# CH4 prediction on TEM-MDM (S. America) Source: [CH4 prediction on TEM-MDM (S. America)]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:37:31.766Z Evaluation of models performing CH4 prediction using the TEM-MDM dataset subset specific to South America. 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 (S. America) | | 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 | 1.22 | Not recorded | 69a90de92d603e6de3e40674 | | Transformer | 2.01 | Not recorded | 69a90de92d603e6de3e40674 | | LSTM | 2.03 | Not recorded | 69a90de92d603e6de3e40674 | | TSMixer | 2.35 | Not recorded | 69a90de92d603e6de3e40674 | | EA-LSTM | 3.15 | Not recorded | 69a90de92d603e6de3e40674 | | Pyraformer | 3.16 | Not recorded | 69a90de92d603e6de3e40674 | | TCN | 3.76 | Not recorded | 69a90de92d603e6de3e40674 | | iTransformer | 4.26 | Not recorded | 69a90de92d603e6de3e40674 | | P\_sLSTM | 6 | Not recorded | 69a90de92d603e6de3e40674 | | DUET | 6.58 | Not recorded | 69a90de92d603e6de3e40674 | | PatchTST | 6.59 | Not recorded | 69a90de92d603e6de3e40674 | | TimesNet | 7.03 | Not recorded | 69a90de92d603e6de3e40674 | | TimeMixer | 7.15 | Not recorded | 69a90de92d603e6de3e40674 | | DLinear | 9.19 | Not recorded | 69a90de92d603e6de3e40674 | ### RACI RMSE: 1.22. Result ID: 69a932606dbb7075b95240a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer RMSE: 2.01. Result ID: 69a932606dbb7075b95240a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM RMSE: 2.03. Result ID: 69a932606dbb7075b952409b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSMixer RMSE: 2.35. Result ID: 69a932606dbb7075b95240a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EA-LSTM RMSE: 3.15. Result ID: 69a932606dbb7075b952409c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pyraformer RMSE: 3.16. Result ID: 69a932606dbb7075b95240a2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCN RMSE: 3.76. Result ID: 69a932606dbb7075b952409e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTransformer RMSE: 4.26. Result ID: 69a932606dbb7075b95240a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### P\_sLSTM RMSE: 6. Result ID: 69a932606dbb7075b952409d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DUET RMSE: 6.58. Result ID: 69a932606dbb7075b95240a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PatchTST RMSE: 6.59. Result ID: 69a932606dbb7075b95240a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet RMSE: 7.03. Result ID: 69a932606dbb7075b952409f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimeMixer RMSE: 7.15. Result ID: 69a932606dbb7075b95240a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLinear RMSE: 9.19. Result ID: 69a932606dbb7075b95240a5. [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.