# CH4 prediction on TEM-MDM (Africa) Source: [CH4 prediction on TEM-MDM (Africa)]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:37:31.833Z Evaluation of models performing CH4 prediction using the TEM-MDM dataset subset specific to Africa. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | CH4 prediction | | Dataset (including any stated split) | TEM-MDM (Africa) | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 14 of 14 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [RMSE](): Lower is better; unit: SCALAR. - [R^2](): Higher is better; unit: SCALAR. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | RACI | 0.96 | Not recorded | 69a90de92d603e6de3e40674 | | LSTM | 1.41 | Not recorded | 69a90de92d603e6de3e40674 | | Transformer | 1.67 | Not recorded | 69a90de92d603e6de3e40674 | | TSMixer | 1.89 | Not recorded | 69a90de92d603e6de3e40674 | | EA-LSTM | 2.53 | Not recorded | 69a90de92d603e6de3e40674 | | Pyraformer | 2.81 | Not recorded | 69a90de92d603e6de3e40674 | | iTransformer | 3.06 | Not recorded | 69a90de92d603e6de3e40674 | | TCN | 3.51 | Not recorded | 69a90de92d603e6de3e40674 | | P\_sLSTM | 5 | Not recorded | 69a90de92d603e6de3e40674 | | DUET | 5.01 | Not recorded | 69a90de92d603e6de3e40674 | | TimeMixer | 6.21 | Not recorded | 69a90de92d603e6de3e40674 | | PatchTST | 6.38 | Not recorded | 69a90de92d603e6de3e40674 | | TimesNet | 6.48 | Not recorded | 69a90de92d603e6de3e40674 | | DLinear | 7.71 | Not recorded | 69a90de92d603e6de3e40674 | ### RACI RMSE: 0.96. Result ID: 69a932606dbb7075b95240c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM RMSE: 1.41. Result ID: 69a932606dbb7075b95240b7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer RMSE: 1.67. Result ID: 69a932606dbb7075b95240bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSMixer RMSE: 1.89. Result ID: 69a932606dbb7075b95240c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EA-LSTM RMSE: 2.53. Result ID: 69a932606dbb7075b95240b8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pyraformer RMSE: 2.81. Result ID: 69a932606dbb7075b95240be. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTransformer RMSE: 3.06. Result ID: 69a932606dbb7075b95240bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCN RMSE: 3.51. Result ID: 69a932606dbb7075b95240ba. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### P\_sLSTM RMSE: 5. Result ID: 69a932606dbb7075b95240b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DUET RMSE: 5.01. Result ID: 69a932606dbb7075b95240bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimeMixer RMSE: 6.21. Result ID: 69a932606dbb7075b95240c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PatchTST RMSE: 6.38. Result ID: 69a932606dbb7075b95240c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet RMSE: 6.48. Result ID: 69a932606dbb7075b95240bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLinear RMSE: 7.71. Result ID: 69a932606dbb7075b95240c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.