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mpc-stability-suboptimality - MPC Stability and Suboptimality Under Plant-Model Mismatch

Analyzes MPC stability guarantees and suboptimality bounds under plant-model mismatch for discounted and undiscounted optimal control.

Tags

Updated: 2026-09-18

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Analyze MPC stability under mismatch
  • Compute MPC suboptimality bounds
  • Evaluate discounted optimal control
  • Select horizon and discount factor
  • Design robust MPC controllers

Inputs

  • Surrogate model dynamics
  • Plant-model mismatch bounds
  • Stage and terminal cost functions
  • Horizon length and discount factor

Outputs

  • Closed-loop stability guarantees
  • Suboptimality bounds
  • Optimal control input sequence
  • Robust MPC controller implementation

Requirements

  • Python runtime environment
  • Quadratic programming solver

Source

  • Spec: SKILL.md
model-predictive-control
mpc
robust-control
stability-analysis
suboptimality-bounds
plant-model-mismatch
Analyze MPC stability under mismatch
Compute MPC suboptimality bounds
Evaluate discounted optimal control
Select horizon and discount factor
Surrogate model dynamics
Plant-model mismatch bounds
Stage and terminal cost functions
Closed-loop stability guarantees
Suboptimality bounds
Optimal control input sequence