# Fluid Flow Prediction on HCSG tube bundle inlet velocity 0.7 m/s Source: [Fluid Flow Prediction on HCSG tube bundle inlet velocity 0.7 m/s]() Collection index: [llms.txt]() Data updated: 2026-05-29T11:40:10.397Z Evaluation of model performance on predicting fluid flow characteristics for the HCSG tube bundle under 0.7 m/s inlet velocity conditions, reporting component-wise and mean error metrics (P1-P6). 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 | Fluid Flow Prediction | | Dataset (including any stated split) | HCSG tube bundle inlet velocity 0.7 m/s | | Metric | Error P1 | | Unit | SCALAR | | 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 - [Error P1](): Lower is better; unit: SCALAR. - [Error P2](): Lower is better; unit: SCALAR. - [Error P3](): Lower is better; unit: SCALAR. - [Error P4](): Lower is better; unit: SCALAR. - [Error P5](): Lower is better; unit: SCALAR. - [Error P6](): Lower is better; unit: SCALAR. - [Mean Error (P1-P6)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Error P1 | Result date | Report paper | | --- | --- | --- | --- | | MLP-AE L-DeepONet | 5.71 | Not recorded | 6a191dbedbd7150506f82a0c | | FNO (24 modes) | 5.817 | Not recorded | 6a191dbedbd7150506f82a0c | | MscaleFNO | 5.873 | Not recorded | 6a191dbedbd7150506f82a0c | | CAE L-DeepONet | 5.992 | Not recorded | 6a191dbedbd7150506f82a0c | ### MLP-AE L-DeepONet Error P1: 5.71. Result ID: 6a197b10fbc373592c14d281. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sakoe–Chiba band radius (w)":"17","Inlet velocity":"0.7 m/s","Encoder":"MLP-AE"}. This record does not assert independent reproduction. ### FNO (24 modes) Error P1: 5.817. Result ID: 6a197b10fbc373592c14d283. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sakoe–Chiba band radius (w)":"17","Inlet velocity":"0.7 m/s","Modes":"24"}. This record does not assert independent reproduction. ### MscaleFNO Error P1: 5.873. Result ID: 6a197b10fbc373592c14d284. [Reporting paper]() Recorded evaluation configuration: {"Sakoe–Chiba band radius (w)":"17","Inlet velocity":"0.7 m/s"}. This record does not assert independent reproduction. ### CAE L-DeepONet Error P1: 5.992. Result ID: 6a197b10fbc373592c14d282. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sakoe–Chiba band radius (w)":"17","Inlet velocity":"0.7 m/s","Encoder":"CAE"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.