Digital employee semantic interaction enhancement method based on large language model and medium
CN121997302BActive Publication Date: 2026-08-28SHAANXI YIPU TECHNOLOGY CO LTD
Patent Information
- Application Number
- CN202610119900.0
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2026-01-28
- Publication Date
- 2026-08-28
- Estimated Expiration
- 2046-01-28
AI Technical Summary
Technical Problem
[0003]现有技术中,通用大语言模型在处理工业时序数据时基于文本概率进行推理,但缺乏对物理系统动态特性的先验知识,特别是流体管路的传输延迟及流体惯性带来的响应滞后,导致辅助系统输出与现场事实不符的报警或停机建议,干扰正常的生产调度,语义交互的有效性越差
Benefits of technology
本发明根据每一时刻的邻域范围内不同时刻的阀门开度数据,和流量测量数据分布,获得每一时刻延时补偿后的流量测量补偿数据,消除因传输延迟导致的时序错位,以及判断执行器-传感器是否连通,避免了因数据不同步而将正常的延迟响应误判为设备失联或执行器故障;若连通,根据每一时刻的局部范围内不同时刻的阀门开度数据以及延时补偿后的流量测量补偿数据分布,获得每一时刻的调节-响应同向性积,有助于识别顺势调节和逆势反转,避免因参数超调引发的误报警;根据不同时刻的调节-响应同向性积分布,获得每一时刻的操作员调节特征标签,在物理层面实现了对专家激进操作与新手恐慌震荡的区分;若不连通,将每一时刻的操作员调节特征标签设置为故障模式;基于操作员调节特征标签和执行器-传感器连通状态构建约束提示词,将约束提示词输入大语言模型,生成交互反馈信息,增强大模型交互内容的物理可解释性。本发明通过准确将物理事实转化为语义约束,提高语义交互的物理一致性。
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Figure CN121997302B_ABST
Abstract
The present application relates to the technical field of semantic processing, and in particular to a digital employee semantic interaction enhancement method and medium based on a large language model. According to valve opening degree data at different times within a neighborhood range at each moment and flow measurement data distribution, flow measurement compensation data after delay compensation at each moment is obtained, and whether an actuator-sensor is connected is judged. If connected, operator adjustment feature labels at each moment are obtained according to valve opening degree data at different times within a local range at each moment and flow measurement compensation data after delay compensation. If not connected, the operator adjustment feature labels at each moment are set as a fault mode. Constraint prompt words are constructed based on the operator adjustment feature labels and the actuator-sensor connection state, the constraint prompt words are input into a large language model, and interaction feedback information is generated. The present application accurately converts physical facts into semantic constraints, and improves the physical consistency of semantic interaction.
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Citation Information
Patent Citations
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