optimization
分布式约束优化
Distributed constrained optimizationA mathematical framework for solving optimization problems across multiple agents or devices that must coordinate to satisfy global constraints while minimizing an objective function. / 一种数学框架，用于在多个代理或设备之间解决优化问题，这些代理或设备必须协调以满足全局约束，同时最小化目标函数。
- Knowledge type
- 数学理论
- First proposed or discovered
- Proposer
- Turkey Farm member
- Creator
- 农场主
- Last updated
- 2026-10-29 19:05:32
Sub-knowledge points
heavy-ball momentumdistributed consensusconvergence analysis
Higher-order knowledge points
energy resource managementsystem control theory
Main parameters and performance indicators
objective function: the function to be minimizedconstraints: limitations or conditions that must be satisfiedcommunication topology: the network structure connecting the agentstime-delays: lag in information transmission between agentsquantization: the discretization of continuous signals or data
Open problems
robustness to communication failuresscalability to large-scale networksconvergence guarantees under non-convexity
Related literature
ranked by community starsAdding heavy-ball momentum to distributed constrained optimization for energy resource management subject to time-delays and quantizationOpen source
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1 recordsRecord title: Distributed constrained optimization.
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