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- W2893315498 abstract "In this paper, we propose a goal-directed navigation system consisting of two planning strategies that both rely on vision but work on different scales. The first one works on a global scale and is responsible for generating spatial trajectories leading to the neighboring area of the target. It is a biologically inspired neural planning and navigation model involving learned representations of place and head-direction (HD) cells, where a planning network is trained to predict the neural activities of these cell representations given selected action signals. Recursive prediction and optimization of the continuous action signals generates goal-directed activation sequences, in which states and action spaces are represented by the population of place-, HD- and motor neuron activities. To compensate the remaining error from this look-ahead model-based planning, a second planning strategy relies on visual recognition and performs target-driven reaching on a local scale so that the robot can reach the target with a finer accuracy. Experimental results show that through combining these two planning strategies the robot can precisely navigate to a distant target." @default.
- W2893315498 created "2018-10-05" @default.
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- W2893315498 date "2018-01-01" @default.
- W2893315498 modified "2023-09-27" @default.
- W2893315498 title "A Hybrid Planning Strategy Through Learning from Vision for Target-Directed Navigation" @default.
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- W2893315498 doi "https://doi.org/10.1007/978-3-030-01421-6_30" @default.
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