CN114424128A - 非线性模型的建模方法、装置及存储介质 - Google Patents

非线性模型的建模方法、装置及存储介质 Download PDF

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Publication number
CN114424128A
CN114424128A CN201980100555.4A CN201980100555A CN114424128A CN 114424128 A CN114424128 A CN 114424128A CN 201980100555 A CN201980100555 A CN 201980100555A CN 114424128 A CN114424128 A CN 114424128A
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model
nonlinear
target
machine learning
modeling
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王德慧
江宁
张拓
田中伟
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Siemens AG
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Siemens AG
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    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B17/00Systems involving the use of models or simulators of said systems
    • G05B17/02Systems involving the use of models or simulators of said systems electric
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00Computer-aided design [CAD]
    • G06F30/20Design optimisation, verification or simulation
    • G06F30/27Design optimisation, verification or simulation using machine learning, e.g. artificial intelligence, neural networks, support vector machines [SVM] or training a model
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F2113/00Details relating to the application field
    • G06F2113/04Power grid distribution networks

Abstract

一种非线性模型的建模方法、装置及存储介质。其中,方法包括:针对每种设备的每个目标非线性基理过程,确定其完整的设计点数据;采用相似性准则支持的相似数与基于设计点数据的相似数的比值,建立所述非线性基理过程的描述公式,得到所述非线性基理过程的通用模型;所述通用模型中包括随实际工况参数变更而非线性变化的可变参数;构建所述实际工况参数与所述可变参数之间的机器学习算法,并建立所述机器学习算法与所述通用模型之间的关联关系;每种设备的所有目标非线性通用过程的通用模型及其所关联的机器学习算法构成该种设备的通用模型。本方法能够针对一些包括非线性的基理过程的模型实现非线性模型的建模。

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PCT国内申请,说明书已公开。

Claims (10)

  1. PCT国内申请,权利要求书已公开。
CN201980100555.4A 2019-09-30 2019-09-30 非线性模型的建模方法、装置及存储介质 Pending CN114424128A (zh)

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EP (1) EP4024145A4 (zh)
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US11875371B1 (en) 2017-04-24 2024-01-16 Skyline Products, Inc. Price optimization system

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US20220398366A1 (en) 2022-12-15
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