# Pressure drop prediction on Pressure Drop Prediction Dataset (Inlet 0.4 m/s) Source: [Pressure drop prediction on Pressure Drop Prediction Dataset (Inlet 0.4 m/s)]() Collection index: [llms.txt]() Data updated: 2026-05-29T11:40:10.298Z Evaluation of model performance on predicting pressure drop using the Pressure Drop Prediction Dataset (Inlet 0.4 m/s flow condition), measured by Mean relative error (%). 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 | Pressure drop prediction | | Dataset (including any stated split) | Pressure Drop Prediction Dataset (Inlet 0.4 m/s) | | Metric | Mean Relative Error | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 4 of 4 | | 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 - [Mean Relative Error](): Lower is better; unit: PERCENT. ## Recorded results | Method | Mean Relative Error | Result date | Report paper | | --- | --- | --- | --- | | FNO | 0.85 | Not recorded | 6a191dbedbd7150506f82a0c | | MLP-AE L-DeepONet | 1.24 | Not recorded | 6a191dbedbd7150506f82a0c | | MscaleFNO | 1.75 | Not recorded | 6a191dbedbd7150506f82a0c | | CAE L-DeepONet | 1.93 | Not recorded | 6a191dbedbd7150506f82a0c | ### FNO Mean Relative Error: 0.85. Result ID: 6a197b10fbc373592c14d277. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modes":"24"}. This record does not assert independent reproduction. ### MLP-AE L-DeepONet Mean Relative Error: 1.24. Result ID: 6a197b10fbc373592c14d275. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder type":"MLP-AE"}. This record does not assert independent reproduction. ### MscaleFNO Mean Relative Error: 1.75. Result ID: 6a197b10fbc373592c14d278. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAE L-DeepONet Mean Relative Error: 1.93. Result ID: 6a197b10fbc373592c14d276. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder type":"CAE"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.