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Reference & Theory

Technical reference for power systems students, researchers, and practitioners

Quick Reference

Foundations

Start here if you're new to power systems:

Analysis Methods

Planning & Markets

Algorithms

GAT implements established power systems algorithms:

Power Flow

  • Newton-Raphson β€” Standard AC power flow
  • Fast Decoupled β€” P-ΞΈ/Q-V decoupled iteration
  • DC Power Flow β€” Linearized real power flow

Optimal Power Flow

  • DC-OPF β€” Linear economic dispatch
  • SOCP Relaxation β€” Convex branch-flow model (Farivar-Low)
  • AC-OPF β€” Full nonlinear OPF (penalty L-BFGS + IPOPT backends)

State Estimation

  • Weighted Least Squares β€” Classical SE formulation
  • Bad Data Detection β€” Chi-squared and largest normalized residual

Reliability

  • Monte Carlo β€” Sequential/non-sequential simulation
  • Analytical β€” LOLE, EENS, EIR calculation
  • Multi-area β€” Corridor-constrained adequacy

Data Formats

  • Arrow schema β€” Canonical folder layout with system, buses, generators, loads, and branches.
  • gat convert format β€” Command-line helper that auto-detects imports and converts via Arrow when crossing MATPOWER, PSS/E, CIM, or PandaPower boundaries.
  • MATPOWER β€” .m file format
  • PSS/E β€” RAW file support

Literature

Key references for implemented algorithms:

Textbooks

  • Grainger & Stevenson, Power System Analysis
  • Wood, Wollenberg & SheblΓ©, Power Generation, Operation and Control
  • Kundur, Power System Stability and Control

Papers

  • Zimmerman, Murillo-SΓ‘nchez, Thomas (2011) β€” MATPOWER
  • Billinton & Allan β€” Reliability Evaluation of Power Systems
  • NERC TPL Standards β€” Transmission Planning

FAQ

See the FAQ for common questions about power systems analysis and GAT usage.

Glossary

A-Z glossary of power systems terms and GAT concepts

Complex Power: Real, Reactive, and Apparent

Understanding P, Q, and S β€” the foundation of power systems analysis

Units & Conventions

Per-unit system, sign conventions, and base values in power systems

Impedance and Admittance

Understanding R, X, Z, G, B, Y β€” how transmission lines and transformers are characterized

Bus Types: Slack, PV, and PQ

Understanding what's known vs. solved at each bus in power flow

Power Flow Theory

Mathematical foundations of AC and DC power flow analysis

OPF Formulations

Mathematical formulations of DC-OPF, SOCP, and AC-OPF

The Y-Bus Matrix

Building and understanding the network admittance matrix

Newton-Raphson Method

The iterative algorithm that solves power flow equations

Reliability Theory

Mathematical foundations of power system reliability assessment

Contingency Analysis and N-1 Security

How power systems are designed to survive equipment failures

State Estimation Theory

Mathematical foundations of power system state estimation

Locational Marginal Pricing (LMP)

How electricity prices vary by location due to losses and congestion

Reliability Metrics

Analytics & Reliability Metrics

Graph Analysis

Graph commands