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General quantitative design framework for multi-rate LCAs enabling DeSS

Develop a general quantitative design framework for multi-rate layered control architectures that achieve diversity-enabled sweet spots, rigorously capturing tradeoffs across layers and providing design procedures that coordinate slow high-level planning with fast low-level feedback.

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Background

The paper argues that diversity in tasks and hardware across layers can create diversity-enabled sweet spots (DeSS), where the system attains near-optimal speed and accuracy through multi-rate coordination.

Using sensorimotor control as a case paper, the authors show how slow accurate planning (vision) and fast reflex layers can be combined, and assert that a unifying quantitative framework for designing such multi-rate LCAs is still lacking.

References

Developing a general quantitative design framework for multi-rate LCAs that enable DeSS is arguably the most important open problem in engineering today, and one that control theorists are particularly well-suited to tackle.

Towards a Theory of Control Architecture: A quantitative framework for layered multi-rate control (2401.15185 - Matni et al., 26 Jan 2024) in Part 2.2: A Case Study in Sensorimotor Control — A Minimal LCA (end)