# Energy Management Optimization on Microgrid Energy Management (N=192)

Source: [Energy Management Optimization on Microgrid Energy Management (N=192)](<https://www.sota2.com/research/sota/energy-management-optimization-on-microgrid-energy-management-n-192>)

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

Data updated: 2026-06-09T10:04:08.506Z

Evaluation of Energy Management Optimization strategies using the Microgrid Energy Management dataset (N=192), measured by computation time.

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 Management Optimization |
| Dataset (including any stated split) | Microgrid Energy Management (N=192) |
| Metric | Computation time (ms) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

- [Computation time (ms)](<https://www.sota2.com/research/sota/energy-management-optimization-on-microgrid-energy-management-n-192.md?metric=Computation%20time%20(ms)>): Lower is better; unit: TIME.

## Recorded results

| Method | Computation time (ms) | Result date | Report paper |
| --- | --- | --- | --- |
| sMEL-ADMM | 0.7 | Not recorded | 6a279e7c90966ade919bfbe3 |
| sMEL-ADMM | 1.3 | Not recorded | 6a279e7c90966ade919bfbe3 |
| MEL-ADMM | 11.7 | Not recorded | 6a279e7c90966ade919bfbe3 |
| MEL-ADMM | 17.6 | Not recorded | 6a279e7c90966ade919bfbe3 |
| IPOPT | 24.3 | Not recorded | 6a279e7c90966ade919bfbe3 |
| IPOPT | 26.1 | Not recorded | 6a279e7c90966ade919bfbe3 |
| MadNLP | 35.3 | Not recorded | 6a279e7c90966ade919bfbe3 |
| MadNLP | 37.6 | Not recorded | 6a279e7c90966ade919bfbe3 |
| ADMM | 159.5 | Not recorded | 6a279e7c90966ade919bfbe3 |
| ADMM | 215.8 | Not recorded | 6a279e7c90966ade919bfbe3 |

### sMEL-ADMM

Computation time (ms): 0.7. Result ID: 6a27e4d6fbc373592c253377.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e7c90966ade919bfbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e7c90966ade919bfbe3.md>)

Recorded evaluation configuration: {"Optimality gap (g\_opt)":"1%"}. This record does not assert independent reproduction.

### sMEL-ADMM

Computation time (ms): 1.3. Result ID: 6a27e4d6fbc373592c25337c.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e7c90966ade919bfbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e7c90966ade919bfbe3.md>)

Recorded evaluation configuration: {"Optimality gap (g\_opt)":"0.01%"}. This record does not assert independent reproduction.

### MEL-ADMM

Computation time (ms): 11.7. Result ID: 6a27e4d6fbc373592c253376.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e7c90966ade919bfbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e7c90966ade919bfbe3.md>)

Recorded evaluation configuration: {"Optimality gap (g\_opt)":"1%"}. This record does not assert independent reproduction.

### MEL-ADMM

Computation time (ms): 17.6. Result ID: 6a27e4d6fbc373592c25337b.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e7c90966ade919bfbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e7c90966ade919bfbe3.md>)

Recorded evaluation configuration: {"Optimality gap (g\_opt)":"0.01%"}. This record does not assert independent reproduction.

### IPOPT

Computation time (ms): 24.3. Result ID: 6a27e4d6fbc373592c253373.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e7c90966ade919bfbe3.md>)

Recorded evaluation configuration: {"Optimality gap (g\_opt)":"1%"}. This record does not assert independent reproduction.

### IPOPT

Computation time (ms): 26.1. Result ID: 6a27e4d6fbc373592c253378.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e7c90966ade919bfbe3.md>)

Recorded evaluation configuration: {"Optimality gap (g\_opt)":"0.01%"}. This record does not assert independent reproduction.

### MadNLP

Computation time (ms): 35.3. Result ID: 6a27e4d6fbc373592c253374.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e7c90966ade919bfbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c4d1e209131ce9cfd7b.md>)

Recorded evaluation configuration: {"Optimality gap (g\_opt)":"1%"}. This record does not assert independent reproduction.

### MadNLP

Computation time (ms): 37.6. Result ID: 6a27e4d6fbc373592c253379.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e7c90966ade919bfbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c4d1e209131ce9cfd7b.md>)

Recorded evaluation configuration: {"Optimality gap (g\_opt)":"0.01%"}. This record does not assert independent reproduction.

### ADMM

Computation time (ms): 159.5. Result ID: 6a27e4d6fbc373592c253375.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e7c90966ade919bfbe3.md>)

Recorded evaluation configuration: {"Optimality gap (g\_opt)":"1%"}. This record does not assert independent reproduction.

### ADMM

Computation time (ms): 215.8. Result ID: 6a27e4d6fbc373592c25337a.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e7c90966ade919bfbe3.md>)

Recorded evaluation configuration: {"Optimality gap (g\_opt)":"0.01%"}. This record does not assert independent reproduction.

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