| | --- |
| | license: apache-2.0 |
| | datasets: |
| | - Taylor658/Electrohydrodynamics |
| | base_model: |
| | - mistralai/Mistral-Large-Instruct-2411 |
| | language: |
| | - en |
| | --- |
| | |
| |
|
| | # 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 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/fluid_dynamics_test` 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**: Taylor658 |
| | - **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 |
| | - **Email** |
| | - **Repository**: |
| |
|
| | --- |
| |
|
| | ' |
| |
|
| |
|
| |
|
| |
|
| | ' |
