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Updated: May 20, 2025

Real-Time Proxy-Control of Re-Parameterized Peripheral Signals using a Close-Loop Interface
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Published on: May 8, 2021

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复杂工业过程中的多地平线KPI预测:一个适应式编码解码框架与部分教师强制

Hu Zhang, Zhaohui Tang, Yongfang Xie

    IEEE transactions on cybernetics
    |April 11, 2025
    PubMed
    概括

    本研究引入了一个自适应的编码器-解码器框架,部分教师强制改进关键绩效指标 (KPI) 预测. 该方法在复杂的工业环境中提高了多地平线预测的准确性.

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    Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
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    Proportional-Derivative (PD) control is a widely used control method in various engineering systems to enhance stability and performance. In a system with only proportional control, common issues include high maximum overshoot and oscillation, observed in both the error signal and its rate of change. This behavior can be divided into three distinct phases: initial overshoot, subsequent undershoot, and gradual stabilization.
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