An FPGA Acceleration and Optimization Techniques for 2D LiDAR SLAM Algorithm

Author:

SUGIURA Keisuke1,MATSUTANI Hiroki1

Affiliation:

1. Graduate School of Science and Technology, Keio University

Publisher

Institute of Electronics, Information and Communications Engineers (IEICE)

Subject

Artificial Intelligence,Electrical and Electronic Engineering,Computer Vision and Pattern Recognition,Hardware and Architecture,Software

Reference30 articles.

1. [1] M.W.M.G. Dissanayake, P. Newman, S. Clark, H. Durrant-Whyte, and M. Csorba, “A Solution to the Simultaneous Localisation and Map Building (SLAM) Problem,” IEEE Trans. Robot. Autom., vol.17, no.3, pp.229-241, June 2001. 10.1109/70.938381

2. [2] M. Montemerlo, S. Thrun, D. Koller, and B. Wegbreit, “FastSLAM: A Factored Solution to the Simultaneous Localization and Mapping Problem,” Proc. AAAI National Conference on Artificial Intelligence, pp.593-598, 2002.

3. [3] M. Montemerlo, S. Thrun, D. Koller, and B. Wegbreit, “FastSLAM 2.0: An Improved Particle Filtering Algorithm for Simultaneous Localization and Mapping that Provably Converges,” Proc. International Joint Conference on Artificial Intelligence (IJCAI), pp.1151-1156, June 2003.

4. [4] G. Grisetti, C. Stachniss, and W. Burgard, “Improved Techniques for Grid Mapping with Rao-Blackwellized Particle Filters,” IEEE Trans. Robot., vol.23, no.1, pp.32-46, March 2007. 10.1109/tro.2006.889486

5. [5] J.M. Santos, D. Portugal, and R.P. Rocha, “An evaluation of 2D SLAM techniques available in Robot Operating System,” Proc. IEEE International Symposium on Safety, Security, and Rescue Robotics (SSRR), pp.1-6, Oct. 2013. 10.1109/ssrr.2013.6719348

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