Electrical.AI.Learning 1.4.0

Electrical.Net

Comprehensive Electrical Engineering & Power System Framework for .NET. Made by Gravicode Studios, led by Kang Fadhil (Dibuat oleh Gravicode Studios dipimpin oleh Kang Fadhil).

Building blocks for EMS, DMS, ADMS, DERMS, VPP, SCADA, digital twins and smart grids on .NET 10:

• Electrical.Core: sparse complex LU, per-unit, phasors and symmetrical components, network model, Y-bus, MATPOWER I/O, IEEE test cases
• Electrical.PowerFlow: Newton–Raphson, fast-decoupled, Gauss–Seidel, DC, backward/forward sweep, N-1 contingency, PTDF/LODF
• Electrical.ShortCircuit / Protection / Stability / Harmonic / Circuit: IEC 60909 faults, relay coordination and arc flash, transient and voltage stability, harmonics and power quality, circuit simulation (MNA)
• Electrical.Dynamics / Emt (1.3): GENROU/GENSAL machines, exciters, governors, PSS, REGC/REEC/REPC and grid-forming inverters, PSS/E .dyr, small-signal analysis; electromagnetic transients with Bergeron lines, switches, power electronics and Rust kernels
• Electrical.Renewable / SmartGrid / Optimization / StateEstimation / Forecasting / Simulation: PV, wind, BESS, hosting capacity; demand response, EV charging, microgrids, VPP, reconfiguration; economic dispatch, DC-OPF with LMPs, unit commitment; WLS state estimation; load and renewable forecasting; QSTS and Monte-Carlo reliability
• Electrical.SCADA / IEC61850 / CIM / GIS: Modbus TCP, DNP3 outstation/master, IEC 104 client/server, alarms, historian; SCL, GOOSE, Sampled Values; CGMES 2.4.15/3.0 export, import and 22-rule validation; GeoJSON and maps
• Electrical.Pmu (1.4): IEEE C37.118 synchrophasor frames and PMU/PDC transport, PMU simulator, P/M-class phasor estimation, linear PMU state estimation
• Electrical.AI.Learning (1.4): ML load forecasting (GraviLearn, ML.NET), fault classification and location, topology identification, deep-RL Volt/VAR with Gravicode.RLNet
• Electrical.DigitalTwin.ThreeD(.Avalonia) (1.4): 3D substation and feeder scenes coloured by power flow or twin state, glTF export, off-screen render, Avalonia view (ThreeNet)
• Electrical.DigitalTwin / AI / Cloud / HPC / Native: live grid twin, LLM grid-operator agent, web API, parallel probabilistic load flow, Rust kernels
• Electrical.Visualization(.Blazor): single-line diagrams and charts · Electrical.Cli (eln) · Electrical.Templates

using Electrical.Core.Network;
using Electrical.PowerFlow;

var result = PowerFlowSolver.Solve(TestCases.Case14());
Console.WriteLine(result); // NewtonRaphson: converged in 4 it, ... losses 13.393 MW

Documentation (English & Bahasa Indonesia), gallery apps and source: https://github.com/DotNetVibeCoderz/Vibe_Components/tree/main/Electrical.Net