V2EX surrogate model

Surrogate model

定义 Definition

surrogate model(替代模型/代理模型):在真实模型或高成本实验(如数值仿真、风洞试验、复杂函数评估)计算代价很高时,用一个更便宜、更快的近似模型来拟合输入与输出关系,以便进行预测、优化或不确定性分析。常见形式包括响应面、Kriging/高斯过程、神经网络等。

发音 Pronunciation (IPA)

/sr..t md.l/
/s..t m.dl/

例句 Examples

We trained a surrogate model to predict the simulation results.
我们训练了一个替代模型来预测仿真结果。

Because each CFD run was expensive, the team used a surrogate model to guide optimization and reduce the number of evaluations.
由于每次CFD计算都很昂贵,团队用替代模型来引导优化并减少评估次数。

词源 Etymology

surrogate 源自拉丁语 surrogare,意为“指派某人/某物来替代(substitute)”;model 源自拉丁语 modulus(“尺度、标准”)并经由法语演变,表示“用于描述或模拟现实的结构”。合在一起,surrogate model 字面就是“用来替代原模型的模型”,在工程与机器学习语境中特指“昂贵模型的近似替身”。(注:surrogate 在法律/医学中也可指“代孕/代理人”等含义,但这里主要是技术语义。)

相关词 Related Words

文学与著作中的用例 Literary Works

  • Forrester, Sobester & Keane,《Engineering Design via Surrogate Modelling: A Practical Guide》(2008)
  • Santner, Williams & Notz,《The Design and Analysis of Computer Experiments》(2003)(讨论以Kriging/GP为核心的替代建模思想)
  • Jones, Schonlau & Welch,“Efficient Global Optimization of Expensive Black-Box Functions”(1998)(以替代模型驱动全局优化的经典论文)
  • Rasmussen & Williams,《Gaussian Processes for Machine Learning》(2006)(高斯过程作为常见替代模型/仿真器的基础方法)
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