1. Love Thy Neighbor: V-Formation as a Problem of Model Predictive Control (Invited Paper)
- Author
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Yang, Junxing, Grosu, Radu, Smolka, Scott A., and Tiwari, Ashish
- Subjects
0209 industrial biotechnology ,020901 industrial engineering & automation ,000 Computer science, knowledge, general works ,020208 electrical & electronic engineering ,Computer Science ,0202 electrical engineering, electronic engineering, information engineering ,02 engineering and technology ,GeneralLiterature_MISCELLANEOUS - Abstract
We present a new formulation of the V-formation problem for migrating birds in terms of model predictive control (MPC). In our approach, to drive a collection of birds towards a desired formation, an optimal velocity adjustment (acceleration) is performed at each time-step on each bird's current velocity using a model-based prediction window of $T$ time-steps. We present both centralized and distributed versions of this approach. The optimization criteria we consider are based on fitness metrics of candidate accelerations that birds in a V-formations are known to benefit from, including velocity matching, clear view, and upwash benefit. We validate our MPC-based approach by showing that for a significant majority of simulation runs, the flock succeeds in forming the desired formation. Our results help to better understand the emergent behavior of formation flight, and provide a control strategy for flocks of autonomous aerial vehicles.
- Published
- 2016
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