Event-Enhanced Multi-Modal Spiking Neural Network for Dynamic Obstacle Avoidance

Author:

Wang Yang1ORCID,Dong Bo2ORCID,Zhang Yuji1ORCID,Zhou Yunduo1ORCID,Mei Haiyang3ORCID,Wei Ziqi4ORCID,Yang Xin1ORCID

Affiliation:

1. Dalian University of Technology, Dalian, China

2. Princeton University, Princeton, NJ, USA

3. Dalian University of Technology & National University of Singapore, Dalian, China

4. Institute of Automation, Chinese Academy of Sciences & Dalian University of Technology, Beijing, China

Funder

Distinguished Young Scholars Funding of Dalian

National Natural Science Foundation of China

National Key Research and Development Program of China

Publisher

ACM

Reference55 articles.

1. A cerebellar-based solution to the nondeterministic time delay problem in robotic control

2. Riku Arakawa and Shintaro Shiba . 2020. Exploration of reinforcement learning for event camera using car-like robots. arXiv preprint arXiv:2004.00801 ( 2020 ). Riku Arakawa and Shintaro Shiba. 2020. Exploration of reinforcement learning for event camera using car-like robots. arXiv preprint arXiv:2004.00801 (2020).

3. Hermann Blum , Alexander Dietmüller , Moritz Milde , Jörg Conradt , Giacomo Indiveri , and Yulia Sandamirskaya . 2017 . A neuromorphic controller for a robotic vehicle equipped with a dynamic vision sensor. Robotics Science and Systems , RSS 2017 (2017). Hermann Blum, Alexander Dietmüller, Moritz Milde, Jörg Conradt, Giacomo Indiveri, and Yulia Sandamirskaya. 2017. A neuromorphic controller for a robotic vehicle equipped with a dynamic vision sensor. Robotics Science and Systems, RSS 2017 (2017).

4. Sander M Bohte , Joost N Kok , and Han La Poutre . 2002. Error-backpropagation in temporally encoded networks of spiking neurons. Neurocomputing ( 2002 ). Sander M Bohte, Joost N Kok, and Han La Poutre. 2002. Error-backpropagation in temporally encoded networks of spiking neurons. Neurocomputing (2002).

5. Xiang Cheng , Tielin Zhang , Shuncheng Jia , and Bo Xu. 2020. meta-dynamic neurons in spiking neural networks for spatio-temporal learning. arXiv preprint arXiv:2010.03140 ( 2020 ). Xiang Cheng, Tielin Zhang, Shuncheng Jia, and Bo Xu. 2020. meta-dynamic neurons in spiking neural networks for spatio-temporal learning. arXiv preprint arXiv:2010.03140 (2020).

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