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Dynamic event-triggered prescribed-time observer via parametric Lyapunov equations.
Jiatong He1, Jing Chen1, Gang Zheng2
1School of Science, Jiangnan University, Wuxi, 214122, China.
This study introduces a dynamic event-triggered prescribed-time observer (DETPTO) for linear systems. It achieves fast state estimation with reduced communication costs and avoids Zeno behavior, ensuring convergence within a specified time.
Area of Science:
- Control Systems Engineering
- Observer Design
- Event-Triggered Systems
Background:
- Traditional prescribed-time observers (PTOs) require continuous data, increasing communication load.
- Existing event-triggered methods often struggle to guarantee prescribed-time convergence.
- High communication costs are a significant challenge in real-time state estimation.
Purpose of the Study:
- To develop a dynamic event-triggered prescribed-time observer (DETPTO) for linear systems.
- To achieve fast state estimation within a defined time T.
- To reduce communication overhead by updating measurements only when necessary.
Main Methods:
- Utilizing a novel dynamic event-triggered mechanism (DETM) with bounded triggering conditions.
- Employing a parametric Lyapunov equation (PLE) for observer design.
- Integrating estimation and measurement errors into the DETM to optimize updates.
Main Results:
- The proposed DETPTO guarantees state estimation within a prescribed time T.
- The DETM effectively reduces measurement output updates, lowering communication costs.
- Zeno behavior is successfully avoided, ensuring practical implementation.
Conclusions:
- The developed DETPTO offers an efficient solution for fast state estimation in linear systems.
- The novel DETM balances estimation speed with communication efficiency.
- Numerical simulations confirm the effectiveness and practical applicability of the proposed observer.
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