Catalog Record

Report from S&T Project 21086: Machine Learning Can Refine Models of Environmental Suitability and Ecological Associations for Invasive Quagga Mussels

To better characterize quagga habitat suitability and trophic relationships across six hydrologically connected Arizona waterbodies, we collected water quality and plankton community data at 20 sampling stations from 2021 to 2023. Four waterbodies had established quagga populations, while the remaining two did not, despite suspected opportunities for introduction. Using data reduction techniques and an advanced machine learning (ML) classification algorithm, gradient boosted machine, we identified environmental and ecological conditions that differentiated established from negative stations. Notably, parameters considered crucial to dreissenid invasion (e.g., calcium, alkalinity, temperature, dissolved oxygen) were not among the most important variables to classification, as all examined waterbodies exhibited quagga-suitable ranges. Rather, in this system, the established class was characterized by conditions linked to dreissenid osmoregulation and indicators of primary productivity and trophic state. Further, established stations had lower zooplankton abundances of dreissenid competitors and prey, perhaps resulting from food competition and consumption, respectively. Notably, negative waterbodies, Bartlett Reservoir and Theodore Roosevelt Lake, exhibited different biotic and abiotic conditions from each other. Our study demonstrates that negative waterbodies with suitable calcium concentrations may still have differing invasion risks.
Generation Effort S&T Project 21086:Machine Learning Can Refine Models of Environmental Suitability and Ecological Associations for Invasive Quagga Mussels
Themes Biological
Tags Dreissenid Mussels, Aquatic Invasive Species, Decision Trees, Partial Dependence
Reclamation Project Salt River Project
Reclamation Program Science and Technology Program

Location Information

Location Description Six waterbodies east of Phoenix, Arizona, within the joint state and public utility cooperative Salt River Project (SRP). These waterbodies are hydrologically connected by the Salt River, which flows from one waterbody, Theodore Roosevelt Lake, through four waterbodies Apache Lake, Canyon Lake, Saguaro Lake, and Granite Reef Diversion Reservoir. Bartlett Reservoir is fed by the Verde River, which flows into the Salt River system between Saguaro Lake and Granite Reef Diversion Reservoir
Location Tags Theodore Roosevelt Lake, Apache Lake, Canyon Lake, Saguaro Lake, Granite Reef Diversion Reservoir, Bartlett Reservoir
Location Parent
State(s) Arizona
Unified Region(s) Lower Colorado Basin
Timezone
Elevation [ N/A ]
Vertical Datum [ N/A ]
Coordinates (lat, long) See Location Details
Horizontal Datum WGS84