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README.md
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---
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pretty_name: TTM4HVAC – Training dataset (source-all)
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tags:
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- ttm4hvac
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- hvac
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- time-series
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- energy
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task_categories:
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- time-series-forecasting
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papers:
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- title: "Transfer learning of building dynamics digital twin for HVAC control with Time-series Foundation Model"
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url: https://arxiv.org/abs/XXXX.XXXXX
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authors: "Ferran Aran Domingo"
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license: mit
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---
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# TTM4HVAC – Training dataset (source-all)
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This dataset contains HVAC and weather time-series data used to train the **source-all** TinyTimeMixer model (`gft/ttm4hvac`), the main model of the TTM4HVAC project.
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It aggregates all available source-building data under *default* and *non-default* conditions.
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Check out the paper [arXiv:XXXX.XXXXX]() (to be released) and visit the main repository [ttm4hvac](https://huggingface.co/spaces/gft/ttm4hvac) for further details.
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## Columns
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- `time`
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- `Outdoor Air Temperature (C)`
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- `Heating Setpoint (C)`
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- `Cooling Setpoint (C)`
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- `Room Air Temperature (C)`
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- `Outdoor Humidity (%)`
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- `Wind Speed (m/s)`
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- `Direct Solar Radiation (W/m^2)`
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- `HVAC Power Consumption (W)`
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- `series_id`
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- `is_default`
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## Usage
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```python
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from datasets import load_dataset
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ds = load_dataset("gft/ttm4hvac-source-all-train")
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df = ds["train"].to_pandas()
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```
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# ✒️ Citation
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If you use this model or datasets, please cite:
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```
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**F. Aran**,
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*Transfer learning of building dynamics digital twin for HVAC control with Time-series Foundation Model*,
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arXiv:XXXX.XXXXX, 2025.
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https://arxiv.org/abs/XXXX.XXXXX
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```
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data.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:0d66fb7715420b7c5c3924fcf9eeeb6bfdf4d8cd61f3c06560fbc148099caad0
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size 25398434
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