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结合组合式电脑茶叶拣梗机的模式分类问题，讨论了模式分类器智能化及实现策略。基于人机一体化设计思想，提出了人一机智能综合集成系统的内环智能体系和外环智能体系的概念。内环智能体系由系统硬件实现，包括多维异步模式分类策略、单元控制规则系统、对元件性能参数的离散性和时变性的补偿策略及算法、机器现场的训练学习程序。外环智能体系借助操作人员智能，人机合作实现对模式分类器工作参数的在线寻优。
Combined with the pattern classification problem of modular computerized tea leaf sorting machine, the intelligent classification of pattern classifier and its implementation strategy are discussed. Based on the idea of human-machine integration, the concept of inner-loop intelligence system and outer-loop intelligence system of human-machine intelligent integrated system is proposed. The inner loop intelligent system is realized by the system hardware, including the multi-dimensional asynchronous mode classification strategy, the unit control rule system, the compensation strategy and algorithm for discreteness and time variability of component performance parameters, and the training and learning program of the machine site. Outer ring intelligent system with operator intelligence, man-machine cooperation to achieve the mode classifier working parameters online optimization.