen filtering, bank stabilization  BMP - One of the best BMP for NPS control 1  Establishment - NRCS- CRP/CREP/EQIP, and EPA- Cost share through 319(h) Cooperative Extension Service Photo : Photo: 1 (Mayer et al., 2005)

Riparian Buffer: Challenges and Opportunities Cooperative Extension Service  Financial  Social  Physical Constraints  Identify where they are needed most, or where they can perform best Effectiveness  Farming  Timber logging  Channelization  Dredging Disturbances Quantify vegetation composition in riparian buffer Objective

Study Area: L’Anguille River Watershed (LRWS) Cooperative Extension Service  Total Area under row crops (70%)  soybean (42.3%),  rice (14.9%),  Forest (21.2%), (Source: Center for Advanced Spatial Technologies (CAST), 2006)  Source of impairment  Drainage of the lowland areas - ditching and channelization  Silt loads carried into the streams from row crops Study stream banks to determine sources for sedimentation (Audubon, 2005)

How wide should be the buffer..? Land Slope (%) Riparian Forest Buffer, ft Filter Strip minimum widths, ftTotal combined width, ft CroplandPasturesForest * * * * * Cooperative Extension Service Riparian buffers- largest of the minimum combined width “vegetation (trees and filter strip practices) lying within 45 m (147.5 ft) from the stream bank” USDA-NRCS guidelines (Act 391 and 393):

Cooperative Extension Service Input Data and Initial Effort  2006 natural color imagery  Stream layer- NHD Plus (ADEQ)  2006 LULC Image ADEQ NHD Plus Edited  Manually edit stream centerlines to ensure that they match location on natural color imagery

Cooperative Extension Service Riparian Buffer- Data Issues  Approx. 360 km (225 miles) of streams data was manually created  Scale used 1:700 ADEQ NHD Plus Edited

Algorithm Development  Use edited stream centerline and natural color imagery obtained in Spring 2006 to delineate stream banks  Create buffers from stream banks  Find vegetation composition within the buffers Cooperative Extension Service Leaf-off condition

Searching for the right image  Challenge: Reading entire county 1-m DOQQ and extracting pixel values  Solution: Used 97 Quarter Quads (QQ) sequentially  Operation: Extent of each QQ used for searching image under sample points Cooperative Extension Service Image search

Finding Stream Banks  Identify perpendiculars to the stream  Extract pixel values along perpendiculars  Identify stream banks using edge detection concept x y bi-normal Stream centerline Cooperative Extension Service

Results –Perpendiculars sampled stream centerlineidentified perpendiculars Cooperative Extension Service

Results -Stream Boundary Delineation Cooperative Extension Service

Error Analysis Cooperative Extension Service How much error can we expect from this method? Mean error of 2.55 m (RMSE 3.41 m) Compare with manually delineated streams in GIS

Results – Vegetation Composition Cooperative Extension Service Lower water pixels inventoried Higher accuracy of riparian inventory Stream BankStream Centerline

Summary Algorithm developed to delineate stream banks: mean error 2.55 m (RMSE 3.41 m) Riparian inventory shows >32% cropland acreage adjacent to tributaries Lower water pixels inventoried resulted in higher accuracy of riparian inventory Cooperative Extension Service

Acknowledgements Deano Traywick Center for Advanced Spatial Technology (CAST), Univ. of Arkansas Dr. Jackson Cothren, Univ. of Arkansas Cooperative Extension Service