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Omics-driven plant breeding through phenomics-enviromics crosstalk.
PubMed · 2026-06-12
Scientists are combining satellite imagery, drones, and AI to simultaneously track how plants grow and what environmental conditions they experience — creating a feedback loop that makes crop breeding faster and more precise.
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Phenotyping (measuring plant traits) is routinely conducted in poorly characterized environments, which limits breeders' ability to separate genetic potential from environmental luck.
2
Satellites, unmanned aerial vehicles, and ground robots are enabling synchronized, high-throughput collection of both plant and environmental data at scale.
3
AI-assisted modeling of combined plant-environment datasets is expected to improve crop resilience predictions and accelerate genetic gain in breeding programs.