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Forecasting suppression of invasive sea lamprey in Lake Superior
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Abstract
Resource managers frequently are tasked with mitigating or reversing adverse effects of invasive species through management policies and actions. In Lake Superior, of the Laurentian Great Lakes, invasive sea lamprey populations are suppressed to protect valuable fish stocks. However, the relationship between choice of long‐term control strategy and the future chance of achieving the suppression target is unclear.
Using a 60+ year time series of suppression effort and monitoring data from 50 assessment sites located on Lake Superior tributaries, we developed a Bayesian state‐space model to forecast the probability of suppressing lamprey below the suppression target.
With annual application of lampricide (i.e. lamprey‐specific pesticide) at historical mean levels, we forecasted a 15% chance of achieving the Lake Superior sea lamprey suppression target in 2040.
Increasing lampricide effort and/or supplementing lampricide control with age‐1 recruitment reduction increased suppression chance. Annual application of the maximum historical lampricide effort resulted in a 50% predicted chance of achieving the target, annual application of the mean historic lampricide effort plus a 40% reduction in recruitment resulted in a 54% chance, and the maximum amount of effort considered (maximum historic lampricide and 60% reduction in recruitment) resulted in a 94% chance.
Policy implications. We developed a simulation model from a robust, long‐term monitoring dataset that improves understanding of why long‐term sea lamprey suppression objectives have been difficult to achieve in Lake Superior. Furthermore, the model provides a means to gauge efficacy of sea lamprey control policy and action scenarios based on forecasted chance of achieving the suppression target. Creating processes for iteratively refining our forecasting model with stakeholder and technical‐expert input and integration with a decision analysis framework could strengthen the link between ecological knowledge obtained from long‐term monitoring and invasive sea lamprey management.
Title: Forecasting suppression of invasive sea lamprey in Lake Superior
Description:
Abstract
Resource managers frequently are tasked with mitigating or reversing adverse effects of invasive species through management policies and actions.
In Lake Superior, of the Laurentian Great Lakes, invasive sea lamprey populations are suppressed to protect valuable fish stocks.
However, the relationship between choice of long‐term control strategy and the future chance of achieving the suppression target is unclear.
Using a 60+ year time series of suppression effort and monitoring data from 50 assessment sites located on Lake Superior tributaries, we developed a Bayesian state‐space model to forecast the probability of suppressing lamprey below the suppression target.
With annual application of lampricide (i.
e.
lamprey‐specific pesticide) at historical mean levels, we forecasted a 15% chance of achieving the Lake Superior sea lamprey suppression target in 2040.
Increasing lampricide effort and/or supplementing lampricide control with age‐1 recruitment reduction increased suppression chance.
Annual application of the maximum historical lampricide effort resulted in a 50% predicted chance of achieving the target, annual application of the mean historic lampricide effort plus a 40% reduction in recruitment resulted in a 54% chance, and the maximum amount of effort considered (maximum historic lampricide and 60% reduction in recruitment) resulted in a 94% chance.
Policy implications.
We developed a simulation model from a robust, long‐term monitoring dataset that improves understanding of why long‐term sea lamprey suppression objectives have been difficult to achieve in Lake Superior.
Furthermore, the model provides a means to gauge efficacy of sea lamprey control policy and action scenarios based on forecasted chance of achieving the suppression target.
Creating processes for iteratively refining our forecasting model with stakeholder and technical‐expert input and integration with a decision analysis framework could strengthen the link between ecological knowledge obtained from long‐term monitoring and invasive sea lamprey management.
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