|
--- |
|
license: apache-2.0 |
|
datasets: |
|
- Taylor658/Electrohydrodynamics |
|
base_model: |
|
- mistralai/Mistral-Large-Instruct-2411 |
|
language: |
|
- en |
|
tags: |
|
- electrohydrodynamics |
|
- hall-effect-thrusters |
|
- plasma-physics |
|
- computational-fluid-dynamics |
|
- text-generation-inference |
|
--- |
|
|
|
|
|
# Electrohydrodynamics for Hall Effect Thrusters |
|
|
|
## Model Card |
|
|
|
### Model Overview |
|
|
|
**Model Name**: `mistral-7b-hall-thruster-fluid-dynamics` |
|
**Model Type**: Transformer-based language model |
|
**Languages**: English |
|
**License**: Apache License 2.0 |
|
|
|
This model is based on the **Mistral-Large-Instruct-2411** foundation model and is being fine-tuned on the **Taylor658/Electrohydrodynamics** dataset. It is designed to assist with understanding electrohydrodynamics, plasma-fluid interactions, and related fluid dynamic phenomena in Hall Effect Thrusters (HETs). |
|
|
|
--- |
|
|
|
### Model Details |
|
|
|
- **Developers**: A Taylor |
|
- **Model Architecture**: Transformer-based with enhancements for code generation and multimodal processing |
|
- **Parameters**: 7 Billion |
|
- **Native Function Calling**: Supported |
|
- **Multimodal Capabilities**: Text-based domain discussions |
|
|
|
--- |
|
|
|
### Intended Use |
|
|
|
- **Primary Applications**: |
|
- Assist aerospace engineers and researchers in analyzing plasma and fluid flows in HET channels |
|
- Provide support for understanding electrohydrodynamics in propulsion systems |
|
- Facilitate research by offering computational assistance in modeling plasma-fluid interactions |
|
- |
|
- **Usage Scenarios**: |
|
- Discussing the influence of magnetic fields on electron mobility |
|
- Explaining ionization dynamics in the thruster discharge channel |
|
- Interpreting simulation data and theoretical results for efficiency and plume characteristics |
|
|
|
--- |
|
|
|
### Training Data |
|
|
|
- **Dataset Name**: `Taylor658/Electrohydrodynamics` |
|
- **Description**: A dataset containing textual explanations, theoretical derivations, and computational concepts related to fluid dynamics and plasma interactions in Hall Effect Thrusters. |
|
- **Data Modalities**: |
|
- **Text**: Technical documentation, research summaries, and theoretical analyses |
|
- **Code**: |
|
|
|
--- |
|
|
|
### Training Procedure |
|
|
|
The model will be fine tuned to enhance its capabilities in handling advanced fluid dynamics and plasma physics scenarios relevant to Hall Effect Thrusters. Key enhancements include: |
|
|
|
1. **Domain-Specific Fine-Tuning**: Adjusting the model's parameters using the `Taylor658/Electrohydrodynamics` dataset to improve performance in electrohydrodynamics. |
|
2. **Validation and Testing**: Ensuring the model’s outputs are accurate and reliable by comparing them against established literature and computational benchmarks. |
|
3. **Iterative Refinement**: Continuously refining responses based on domain expert feedback and real-world problem sets. |
|
|
|
--- |
|
|
|
### How to Use |
|
|
|
- **Input Format**: |
|
- Natural language queries or prompts about electrohydrodynamics, fluid flow, or plasma phenomena in Hall Effect Thrusters. |
|
- **Examples**: |
|
- "Explain how the Hall parameter affects electron mobility in a Hall Effect Thruster." |
|
- "What are the primary factors influencing ionization efficiency in the thruster channel?" |
|
|
|
--- |
|
|
|
### Limitations |
|
|
|
- **Work in Progress**: The model is currently being fine-tuned; performance may improve over time. |
|
- **Domain Specificity**: Optimized for Hall Effect Thruster fluid dynamics, may not generalize well outside this domain. |
|
- **Computational Resources**: Requires adequate computational power for optimal performance due to model size. |
|
|
|
--- |
|
|
|
### Ethical Considerations |
|
|
|
- **Accuracy**: Intended as a research and educational aid; not a substitute for expert judgment. |
|
|
|
--- |
|
|
|
### Acknowledgements |
|
|
|
- **Mistral AI**: For providing the Mistral-Large-Instruct-2411 foundation model. |
|
- **Dataset Contributors**: A Taylor |
|
- **Open-Source Community**: Gratitude for tools and libraries that supported the fine-tuning process. |
|
|
|
--- |
|
|
|
### License |
|
|
|
- **Model License**: Apache License 2.0 |
|
- **Dataset License**: Apache License 2.0 |
|
|
|
### Future Work |
|
|
|
- **Next Version**: May incorporate advanced magnetohydrodynamic modeling, improved handling of variable mass flow rates, and refined treatments of plasma-wall interactions. |
|
|
|
--- |
|
|
|
### Contact Information |
|
|
|
- **Author**: **A Taylor @ hf.co/taylor658** |
|
- **Email** |
|
- **Repository**: |
|
|
|
--- |
|
|
|
' |
|
|
|
|
|
|
|
|
|
' |
