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Deciding the number of layers and inter-layer interfaces in LCAs

Determine quantitative principles and tools to decide the appropriate number of layers and to specify the information that should be exchanged between layers in layered control architectures for a given system, specification, and set of constraints.

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Background

After deriving a representative three-layer architecture (decision making, trajectory planning, and feedback control), the paper notes that layering can be applied recursively and multiple planning or control layers may be beneficial.

Despite this flexibility, there is currently no quantitative method to select how many layers are warranted or what information each layer should communicate, which the authors identify as a core gap.

References

While we present a framework for deriving layers given an overall problem formulation, we still lack quantitative tools for deciding how many layers there should be, as well as what information should be exchanged between them. This is undoubtedly a key open question.

Towards a Theory of Control Architecture: A quantitative framework for layered multi-rate control (2401.15185 - Matni et al., 26 Jan 2024) in Part 1.1: Discussion — How many layers should there be?