| Paper Abstract and Keywords |
| Presentation |
2016-05-20 11:40
Evaluation of an OpenCL-Based FPGA Platform for Particle Filter Masanori Hariyama, Shunsuke Tatsumi (Tohoku Univ.), Norikazu Ikoma (Nippon Institute of Technology) RECONF2016-22 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Particle filter is one promising method to estimate the internal states in dynamical systems,
and can be used for various applications such as visual tracking and mobile-robot localization.
The major drawback of particle filter is its large computational amount, which causes long computational-time and large power-consumption.
In order to solve this problem, this paper proposes an Field-Programmable Gate Array (FPGA) platform for particle filter.
The platform is designed using the OpenCL-based design tool that allows users to develop using a high-level programming language based on C and to change designs easily for various applications.
The implementation results demonstrate the proposed FPGA implementation is 106 times faster than the CPU one, and the power-delay product of the FPGA implementation is 1.1% of the CPU one.
Moreover, implementations for three different systems are shown to demonstrate flexibility of the proposed platform. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
particle filter / Monte Carlo method / parallel processing / OpenCL / OpenCL / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 116, no. 53, RECONF2016-22, pp. 109-113, May 2016. |
| Paper # |
RECONF2016-22 |
| Date of Issue |
2016-05-12 (RECONF) |
| ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
RECONF2016-22 |
| Conference Information |
| Committee |
RECONF |
| Conference Date |
2016-05-19 - 2016-05-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
FUJITSU LAB. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Reconfigurable Systems, etc. |
| Paper Information |
| Registration To |
RECONF |
| Conference Code |
2016-05-RECONF |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Evaluation of an OpenCL-Based FPGA Platform for Particle Filter |
| Sub Title (in English) |
|
| Keyword(1) |
particle filter |
| Keyword(2) |
Monte Carlo method |
| Keyword(3) |
parallel processing |
| Keyword(4) |
OpenCL |
| Keyword(5) |
OpenCL |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Masanori Hariyama |
| 1st Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 2nd Author's Name |
Shunsuke Tatsumi |
| 2nd Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 3rd Author's Name |
Norikazu Ikoma |
| 3rd Author's Affiliation |
Nippon Institute of Technology (Nippon Institute of Technology) |
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| Speaker |
Author-1 |
| Date Time |
2016-05-20 11:40:00 |
| Presentation Time |
20 minutes |
| Registration for |
RECONF |
| Paper # |
RECONF2016-22 |
| Volume (vol) |
vol.116 |
| Number (no) |
no.53 |
| Page |
pp.109-113 |
| #Pages |
5 |
| Date of Issue |
2016-05-12 (RECONF) |