Salmonid Restoration Federation
April 19 - 22, 2022
Santa Cruz, California

Artificial Intelligence and eDNA: Emerging Technologies in Salmonid Monitoring

21 April 2022
1:30pm - 5:00pm
Session Coordinators: Erik Young, Trout Unlimited and Skagit Fisheries Enhancement Group; and Gabe Rossi, Postdoctoral Researcher, UC Berkeley and California Trout Coastal River Ecologist, Grantham Lab
 
Emerging technologies are driving rapid change across all sectors of modern life – including ecological monitoring. Advances in artificial intelligence (AI), such as machine learning and visual recognition, are reshaping what is possible for ecological monitoring and forecasting. The emergence of environmental DNA (eDNA) sampling has allowed researchers to evaluate species distribution and relative abundance in systems where traditional monitoring approaches are intractable. This session will explore applications of machine learning, visual recognition, and eDNA to salmonid population monitoring and habitat assessment. How are these technologies improving the speed, accuracy, and cost-effectiveness of efforts to recover threatened populations; and manage recreational and commercial fisheries? What new considerations must managers address when using AI applications and eDNA? Introductions to these technologies and case studies of their application will be covered. Automatic counting and measuring of salmonids using SONAR aided by visual recognition software, visual recognition aided monitoring of out-migrating salmonids, and applications of eDNA to monitor salmonid populations and parasite ecology - these and other fascinating topics will be presented and possible future directions discussed.


LOTIC: Convolutional neural networks and their place in monitoring migratory fishes, Keane Flynn, MS Candidate, Aquatic Ecosystem's Analysis Lab, University of Nevada Reno
 
Automated Salmonid Counting Using Sonar Data, Justin Kay, California Institute of Technology
 
Pedigree Analysis of Hatchery Steelhead from the Mad River, California Provides Insight into Life-history Patterns and Informs Management, Andrew Kinziger, PhD, Department of Fisheries Biology, Cal Poly Humboldt
 
Comparison of Standard and Environmental DNA Methods for Estimating Chinook Salmon Smolt Abundance on the Klamath River, Doyle Coyne, MS, Kinziger Lab, Cal Poly Humboldt
 
Comparison of Environmental DNA and Snorkel Surveys for Monitoring Fish Distributions in Rivers, Jason Shaffer, MS student, Cal Poly Humboldt
 
Environmental DNA, Snorkel Counts, and the Ratio Estimator: An Approach for Rapidly Estimating Total Juvenile Coho Salmon in a Small Stream, Dylan Keel, MS student, Kinziger Lab, Cal Poly Humboldt