Sensitivity Analysis
Use Sensitivity Analysis to evaluate how the parameters and states of a Simulink®模型影响模型输出或模型设计要求。您可以在Sensitivity Analyzer,或在命令行。您可以使用并行计算或快速重新启动加快评估。在里面Sensitivity Analyzer,在进行灵敏度分析后,您可以将分析结果导出到参数估计器orResponse Optimizer应用。要了解有关灵敏度分析及其应用的更多信息,请参见什么是灵敏度分析?
应用
Sensitivity Analyzer | 探索设计空间并确定最具影响力的模型参数 |
功能
话题
Evaluation Basics
Simulink Design Optimization™软件执行全球灵敏度分析。
生成参数样本for Sensitivity Analysis
This topic shows how to generate parameter samples for sensitivity analysis.
Use visual and statistical analysis techniques to analyze the relationship between the parameters and design requirements.
Validate sensitivity analysis by checking generated parameter values, evaluation results, and analysis results.
Write a cost function for parameter estimation, response optimization, or sensitivity analysis. The cost function evaluates your design requirements using design variable values.
应用and Programmatic Workflow
This example shows how to use sensitivity analysis to narrow down the number of parameters that you need to estimate when fitting a model.
Identify Key Parameters for Estimation (Code)
This example shows how to use sensitivity analysis to narrow down the number of parameters that you need to estimate to fit a model.
Design Exploration Using Parameter Sampling (GUI)
此示例显示了如何使用Sensitivity Analyzer。
Design Exploration Using Parameter Sampling (Code)
This example shows how to sample and explore a design space.
This example shows how to use theSensitivity Analyzerto explore the behavior of a PI controller for a DC motor.
Speed Up Evaluation
Use Parallel Computing for Sensitivity Analysis
Specify model dependencies and use parallel computing for performing sensitivity analysis in the app, or at the command line.
Use Fast Restart Mode During Sensitivity Analysis
该主题显示了如何使用Simulink快速重新启动加快灵敏度分析。金宝app
Use Accelerator Mode During Simulations
Simulink Design Optimizationsoftware supports普通的
and加速器
simulation modes.
如何通过存储中间数据来加快应用程序中的评估。
Sensitivity AnalyzerTasks
Specify Parameters for Design Exploration
选择模型参数用于应用程序中的灵敏度分析。
Specify time-domain requirements such as signal matching, amplitude bounds, step response bounds, reference signals, elliptical bounds, and custom bounds.
Specify requirements such as monotonic, smoothness, property, and relational constraints on parameters in your model.
在灵敏度分析仪中指定频域需求。
在使用数据之前,执行诸如删除偏移和过滤数据之类的预处理操作。
Create linearization input/output sets in the Response Optimizer or Sensitivity Analyzer.
在灵敏度分析仪中评估您的设计要求。
Use the results generated in the Sensitivity Analyzer to configure parameter estimation or response optimization.
绘图和解释参数集,需求,结果散射,轮廓和龙卷风图。
代码生成
生成用于设计空间探索和评估的灵敏度分析的MATLAB代码(GUI)
This example shows how to automatically generate a MATLAB function to solve a Sensitivity Analysis evaluation problem.
生成MATLAB代码以进行灵敏度分析统计数据以识别关键参数(GUI)
此示例显示了如何自动生成MATLAB函数以解决灵敏度分析统计问题问题。