| Use Cases |
Scenarios |
Scenario Description |
Raw Data |
Organization |
Date Created
|
| DER Aggregation Algorithm |
Newton Raphson based 3-Phase Decoupled DSSE |
Provide voltage estimation using Newton Raphson method |
|
ORNL |
2024/01/09
|
| DER Aggregation Algorithm |
AI Based Event Identification |
Detect and identify transient events |
|
ORNL |
2024/01/03
|
| DER Aggregation Algorithm |
Point On Wave Data Imputation |
Point On Wave Data Imputation |
|
ORNL |
2024/09/28
|
| DER Aggregation Algorithm |
Synchronous Reference Frame PLL for Unbalanced and Distorted Waveforms |
abc-to-dq reference frame conversion using Park’s transformation |
|
PNNL |
2024/09/20
|
| DER Aggregation Algorithm |
PSO based D-OPF for IEEE123 Bus System |
PSO based D-OPF for IEEE123 Bus System |
|
ORNL |
2024/06/04
|
| DER Aggregation Algorithm |
PSO based D-OPF for medium SFO-P6U |
PSO based D-OPF for medium SFO-P6U area |
|
ORNL |
2024/05/13
|
| DER Aggregation Algorithm |
Grid Impedance Estimation |
Estimate grid impedance |
|
University of South Florida and ORNL |
2024/04/17
|
| DER Aggregation Algorithm |
ML-Based Aggregation Model for PV Systems |
Aggregation model of distributed PVs using ML |
IEEE 123-bus Distribution Network Data |
PNNL |
2024/07/16
|
| Data Preprocessing |
Data Anonymization: AMI Data to Load Profile Scenario |
Use AMI data to generate load profiles |
|
ANL |
2024/01/02
|
| Data Preprocessing |
Data Imputation Scenario for SMART-DS systems |
Data Imputation Scenario for SMART-DS systems |
|
|
2024/05/10
|
| Data Preprocessing |
Data Anonymization: AMI Data to Load Profile Scenario for SMART-DS systems |
Data Anonymization: AMI Data to Load Profile Scenario for SMART-DS systems |
|
ANL |
2024/05/10
|
| Data Preprocessing |
Data Imputation Scenario |
Provide estimate for missing streaming measurement data |
|
ANL |
2024/01/03
|
| Distribution Optimal Power Flow |
Linear Distribution Power Flow based PV Curtailment for medium Smart-DS test feeder |
Comparison of forecasted and real time PV curtailment |
|
Pacific Northwest National Laboratory |
2024/07/15
|
| Distribution Optimal Power Flow |
Linear Distribution Power Flow for medium SFO-P6U area |
Determine optimal setpoints of DERs to achieve acceptable system voltages |
|
PNNL |
2024/05/08
|
| Distribution Optimal Power Flow |
Linear Distribution Power Flow for small SFO-P1U area |
Determine optimal setpoints of DERs to achieve acceptable system voltages |
|
PNNL |
2024/05/08
|
| Distribution Optimal Power Flow |
Linear Distribution Power Flow for IEEE123 test feeder |
Determine optimal setpoints of DERs to achieve acceptable system voltages |
|
PNNL |
2024/05/08
|
| Distribution Optimal Power Flow |
Linear Distribution Power Flow based PV Curtailment for small Smart-DS test feeder |
Comparison of forecasted and real time PV curtailment |
|
Pacific Northwest National Laboratory |
2024/07/15
|
| Distribution Optimal Power Flow |
Linear Distribution Power Flow |
Determine optimal setpoints of DERs to achieve acceptable system voltages |
|
|
2024/01/05
|
| Distribution Optimal Power Flow |
NLP-based DOPF |
NLP-based DOPF |
|
ANL |
2024/09/30
|
| Distribution Optimal Power Flow |
Linear Distribution Power Flow based PV Curtailment for IEEE123 test feeder |
Comparison of forecasted and real time PV curtailment |
|
Pacific Northwest National Laboratory |
2024/07/15
|
| Distribution Optimal Power Flow |
Feedback-based D-OPF |
Provide optimal setpoints for controllable devices |
IEEE 123-bus Distribution Network Data |
NREL |
2024/01/03
|
| Distribution System State Estimation |
Weighted Least Squares DSSE PV Estimator IEEE123 test feeder |
Weighted Least Squares (WLS) state estimation for PV parameters for IEEE 123 model |
IEEE 123-bus Distribution Network Data |
PNNL |
2024/07/15
|
| Distribution System State Estimation |
Extended Kalman Filter DSSE for modified IEEE123 test feeder with private PMU data |
Extended Kalman Filter DSSE for IEEE 123-bus test feeder with integrated phasor measurement unit (PMU) data |
|
PNNL |
2024/10/31
|
| Distribution System State Estimation |
Extended Kalman Filter DSSE for large SFO-P9U area |
Provide voltage estimation using extended Kalman filter |
|
|
2024/05/08
|
| Distribution System State Estimation |
Weighted Least Squares DSSE |
Provide voltage estimation with weighted least squares solver |
SMART-DS Small Feeder,SMART-DS Medium Feeder,IEEE 123-bus Distribution Network Data |
|
2024/05/10
|
| Distribution System State Estimation |
Extended Kalman Filter DSSE |
Provide voltage estimation using extended Kalman filter |
IEEE 123-bus Distribution Network Data |
PNNL |
2024/01/03
|
| Distribution System State Estimation |
Extended Kalman Filter DSSE for modified IEEE123 test feeder with pmu data |
Provide voltage estimation using extended Kalman filter |
|
|
2024/05/08
|
| Distribution System State Estimation |
NLP-based DSSE |
NLP-based DSSE |
|
ANL |
2024/09/30
|
| Distribution System State Estimation |
Extended Kalman Filter DSSE for small SFO-P1U area |
Provide voltage estimation using extended Kalman filter |
|
|
2024/05/08
|
| Distribution System State Estimation |
Weighted Least Squares DSSE PV Estimator small SFO-P1U |
Weighted Least Squares DSSE PV Estimator small SFO/P1U |
SMART-DS Small Feeder |
PNNL |
2024/10/02
|
| Distribution System State Estimation |
Weighted Least Squares DSSE PV Estimator medium SFO-P6U |
Weighted Least Squares (WLS) state estimation for PV parameters medium SFO-P6U |
SMART-DS Medium Feeder |
PNNL |
2024/10/02
|
| Distribution System State Estimation |
Extended Kalman Filter DSSE for medium SFO-P6U area |
Provide voltage estimation using extended Kalman filter |
|
|
2024/05/08
|
| EMT simulation for transmission systems with IBRs |
EMT simulation for transmission system with IBRs using ParaEMT |
EMT simulation for transmission systems with IBRs using an open-source Python-based EMT simulator ParaEMT |
|
NREL |
2024/09/29
|
| Electromagnetic transient (EMT) Data Generation |
EMT Data Generation for high penetration grid |
Data Generation for Neural Network-based Fault Detection Identification Classification with Inverter-Based Resources |
|
ORNL |
2024/06/26
|
| Event Detection and Identification |
Event Classification for Field Measured Data |
CNN based event classification algorithm for field measured data |
|
PNNL |
2024/09/24
|
| Event Detection and Identification |
IBR System Stability Analysis |
IBR System Stability Analysis |
|
University of South Florida and ORNL |
2024/04/18
|
| Event Detection and Identification |
Transient Fault Detection and Identification |
Transient Fault Detection and Identification for distribution power grids. |
IEEE 123-bus Distribution Network Data |
NREL |
2024/06/25
|
| Event Detection and Identification |
CNN based protection zone identification |
Identify and classify the faults into protection-zones |
IEEE 123-bus Distribution Network Data |
PNNL |
2024/01/08
|
| Event Detection and Identification |
Machine Learning Based High Impedance Fault Identification |
Machine Learning Based High Impedance Fault Identification |
|
NREL |
2024/05/24
|
| Transient Data Generation |
Data Generation for CNN Based Protection Zone Identification |
Generate transient data using ATP |
IEEE 123-bus Distribution Network Data |
PNNL |
2024/03/14
|
