Paper Abstract and Keywords |
Presentation |
2023-01-23 11:20
Initial Evaluation of FPGA Logic Element Placement Method Using Feature Extraction with Autoencoder Junpei Sanuki, Ibuki Watanabe, Atsushi Kubota, Tetsuo Hironaka (HCU) VLD2022-58 RECONF2022-81 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The SA method is widely used as a logic device placement method for FPGAs. We have introduced neural networks to the placement evaluation of the SA method to obtain better placement. However, there is still room for optimization in the placement evaluation. In this paper, we propose a multi-layered model that combines an autoencoder model, aiming to improve the learning accuracy and placement and routing results. The proposed model improves placement evaluation accuracy by approximately 7% compared to the conventional model. The proposed model can also be applied to the placement evaluation of the SA method to improve the wiring congestion and critical path delay. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
FPGA / MachineLearning / Placement / CAD / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 354, RECONF2022-81, pp. 13-18, Jan. 2023. |
Paper # |
RECONF2022-81 |
Date of Issue |
2023-01-16 (VLD, RECONF) |
ISSN |
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 |
VLD2022-58 RECONF2022-81 |
Conference Information |
Committee |
IPSJ-SLDM RECONF VLD |
Conference Date |
2023-01-23 - 2023-01-24 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Raiosha, Hiyoshi Campus, Keio University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
FPGA Applications, etc. |
Paper Information |
Registration To |
RECONF |
Conference Code |
2023-01-SLDM-RECONF-VLD |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Initial Evaluation of FPGA Logic Element Placement Method Using Feature Extraction with Autoencoder |
Sub Title (in English) |
|
Keyword(1) |
FPGA |
Keyword(2) |
MachineLearning |
Keyword(3) |
Placement |
Keyword(4) |
CAD |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Junpei Sanuki |
1st Author's Affiliation |
Hiroshima City University (HCU) |
2nd Author's Name |
Ibuki Watanabe |
2nd Author's Affiliation |
Hiroshima City University (HCU) |
3rd Author's Name |
Atsushi Kubota |
3rd Author's Affiliation |
Hiroshima City University (HCU) |
4th Author's Name |
Tetsuo Hironaka |
4th Author's Affiliation |
Hiroshima City University (HCU) |
5th Author's Name |
|
5th Author's Affiliation |
() |
6th Author's Name |
|
6th Author's Affiliation |
() |
7th Author's Name |
|
7th Author's Affiliation |
() |
8th Author's Name |
|
8th Author's Affiliation |
() |
9th Author's Name |
|
9th Author's Affiliation |
() |
10th Author's Name |
|
10th Author's Affiliation |
() |
11th Author's Name |
|
11th Author's Affiliation |
() |
12th Author's Name |
|
12th Author's Affiliation |
() |
13th Author's Name |
|
13th Author's Affiliation |
() |
14th Author's Name |
|
14th Author's Affiliation |
() |
15th Author's Name |
|
15th Author's Affiliation |
() |
16th Author's Name |
|
16th Author's Affiliation |
() |
17th Author's Name |
|
17th Author's Affiliation |
() |
18th Author's Name |
|
18th Author's Affiliation |
() |
19th Author's Name |
|
19th Author's Affiliation |
() |
20th Author's Name |
|
20th Author's Affiliation |
() |
Speaker |
Author-1 |
Date Time |
2023-01-23 11:20:00 |
Presentation Time |
25 minutes |
Registration for |
RECONF |
Paper # |
VLD2022-58, RECONF2022-81 |
Volume (vol) |
vol.122 |
Number (no) |
no.353(VLD), no.354(RECONF) |
Page |
pp.13-18 |
#Pages |
6 |
Date of Issue |
2023-01-16 (VLD, RECONF) |
|