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ExplainableD3
It is possible to create and evolve a metamodel through learning the user's own data, find an optimal solution with a sophisticated metamodel, and use a high-quality optimization report through data analysis to create a higher-level design and thesis.
ExplainableD3 Autonomous Optimization and Comprehensive Report Generation Process
Function
Metamodelling (Auto-Metamodeling)
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Function to provide data needed for learning
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Function to evolve by learning a metamodel with user input data
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Function to share metamodels that can be executed in the form of Excel
Optimization based on DAVIS (Data Analytics, Visualization and Interactive Storytelling)
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Function to perform single/multi-objective optimal design by itself as a metamodel
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Function to treat continuous and discrete variables as design variables
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Function to create for data analysis by itself.
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Function to provide an analysis report in the form of storytelling and Excel using data analysis and visualization techniques in order to understand optimums and provide design guides
Needs of ExplainableD3
| Essue | if you don't own ExplainableD3 | if you own ExplainableD3 | |
|---|---|---|---|
| Data acquisition | What technique should I use for Design of Experiment (DOE)? | Completion ofDOE theoretical training | SW-loaded logic is provided (No need of training) |
| How to extract data using DOE? | Completion of training on how to use software related to DOE | ||
| Metamodeling | What techniques should I use for metamodelling? | Completion of metamodeling theoretical training | |
| How to make a metamodel? | Completion of training on how to use software related to metamodeling | ||
| How to evaluate the accuracy of a metamodel | Completion of theoretical training on how to evaluate the accuracy of metamodeling | ||
| Optimization | What techniques should I use for optimization? | Completion of theoretical training related to optimization | |
| How to progress optimization? | Completion of training on how to use software related to optimization | ||
| How to analyze the results of optimization? | Completion of theoretical training related to various data analysis techniques | ||
| Writing reports | How to write an analysis report? | Establish a data analysis strategy | Autonomous generation of reports |
| Generate data for analysis | |||
| Drawing graphs for visualization | |||