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Mobile robot path planning method based on sumtree-TD3 algorithm with transfer learning | Synapse
March 3, 2026
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Mobile robot path planning method based on sumtree-TD3 algorithm with transfer learning
LZ
Lieping Zhang
Guilin University of Aerospace Technology
ZL
Zhongtao Leng
Guilin University of Technology
X
XiaoxuShi
Hezhou University
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Puntos clave
Path planning using the sumtree-TD3 algorithm showed significant performance metrics, enhancing robot navigation.
The model achieved a notable improvement in efficiency and decision-making compared to previous methods.
Assessment utilized advanced algorithms and transfer learning techniques to optimize robot pathways across various scenarios.
Highlighting the potential for real-world applications, further development may lead to broader industrial uses.
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Zhang et al. (Tue,) studied this question.
synapsesocial.com/papers/69a75ad9c6e9836116a21398
https://doi.org/https://doi.org/10.1007/s11227-026-08274-2