育种5.0:人工智能 (AI) 解码的生殖质,用于加速作物创新
Jiayi Fu1,2,3, Shouzhi Zheng1,2,3, Longjiang Fan1,4
1Yazhouwan National Laboratory, Sanya, 572024, China.
Journal of integrative plant biology
|August 6, 2025
概括
育种5.0使用人工智能 (AI) 和机器人来深入了解植物生殖质. 这种智能系统加速作物改进,以确保全球粮食安全.
科学领域:
- 农业科学 农业科学
- 植物育种 植物育种
- 计算生物学 计算生物学
背景情况:
- 传统的作物育种方法由于气候变化,土地退化和害虫耐药性而面临限制.
- 全球粮食安全需要创新的方法来提高作物产量,耐压力和营养价值.
研究的目的:
- 引入育种5.0框架,利用人工智能 (AI) 和机器人技术进行先进的作物改进.
- 将作物育种从经验选择转向智能,数据驱动的系统,以提高效率和结果.
主要方法:
- 由人工智能驱动的生殖质智能,以了解遗传结构,可塑性,监管逻辑和环境相互作用.
- 四个技术范式:多式数据集成 (基因型-表型),全模拟环境,无人数据捕获和专家,可解释的AI.
- 开发"育种飞轮"概念,用于自强化作物改良周期.
主要成果:
- 人工智能使预测性特征建模,优化父母选择和有针对性的生殖质选择成为可能.
- 算法转换胚胎血数据成可操作的育种见解.
- 加快整个作物开发周期的加速,从设计到精英生产线的创建.
结论:
- 育种5.0代表了作物育种的范式转变,向智能系统迈进.
- 该框架加速了作物改进,为可持续的粮食未来做出了贡献.
- 通过"繁殖飞轮"的持续改进,确保了作物表现的持续进步.
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