畜禽重要表型智能测定技术研究进展与展望OA
Research progress and prospects of intelligent measurement technologies for important phenotypes in livestock and poultry
现代种业与智慧养殖快速发展,畜禽重要表型测定正从传统人工测量向自动化、智能化、高通量测定方向转变.本文聚焦猪、禽等畜禽,系统梳理生长、体尺、生理及行为等重要表型智能测定技术的研究进展,探讨计算机视觉、激光雷达、穿戴式与植入式传感器等核心技术的原理及应用现状,分析基于人工智能的数据处理方法及其在遗传评估中的应用价值,对比国内外畜禽表型智能测定技术的发展水平,剖析技术应用面临的挑战,展望多组学融合、智能化育种等未来发展方向,系统整合多学科技术成果,明晰技术应用痛点与突破路径,重点突出非接触式测定、动态生理监测等核心技术优势,兼顾理论深度与产业实用性,以期为加速我国畜牧产业向高效、绿色、智能转型,保障畜禽产品供给安全、提升种业核心竞争力筑牢技术支撑.
With the rapid development of modern seed industry and intelligent livestock farming,the phenotyping of important traits in livestock and poultry is transitioning from traditional manual measurement towards automated,intelligent,and high-throughput approaches.This review focuses on livestock such as pigs and poultry,systematically summarizing research progress in intelligent phenotyping technologies for key traits including growth,body measurements,physiological parameters,and behavior.It discusses the principles and application status of core technologies such as computer vision,laser radar,wearable and implantable sensors,analyzes AI-based data processing methods and their value in genetic evaluation,compares the development levels of intelligent phenotyping technology for livestock and poultry domestically and internationally,examines challenges in technology application,and prospects future directions such as multi-omics integration and intelligent breeding,this initiative systematically integrates multidisciplinary technological achievements,clarifies technical application pain points and breakthrough pathways,with a focus on core technological advantages like non-contact measurement and dynamic physiological monitoring,while balancing theoretical depth and industrial applicability.It aims to accelerate the transformation of China's livestock industry toward efficiency,green practices,and intelligence,ensuring the supply security of livestock and poultry products,and strengthening the technical foundation for enhancing the core competitiveness of the seed industry.
程万里;杨明宇;席磊;李转见;郭玉洁
河南农业大学动物科技学院,河南 郑州 450046河南农业大学动物科技学院,河南 郑州 450046河南牧业经济学院,河南 郑州 450046河南农业大学动物科技学院,河南 郑州 450046河南农业大学动物科技学院,河南 郑州 450046
农业科技
表型智能测定计算机视觉传感器人工智能畜禽育种
PhenotypicIntelligent measurementComputer visionSensorsArtificial intelligenceLivestock and poultry breeding
《中国畜禽种业》 2026 (7)
7-16,10
国家重点研发计划子课题(2023YFD1300804-2).
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