University of Vermont ScholarWorks @ UVM Graduate College Dissertations and Theses Dissertations and Theses 2018 Fluvial Processes in Motion: Measuring Bank Erosion and Suspended Sediment Flux using Advanced Geomatic Methods and Machine Learning Scott ouD glas Hamshaw University of Vermont Follow this and additional works at: https://scholarworks.uvm.edu/graddis Part of the Computer Sciences Commons, Environmental Engineering Commons, and the Hydrology Commons Recommended Citation Hamshaw, Scott ouD glas, "Fluvial Processes in Motion: Measuring Bank Erosion and Suspended Sediment Flux using Advanced Geomatic Methods and Machine Learning" (2018). Graduate College Dissertations and Theses. 827. https://scholarworks.uvm.edu/graddis/827 This Dissertation is brought to you for free and open access by the Dissertations and Theses at ScholarWorks @ UVM. It has been accepted for inclusion in Graduate College Dissertations and Theses by an authorized administrator of ScholarWorks @ UVM. For more information, please contact
[email protected]. FLUVIAL PROCESSES IN MOTION: MEASURING BANK EROSION AND SUSPENDED SEDIMENT FLUX USING ADVANCED GEOMATIC METHODS AND MACHINE LEARNING A Dissertation Presented by Scott D. Hamshaw to The Faculty of the Graduate College of The University of Vermont In Partial Fulfilment of the Requirements For the Degree of Doctor of Philosophy Specializing in Civil and Environmental Engineering January, 2018 Defense Date: September 12, 2017 Dissertation Examination Committee: Donna M. Rizzo, Ph.D., Advisor Andrew W. Schroth, Ph.D., Chairperson Mandar M. Dewoolkar, Ph.D. Beverley C. Wemple, Ph.D. Arne Bomblies, Ph.D. Jarlath O’Neil-Dunne, M.S. Cynthia J. Forehand, Ph.D., Dean of the Graduate College ABSTRACT Excessive erosion and fine sediment delivery to river corridors and receiving waters degrade aquatic habitat, add to nutrient loading, and impact infrastructure.