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Zizhe Wang
OptiOrch
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70afdce6
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70afdce6
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10 months ago
by
Zizhe Wang
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# MOO4Modelica
# MOO4Modelica
+ ModelicaOrchestrator
An optimization framework and workflow for Modelica which supports both single- and multi-objective optimization.
**MOO4Modelica:**
An optimization framework for Modelica which supports both single- and multi-objective optimization.
**ModelicaOrchestrator:**
An orchestration workflow for Modelica.
GitHub Page:
[
https://wangzizhe.github.io/MOO4Modelica
](
https://wangzizhe.github.io/MOO4Modelica
)
<img
src=
"./diagrams/MOO4Modelica_framework.png"
alt=
"framework"
style=
"zoom:80%;"
/>
## Framework
#### Highlights:
<img
src=
"./assets/MOO4Modelica_framework.png"
alt=
"framework"
style=
"zoom:80%;"
/>
1.
**Easy to configure:**
All configurations can be defined in
`config.json`
.
2.
**SoTA algorithms:**
Dynamic import of algorithms from
*pymoo*
.
3.
**Enable use of**
**parallel computing**
: For accelerated process.
5.
**Support transformation into feature models**
: To better analyze and understand large-scale models.
<img
src=
"./assets/ModelicaOrchestrator.png"
alt=
"workflow"
style=
"zoom:80%;"
/>
#### Structure:
...
...
@@ -29,26 +26,26 @@ GitHub Page: [https://wangzizhe.github.io/MOO4Modelica](https://wangzizhe.github
|-- config.py
|-- optimize_main.py
|-- parallel_computing.py
|-- adaptive_instance_selection.py
|-- optimization_libraries.py
|-- evaluate.py
|-- optimization_libraries.py
(Orchestration Workflow)
|-- orchestration_config.json
|-- orchestrator.py
|-- orchestration_wrapper.py
|-- orchestration_configurator.py
```
*
(
Feature Model Transformation
)
*
**
Feature Model Transformation
**
*
`modelica.g4`
: an ANTLR4 grammar for Modelica files
*
`parse_modelica.py`
: parse a Modelica model to extract it components and their parameters
*
`feature_model.py`
: create a feature model and add the extracted components
*
(
Optimization Operation
)
*
**
Optimization Operation
**
*
`config.json`
&
`config.py`
: global settings and configurations
*
`optimize_main.py`
: main optimization script
*
`parallel_computing.py`
: parallel computing
*
`optimization_libraries.py`
: dynamic import of algorithms from
*pymoo*
#### Usage
https://wangzizhe.github.io/MOO4Modelica/docs/Usage.html
#### Example
https://wangzizhe.github.io/MOO4Modelica/docs/Example.html
#### Dynamic Adaptation and Orchestration of Systems with Modelica and MOO4Modelica
https://wangzizhe.github.io/MOO4Modelica/docs/OrchestrationWorkflow.html
\ No newline at end of file
*
**Orchestration Workflow**
*
`orchestration_config.json`
: configuration file for the entire orchestration workflow
*
`orchestrator.py`
: coordinates the overall workflow
*
`orchestration_wrapper.py`
: intermediary between MOO4Modelica and orchestration workflow
*
`orchestration_configurator.py`
: updates configuration based on current status
\ No newline at end of file
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