IEICE Technical Committee Submission System
Conference Paper's Information
Online Proceedings
[Sign in]
Tech. Rep. Archives
 Go Top Page Go Previous   [Japanese] / [English] 

Paper Abstract and Keywords
Presentation 2016-09-30 13:30
Power Control for Smart Home Based on Solar Power Prediction Using Machine Learning
Shun Muraoka, Go Hasegawa, Kazuhiro Matsuda, Morito Matsuoka (Osaka Univ.), Yoshiki Makino, Yasuo Tan (JAIST) NS2016-86
Abstract (in Japanese) (See Japanese page) 
(in English) In this paper, we proposed a power management algorithm based on the photovoltaic power predicted by a machine learning.
The power generation model of the solar cell was built by using a set of measured values of the actual solar cell located in the smart home in JAIST.
The future generation value was predicted with the weather forecast by using the model as the test data.
The Root Mean Square Error(RMSE) of total photovoltaic power generation using test data reached around 2.9 [kWh]. The standard deviation also reached around 2.0 [kWh].
The electric power flow between the system power and the smart home was managed for the cost function, including $mathrm{CO_{2}}$ emission and power consumption, to be minimum.
Eventually, around 82% $mathrm{CO_{2}}$ emission was demonstrated to be decreased by using the algorithm.
We also apply the algorithm for the electric bill as the cost function with Feed-in Tariff system.
As a result, 17% of the electric bill was demonstrated to be lower than that without the algorithm.
Keyword (in Japanese) (See Japanese page) 
(in English) Machine Learning / Photovoltaic Power Generation / Smart Home / Electric Power Control / / / /  
Reference Info. IEICE Tech. Rep., vol. 116, no. 230, NS2016-86, pp. 67-72, Sept. 2016.
Paper # NS2016-86 
Date of Issue 2016-09-22 (NS) 
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 NS2016-86

Conference Information
Committee NS CS IN NV  
Conference Date 2016-09-29 - 2016-09-30 
Place (in Japanese) (See Japanese page) 
Place (in English) Tohoku Univ. 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Post IP networking, Next Generation Network (NGN)/New Generation Network (NWGN), Contingency Plan/BCP, Network Coding/Network Algorithms, Session Management (SIP/IMS), Internetworking/Standardization, Network configuration, etc. 
Paper Information
Registration To NS 
Conference Code 2016-09-NS-CS-IN-NV 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Power Control for Smart Home Based on Solar Power Prediction Using Machine Learning 
Sub Title (in English)  
Keyword(1) Machine Learning  
Keyword(2) Photovoltaic Power Generation  
Keyword(3) Smart Home  
Keyword(4) Electric Power Control  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Shun Muraoka  
1st Author's Affiliation Osaka University (Osaka Univ.)
2nd Author's Name Go Hasegawa  
2nd Author's Affiliation Osaka University (Osaka Univ.)
3rd Author's Name Kazuhiro Matsuda  
3rd Author's Affiliation Osaka University (Osaka Univ.)
4th Author's Name Morito Matsuoka  
4th Author's Affiliation Osaka University (Osaka Univ.)
5th Author's Name Yoshiki Makino  
5th Author's Affiliation Japan Advanced Institute of Science and Technology (JAIST)
6th Author's Name Yasuo Tan  
6th Author's Affiliation Japan Advanced Institute of Science and Technology (JAIST)
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 2016-09-30 13:30:00 
Presentation Time 25 minutes 
Registration for NS 
Paper # NS2016-86 
Volume (vol) vol.116 
Number (no) no.230 
Page pp.67-72 
#Pages
Date of Issue 2016-09-22 (NS) 


[Return to Top Page]

[Return to IEICE Web Page]


The Institute of Electronics, Information and Communication Engineers (IEICE), Japan