Surrogate Model-based Simulation Model Representation and Ap

Name: Surrogate Model-based Simulation Model Representation and Ap
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物品所在地：中國大陸
原出版社：哈爾濱工程大學

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書名：Surrogate Model-based Simulation Model Representation and Application in Ship Maneuvering Motion Mod
ISBN：9787566142955
出版社：哈爾濱工程大學
著編譯者：尚曉兵
頁數：161
所在地：中國大陸 *此為代購商品
書號：1663476
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【台灣高等教育出版社簡體書】 Surrogate Model-based Simulation Model Representation and Application in Ship Maneuvering Motion Mod 787566142955 尚曉兵

內容簡介

隨著高性能計算的飛速發展與模型機理研究的不斷深入，計算機模擬模型呈現結構複雜、高維、高度非線性的特點，同時模擬模型的運行時間也大幅增加，對複雜模擬模型的建模與分析提出了新的挑戰。本書針對複雜模型計算耗時長、高維非線性等問題，以代理模型為技術途徑進行實驗設計、靈敏度分析、優化設計等方面的研究。並以船舶操縱性為建模對象進行應用。本書可作為研究複雜系統建模與模擬的參考用書。

Chapter 1 Introduction
1 1 Surrogate Model
1 2 Design of Experiments
1 3 Global Sensitivity Analysis
1 4 Book Overview
Chapter 2 Optimal Latin Hypercube Design Using Local Search-based Genetic Algorithm
2 1 Optimal Latin Hypereube Design
2 2 Local Search-based Genetic Algorithm for LHD Optimization
2 3 Performance Comparison of Optimization Methods
2 4 Summary
Chapter 3 Active Learning of Multi-kernel Kriging Surrogate Models Using Regional Discrepancy and Space-ffiling Criteria
3 1 Formulation of Ensemble Surrogate Model
3 2 Ensemble Learning for Kriging Surrogate Models
3 3 Experimental Study
3 4 Summary
Chapter 4 Derivative-based Global Sensitivity Measure Using Radial Basis Function
4 1 Estimation of Kernel Width for RBF
4 2 DGSM Estimator Using RBF
4 3 Experimental Study
4 4 Summary
Chapter 5 Polynomial Chaos Expansion-enhanced Gaussian Process Regression for Global Sensitivity Analysis
5 1 GPR Surrogate Model
5 2 Global Sensitivity Analysis Using PCEGPR
5 3 Experimental Study
5 4 Summary
Chapter 6 Multi-fidelity Kriging Method for Global Sensitivity Analysis
6 1 Cokriging Surrogate Model
6 2 Sobol Indices Based on Cokriging Model
6 3 Experimental Study
6 4 Summary
Chapter 7 Reliability-based Design Optimization Using Polynomial Chaos Expansion-enhanced Radial Basis Function Method
7 1 Formulation of RBDO Problem
7 2 Extended Radial Basis Function
7 3 PCE-RBF for RBDO
7 4 Experimental Study
7 5 Summary
Chapter 8 Application of Surrogate Model for Ship Maneuvering Motion Modelling
8 1 Formulation of Ship Dynamic Model
8 2 Nonparametric Modelling
8 3 Parametric Identification
8 4 Summary
Reference

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