| --- |
| library_name: tirex |
| tags: |
| - time-series |
| - forecasting |
| - air-quality |
| - pollution-prediction |
| - ispu |
| - jakarta |
| - environmental-monitoring |
| language: |
| - id |
| license: mit |
| --- |
| |
| # TiRex Air Quality Forecasting - Jakarta ISPU |
|
|
| Model forecasting kualitas udara menggunakan TiRex (Time Series Forecasting) untuk wilayah DKI Jakarta. |
|
|
| **Task:** Time Series Forecasting |
| **Target:** Air Pollution Indices (ISPU Components) |
| **Region:** DKI Jakarta (5 monitoring stations) |
| **Horizon:** Multi-step ahead forecasting |
|
|
| ## Model Information |
|
|
| This model leverages TiRex (Time-series Regression model) for zero-shot forecasting of air quality components in Jakarta. The model forecasts future pollutant concentration levels based on historical patterns and weather conditions. |
|
|
| ## Forecasting Components |
|
|
| - PM10 (Particulate Matter 10μm) |
| - PM2.5 (Particulate Matter 2.5μm) |
| - SO2 (Sulfur Dioxide) |
| - CO (Carbon Monoxide) |
| - O3 (Ozone) |
| - NO2 (Nitrogen Dioxide) |
|
|
| ## Monitoring Stations |
|
|
| - DKI1 (Bundaran HI) |
| - DKI2 (Kelapa Gading) |
| - DKI3 (Jagakarsa) |
| - DKI4 (Lubang Buaya) |
| - DKI5 (Kebon Jeruk) |
|
|
| ## Citation |
|
|
| ```bibtex |
| @software{tirex_jakarta_2025, |
| author = {BangJhener}, |
| title = {TiRex Air Quality Forecasting for Jakarta ISPU}, |
| year = {2025}, |
| publisher = {Hugging Face}, |
| url = {https://huggingface.co/BangJhener/TiRex-3.0} |
| } |
| ``` |
|
|
| ## Competition |
|
|
| Developed for **Datavidia 10.0 Competition** - ISPU Forecasting Challenge |
| Research Paper: "Sistem Peringatan Dini ISPU untuk Dinas Lingkungan Hidup DKI Jakarta" |
|
|
| ## License |
|
|
| MIT License |
|
|
| ## Contact |
|
|
| - **Author:** BangJhener |
| - **Competition:** Arkavidia 2026 - Datavidia 10.0 |
| - **Target:** Dinas Lingkungan Hidup DKI Jakarta |
|
|
