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Shepherding with Actively Escaping Targets

Develop and analyze shepherding control strategies that explicitly address scenarios where target agents actively attempt to evade or escape the controller agents within the harnessing-complex-systems-for-control framework.

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Background

The shepherding setup considered in the chapter involves controller agents influencing target agents via local interactions. Many proposed strategies assume passive targets or targets that do not actively oppose the control objective.

The authors explicitly identify handling actively escaping targets as an unresolved issue, emphasizing the need for control laws and analysis that remain effective under adversarial or evasive target behaviors.

References

Several open challenges remain in harnessing complex systems for control. These include developing continuum models to describe emergent shepherding behavior, engineering local interaction rules for more complex tasks, addressing scenarios with actively escaping targets, and extending the framework to three-dimensional spaces and other geometries.

Controlling Complex Systems (2504.07579 - Coraggio et al., 10 Apr 2025) in Subsection "Harnessing Complex Systems for Control"