The current study uses Machine Learning (ML) algorithms such as Decision Tree (DT), Naïve Bayes (NB), Random Forest (RF), Support Vector Machine (SVM) and XGBoost to detect and classify PV errors corresponding to Short Circuits (SC), Open Circuits (OC), Ground Faults (GF), and.
These modular units act like giant power banks, storing energy during off-peak hours and releasing it when needed most. Imagine having a backup gener With 65% of Liberia's population lacking reliable electricity access (World Bank 2023 data), cabinet energy storage .
Liberia ranks 9th in Africa's 2024 Electricity Regulatory Index, up 28% since 2022. Reforms boosted scores, but power supply remains unreliable, with major cuts in imports from Côte d'Ivoire.