# CH4 prediction on TEM-MDM (N. America) Source: [CH4 prediction on TEM-MDM (N. America)]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:37:31.732Z Evaluation of models predicting CH4 concentrations or fluxes using the TEM-MDM dataset specifically covering North 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 (N. 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 | 2.11 | Not recorded | 69a90de92d603e6de3e40674 | | LSTM | 3.12 | Not recorded | 69a90de92d603e6de3e40674 | | TSMixer | 3.41 | Not recorded | 69a90de92d603e6de3e40674 | | Transformer | 3.8 | Not recorded | 69a90de92d603e6de3e40674 | | EA-LSTM | 5.51 | Not recorded | 69a90de92d603e6de3e40674 | | Pyraformer | 6.19 | Not recorded | 69a90de92d603e6de3e40674 | | P\_sLSTM | 7.16 | Not recorded | 69a90de92d603e6de3e40674 | | TCN | 7.19 | Not recorded | 69a90de92d603e6de3e40674 | | iTransformer | 7.75 | Not recorded | 69a90de92d603e6de3e40674 | | DUET | 10.86 | Not recorded | 69a90de92d603e6de3e40674 | | PatchTST | 11.7 | Not recorded | 69a90de92d603e6de3e40674 | | DLinear | 12.09 | Not recorded | 69a90de92d603e6de3e40674 | | TimeMixer | 12.8 | Not recorded | 69a90de92d603e6de3e40674 | | TimesNet | 13.02 | Not recorded | 69a90de92d603e6de3e40674 | ### RACI RMSE: 2.11. Result ID: 69a932606dbb7075b952409a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM RMSE: 3.12. Result ID: 69a932606dbb7075b952408d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSMixer RMSE: 3.41. Result ID: 69a932606dbb7075b9524098. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer RMSE: 3.8. Result ID: 69a932606dbb7075b9524092. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EA-LSTM RMSE: 5.51. Result ID: 69a932606dbb7075b952408e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pyraformer RMSE: 6.19. Result ID: 69a932606dbb7075b9524094. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### P\_sLSTM RMSE: 7.16. Result ID: 69a932606dbb7075b952408f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCN RMSE: 7.19. Result ID: 69a932606dbb7075b9524090. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTransformer RMSE: 7.75. Result ID: 69a932606dbb7075b9524093. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DUET RMSE: 10.86. Result ID: 69a932606dbb7075b9524095. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PatchTST RMSE: 11.7. Result ID: 69a932606dbb7075b9524096. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLinear RMSE: 12.09. Result ID: 69a932606dbb7075b9524097. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimeMixer RMSE: 12.8. Result ID: 69a932606dbb7075b9524099. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet RMSE: 13.02. Result ID: 69a932606dbb7075b9524091. [Reporting paper]() [Method origin paper]() 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.