Abstract

Behavioral studies for humans, monkeys, and rats have shown that, while traversing an environment, these mammals tend to use different frames of reference and frequently switch between them. These frames represent allocentric, egocentric, or route-centric views of the environment. However, combinations of either of them are often deployed. Neurophysiological studies on rats have indicated that the hippocampus, the retrosplenial cortex, and the posterior parietal cortex contribute to the formation of these frames and mediate the transformation between those. In this paper, we construct a computational model of the posterior parietal cortex and the retrosplenial cortex for spatial navigation. We demonstrate how the transformation of reference frames could be realized in the brain and suggest how different brain areas might use these reference frames to form navigational strategies and predict under what conditions an animal might use a specific type of reference frame. Our simulated navigation experiments demonstrate that the model’s results closely resemble behavioral findings in humans and rats. These results suggest that navigation strategies may depend on the animal’s reliance in a particular reference frame and shows how low confidence in a reference frame can lead to fluid adaptation and deployment of alternative navigation strategies. Because of its flexibility, our biologically inspired navigation system may be applied to autonomous robots.

Highlights

  • The task of orienting oneself in an unknown environment and being able to find a route from one place to another seems quite obvious at first glance

  • We conducted a blinking light experiment that shows how a special cell population can combine allocentric and egocentric frames, a starmaze experiment that investigates the usage of different navigation strategies based on allocentric and routecentric reference frames, and a vista space experiment where we showed that different frames of reference are crucial to successfully navigate in hierarchical environments

  • The present paper introduces a model of the frames of reference and strategies used by animals and human while navigating through space

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Summary

Introduction

The task of orienting oneself in an unknown environment and being able to find a route from one place to another seems quite obvious at first glance. We intend to answer these questions with our cognitive model of different brain regions by conducting several experiments in which our agent needs to combine different sensory information, relate it to its current position and retrieve stored spatial memory in order to successfully navigate. O’Keefe and Nadel (1978) set the basis for modern neurological exploration of brain areas that are thought to be responsible for navigation. They reported that the rat’s hippocampus constructs the previously proposed cognitive map and thereby is crucial for navigational capabilities. Some of these biologically inspired models can outperform conventional engineering and robotics localization and mapping algorithms, like Extended Kalman-Filters (Dissanayake et al, 2001; Huang and Dissanayake, 2007) or Particle Filters (Montemerlo and Thrun, 2007) under certain scenarios (Prasser et al, 2006)

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