# Parameter Identification on Engine dynamics noisy data (301 points per 60 sec segment) Source: [Parameter Identification on Engine dynamics noisy data (301 points per 60 sec segment)]() Collection index: [llms.txt]() Data updated: 2026-03-17T06:39:52.222Z Evaluation of Parameter Identification performance on noisy engine dynamics data, specifically using segments containing 301 data points collected over 60 seconds. Metrics include A\_egrmax, A\_vgtmax, eta\_sc, and h\_tot. 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 | Parameter Identification | | Dataset (including any stated split) | Engine dynamics noisy data (301 points per 60 sec segment) | | Metric | A\_egrmax | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [A\_egrmax](): Higher is better; unit: SCALAR. - [A\_vgtmax](): Higher is better; unit: SCALAR. - [eta\_sc](): Higher is better; unit: SCALAR. - [h\_tot](): Higher is better; unit: SCALAR. ## Recorded results | Method | A\_egrmax | Result date | Report paper | | --- | --- | --- | --- | | few-shot transfer learning scheme | 1.0255 | Not recorded | 68fa7bfb1e209131cea8b9cd | | few-shot transfer learning scheme | 0.9972 | Not recorded | 68fa7bfb1e209131cea8b9cd | | few-shot transfer learning scheme | 0.9699 | Not recorded | 68fa7bfb1e209131cea8b9cd | | few-shot transfer learning scheme | 0.9525 | Not recorded | 68fa7bfb1e209131cea8b9cd | | few-shot transfer learning scheme | 0.58 | Not recorded | 68fa7bfb1e209131cea8b9cd | ### few-shot transfer learning scheme A\_egrmax: 1.0255. Result ID: 69b8f63a47f34ce924a0cc84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Duration (min)":"1 ~ 2","Noise level":"pem=3%, pim=3%, wt=1%, Wegr=5%, Tem=3%","Data Points":"301"}. This record does not assert independent reproduction. ### few-shot transfer learning scheme A\_egrmax: 0.9972. Result ID: 69b8f63a47f34ce924a0cc86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Duration (min)":"3 ~ 4","Noise level":"pem=3%, pim=3%, wt=1%, Wegr=5%, Tem=3%","Data Points":"301"}. This record does not assert independent reproduction. ### few-shot transfer learning scheme A\_egrmax: 0.9699. Result ID: 69b8f63a47f34ce924a0cc83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Duration (min)":"0 ~ 1","Noise level":"pem=3%, pim=3%, wt=1%, Wegr=5%, Tem=3%","Data Points":"301"}. This record does not assert independent reproduction. ### few-shot transfer learning scheme A\_egrmax: 0.9525. Result ID: 69b8f63a47f34ce924a0cc87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Duration (min)":"4 ~ 5","Noise level":"pem=3%, pim=3%, wt=1%, Wegr=5%, Tem=3%","Data Points":"301"}. This record does not assert independent reproduction. ### few-shot transfer learning scheme A\_egrmax: 0.58. Result ID: 69b8f63a47f34ce924a0cc85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Duration (min)":"2 ~ 3","Noise level":"pem=3%, pim=3%, wt=1%, Wegr=5%, Tem=3%","Data Points":"301"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.