Emergent behavior and neural dynamics in artificial agents tracking turbulent plumes
Satpreet Harcharan Singh,Rajesh P.N. Rao,Bing Brunton,Floris van Breugel · COSYNE 2022
Tracking a turbulent plume to locate its source is a complex control problem requiring robust multi-sensory integration in the face of intermittent odors, changing wind direction, and variable plume shape. This task is routinely performed by flying insects, often over long distances, in pursuit of food or mates. Several aspects of this remarkable behavior have been studied in detail in many experimental studies. Here, we take a complementary in silico approach, using artificial agents trained with reinforcement learning to develop an integrated understanding of the behaviors and neural comput
Sat, Mar 19, 2022