gridfm-datakit¶
This library is brought to you by the GridFM team to generate power flow data to train machine learning and foundation models.
Workflow¶
Comparison with other PF datasets/ libraries¶
Feature | Graph Neural Solver [1] | OPFData [2] | OPFLearn [3] | PowerFlowNet [4] | TypedGNN [5] | PF△ [6] | PGLearn [7] | gridfm-datakit [8] |
---|---|---|---|---|---|---|---|---|
Generator Profile | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
N-1 | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ |
> 1000 Buses | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ |
N-k, k > 1 | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ |
Load Scenarios from Real World | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ |
Scalable to 1M+ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ✅ |