# CH4 prediction on TEM-MDM Europe Source: [CH4 prediction on TEM-MDM Europe]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:37:31.800Z Evaluation of models predicting CH4 concentrations or fluxes using the TEM-MDM dataset specifically covering the European region. 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 Europe | | 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: PERCENT. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | RACI | 1.24 | Not recorded | 69a90de92d603e6de3e40674 | | LSTM | 1.84 | Not recorded | 69a90de92d603e6de3e40674 | | TSMixer | 2.03 | Not recorded | 69a90de92d603e6de3e40674 | | Transformer | 2.29 | Not recorded | 69a90de92d603e6de3e40674 | | EA-LSTM | 3.04 | Not recorded | 69a90de92d603e6de3e40674 | | TCN | 4.64 | Not recorded | 69a90de92d603e6de3e40674 | | Pyraformer | 5 | Not recorded | 69a90de92d603e6de3e40674 | | P\_sLSTM | 5.02 | Not recorded | 69a90de92d603e6de3e40674 | | iTransformer | 5.09 | Not recorded | 69a90de92d603e6de3e40674 | | DUET | 7.47 | Not recorded | 69a90de92d603e6de3e40674 | | PatchTST | 7.76 | Not recorded | 69a90de92d603e6de3e40674 | | TimeMixer | 8.04 | Not recorded | 69a90de92d603e6de3e40674 | | TimesNet | 8.38 | Not recorded | 69a90de92d603e6de3e40674 | | DLinear | 8.4 | Not recorded | 69a90de92d603e6de3e40674 | ### RACI RMSE: 1.24. Result ID: 69a932606dbb7075b95240b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM RMSE: 1.84. Result ID: 69a932606dbb7075b95240a9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSMixer RMSE: 2.03. Result ID: 69a932606dbb7075b95240b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer RMSE: 2.29. Result ID: 69a932606dbb7075b95240ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EA-LSTM RMSE: 3.04. Result ID: 69a932606dbb7075b95240aa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCN RMSE: 4.64. Result ID: 69a932606dbb7075b95240ac. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pyraformer RMSE: 5. Result ID: 69a932606dbb7075b95240b0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### P\_sLSTM RMSE: 5.02. Result ID: 69a932606dbb7075b95240ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTransformer RMSE: 5.09. Result ID: 69a932606dbb7075b95240af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DUET RMSE: 7.47. Result ID: 69a932606dbb7075b95240b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PatchTST RMSE: 7.76. Result ID: 69a932606dbb7075b95240b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimeMixer RMSE: 8.04. Result ID: 69a932606dbb7075b95240b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet RMSE: 8.38. Result ID: 69a932606dbb7075b95240ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLinear RMSE: 8.4. Result ID: 69a932606dbb7075b95240b3. [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.