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---
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license:
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---
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license: cc-by-nc-4.0
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tags:
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- emmi-ai
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---
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## Model Details
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Emmi AI developed and released **Neural Discrete Element Method** (NeuralDEM) models for simulating particle systems (hopper with outlet where particles flow out of an outlet)
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and particle-fluid coupled systems (fluidized bed reactor where air is pushed in from the bottom making particles move around in the reactor).
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NeuralDEM trains two models separately for these two systems where datasets are generated for the respective use-case.
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## Hot to use
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We provide a standalone GitHub repository with relevant tutorial code on how execute inference. The corresponding repository can be found here: https://github.com/Emmi-AI/NeuralDEM
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## License
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**NeuralDEM** is shared under the [CC-BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/) license.
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## Citation instructions
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```
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@article{alkin2024neuraldem,
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title={{NeuralDEM} - Real-time Simulation of Industrial Particulate Flows},
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author={Benedikt Alkin and Tobias Kronlachner and Samuele Papa and Stefan Pirker and Thomas Lichtenegger and Johannes Brandstetter},
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journal={arXiv preprint arXiv:2411.09678},
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year={2024}
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}
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```
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