density-driven-optimal-control-convergence-guarant

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This paper addresses the decentralized non-uniform area coverage problem for multi-agent systems, a critical task in missions with high spatial priority and resource constraints. W... Activation: density, driven, optimal, control, convergence

hiyenwong By hiyenwong schedule Updated 6/3/2026

name: density-driven-optimal-control-convergence-guarant description: "This paper addresses the decentralized non-uniform area coverage problem for multi-agent systems, a critical task in missions with high spatial priority and resource constraints. W... Activation: density, driven, optimal, control, convergence"

Density-Driven Optimal Control: Convergence Guarantees for Stochastic LTI Multi-Agent Systems

Overview

This paper addresses the decentralized non-uniform area coverage problem for multi-agent systems, a critical task in missions with high spatial priority and resource constraints. While existing density-based methods often rely on computationally heavy Eulerian PDE solvers or heuristic planning, we propose Stochastic Density-Driven Optimal Control (D$^2$OC). This is a rigorous Lagrangian framework that bridges the gap between individual agent dyna

Source Paper

  • Title: Density-Driven Optimal Control: Convergence Guarantees for Stochastic LTI Multi-Agent Systems
  • Authors: Kooktae Lee
  • arXiv: 2604.08495v1
  • Published: 2026-04-09
  • Categories: math.OC, cs.MA, cs.RO, eess.SY

Core Concepts

Key Contributions

  1. This paper addresses the decentralized non-uniform area coverage problem for multi-agent systems, a critical task in mis...
  2. While existing density-based methods often rely on computationally heavy Eulerian PDE solvers or heuristic planning, we ...
  3. This is a rigorous Lagrangian framework that bridges the gap between individual agent dynamics and collective distributi...

Practical Applications

  • Control system design and optimization
  • Distributed system coordination
  • Multi-agent system orchestration

References

  • Kooktae Lee et al. (2026). "Density-Driven Optimal Control: Convergence Guarantees for Stochastic LTI Multi-Agent Systems." arXiv:2604.08495v1.

Activation Keywords

  • density, driven, optimal, control, convergence, guarantees, stochastic, multi

Generated: 2026-04-13

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