# Energy Throughput Optimization on PV Power Plant (test)

Source: [Energy Throughput Optimization on PV Power Plant (test)](<https://www.sota2.com/research/sota/energy-throughput-optimization-on-pv-power-plant-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-05T07:23:02.566Z

Evaluation of models optimizing energy throughput performance on the PV Power Plant dataset (test split), measured by relative improvement and absolute energy throughput.

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 | Energy Throughput Optimization |
| Dataset (including any stated split) | PV Power Plant (test) |
| Metric | Relative Improvement |
| Unit | PERCENT |
| 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

- [Relative Improvement](<https://www.sota2.com/research/sota/energy-throughput-optimization-on-pv-power-plant-test.md?metric=Relative%20Improvement>): Higher is better; unit: PERCENT.

- [Energy Throughput (10^7)](<https://www.sota2.com/research/sota/energy-throughput-optimization-on-pv-power-plant-test.md?metric=Energy%20Throughput%20(10%5E7)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Relative Improvement | Result date | Report paper |
| --- | --- | --- | --- |
| Optimal | 100 | Not recorded | 68fa65181e209131cea0844a |
| Future Irradiance | 92.37 | Not recorded | 68fa65181e209131cea0844a |
| Future Images | 62.14 | Not recorded | 68fa65181e209131cea0844a |
| Past Data | 4.35 | Not recorded | 68fa65181e209131cea0844a |
| Baseline | 0 | Not recorded | 68fa65181e209131cea0844a |

### Optimal

Relative Improvement: 100. Result ID: 6a22793cfbc373592c200a79.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65181e209131cea0844a.md>)

Recorded evaluation configuration: {"Experiment":"Optimal"}. This record does not assert independent reproduction.

### Future Irradiance

Relative Improvement: 92.37. Result ID: 6a22793cfbc373592c200a7a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65181e209131cea0844a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65181e209131cea0844a.md>)

Recorded evaluation configuration: {"Experiment":"Future Irradiance"}. This record does not assert independent reproduction.

### Future Images

Relative Improvement: 62.14. Result ID: 6a22793cfbc373592c200a7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65181e209131cea0844a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65181e209131cea0844a.md>)

Recorded evaluation configuration: {"Experiment":"Future Images"}. This record does not assert independent reproduction.

### Past Data

Relative Improvement: 4.35. Result ID: 6a22793cfbc373592c200a7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65181e209131cea0844a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65181e209131cea0844a.md>)

Recorded evaluation configuration: {"Experiment":"Past Data"}. This record does not assert independent reproduction.

### Baseline

Relative Improvement: 0. Result ID: 6a22793cfbc373592c200a7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65181e209131cea0844a.md>)

Recorded evaluation configuration: {"Experiment":"Baseline"}. This record does not assert independent reproduction.

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