Executive summary: Fish Welfare Initiative conducted a promising study using satellite imagery to remotely monitor water quality on fish farms, and is seeking input on next steps to validate and potentially implement this technology at scale.
Key points:
Initial study showed strong correlations between satellite-predicted and ground-truth water quality data for key parameters like dissolved oxygen and ammonia.
Caveats include limited sample size, proprietary algorithm, and potential overfitting of the model.
Organization is seeking input on further testing methodology and ideas for implementing the technology, such as large-scale monitoring or identifying new regions to expand operations.
Potential applications include automated farm monitoring, targeted interventions, and providing water quality reports to farmers.
FWI is looking to connect with experts in satellite imagery, water quality analysis, and machine learning for advice or potential collaboration.
This comment was auto-generated by the EA Forum Team. Feel free to point out issues with this summary by replying to the comment, andcontact us if you have feedback.
Executive summary: Fish Welfare Initiative conducted a promising study using satellite imagery to remotely monitor water quality on fish farms, and is seeking input on next steps to validate and potentially implement this technology at scale.
Key points:
Initial study showed strong correlations between satellite-predicted and ground-truth water quality data for key parameters like dissolved oxygen and ammonia.
Caveats include limited sample size, proprietary algorithm, and potential overfitting of the model.
Organization is seeking input on further testing methodology and ideas for implementing the technology, such as large-scale monitoring or identifying new regions to expand operations.
Potential applications include automated farm monitoring, targeted interventions, and providing water quality reports to farmers.
FWI is looking to connect with experts in satellite imagery, water quality analysis, and machine learning for advice or potential collaboration.
This comment was auto-generated by the EA Forum Team. Feel free to point out issues with this summary by replying to the comment, and contact us if you have feedback.