An engineering machine self-adaptive control method and device based on performance blind area agent variable compensation

By introducing a total explanatory power and a compensation gain regulator, the system instability problem of engineering machinery under the efficiency blind zone was solved, the system stability and safety were improved, and the adaptability in complex environments was significantly enhanced.

CN122411031APending Publication Date: 2026-07-17KUNMING UNIV OF SCI & TECH

Patent Information

Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
KUNMING UNIV OF SCI & TECH
Filing Date
2026-05-18
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

Traditional adaptive control algorithms cannot effectively identify key environmental variables in the performance blind spot of engineering machinery, leading to system oscillations, overshoots, and even equipment damage. They lack the self-awareness to proactively yield to and reconstruct compensation mechanisms for potential influencing factors.

Method used

The total explanatory power is introduced as a confidence index of the control system. A compensated gain regulator is constructed to suppress system instability in the blind zone through gain adjustment and feedforward compensation logic. Potential influencing factors are reconstructed through proxy variables to restore performance.

Benefits of technology

It achieves improved system stability and security in the performance blind zone, significantly enhances the system's adaptability to complex environments, and enables smooth switching of control strategies through confidence coefficients, thus avoiding system instability.

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Abstract

本申请是关于一种基于效能盲区代理变量补偿的工程机械自适应控制方法与装置,方法实时计算目标效能变量的总解释率并映射为动态置信度系数;当置信度降低即进入效能盲区时,通过补偿增益调节器自动抑制基础控制器的响应增益,使控制策略趋于保守以保安全;系统重构出表征未知因素的代理变量时,立即构建基于该代理变量的前馈补偿通道,生成反向控制量以抵消扰动。本方法通过引入总解释率作为控制系统的置信度指标,构建补偿增益调节器,实现盲区保守抑制与重构前馈补偿的双重控制逻辑,有效解决了传统自适应控制在模型结构缺失工况下易发散、震荡的难题,实现了工程机械在复杂非结构化环境下的鲁棒控制与性能自恢复。
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