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    • 1. 发明申请
    • APPARATUS AND METHOD FOR AUTOMATED DATA SELECTION IN MODEL IDENTIFICATION AND ADAPTATION IN MULTIVARIABLE PROCESS CONTROL
    • 多变量过程控制模型识别和适应中自动数据选择的装置和方法
    • WO2013170041A2
    • 2013-11-14
    • PCT/US2013/040363
    • 2013-05-09
    • ASPEN TECHNOLOGY, INC.
    • ZHAO, HongHARMESE, Magiel, J.
    • G06F19/00
    • G05B13/048
    • A computer-based apparatus and method for automated data screening and selection in model identification and model adaptation in multivariable process control is disclosed. Data sample status information, PID control loop associations and internally built MISO (Multi-input, Single-output) predictive models are employed to automatically screen individual time-series of data, and based on various criteria bad data is automatically identified and marked for removal. The resulting plant step test/operational data is also repaired by interpolated replacement values substituted for certain removed bad data that satisfy some conditions. Computer implemented data point interconnection and adjustment techniques are provided to guarantee smooth/continuous replacement values.
    • 公开了一种用于多变量过程控制中的模型识别和模型适应中的自动数据筛选和选择的基于计算机的装置和方法。 采用数据采样状态信息,PID控制回路关联和内部建立的MISO(多输入,单输出)预测模型,自动筛选各个时间序列的数据,并根据各种准则自动识别不良数据并标记清除 。 所得到的工厂步骤测试/操作数据也通过替代满足某些条件的某些去除的坏数据的内插替换值进行修复。 提供计算机实现的数据点互联和调整技术,以保证平滑/连续的替换值。