Information: Join today and make your research activities more affordable! Technical workshop participation fees and annual registration fees are available at member rates.
Notice: [Important] Announcement of Changes to Registration Fee Payment and Manuscript Upload Procedures for IEICE Technical Meetings
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 2024-08-23 14:55
A Study of Service Improvement for Promoting Energy-Saving Behavior
Shun Hirai, Takuya Nakata (Kobe Univ.), Sachio Saiki (Kochi Univ. of Tech.), Sinan Chen, Masahide Nakamura (Kobe Univ.) SWIM2024-11 SC2024-19
Abstract (in Japanese) (See Japanese page) 
(in English) Climate change, particularly global warming, has become a serious worldwide issue. To address this, the Japanese government has set a goal of achieving a zero carbon society. To realize zero carbon emissions, it is essential to promote energy-saving behaviors among individuals. In a previous study aimed at promoting such energy-saving behaviors, a method was proposed to notify users of energy-saving actions through a virtual agent based on consumption predictions. However, this previous study had some issues, such as insufficient evaluation of the consumption prediction model and lack of consideration for weather influences in consumption forecasts. In this research, we compare the machine learning-based consumption prediction model from the previous study with other models. Additionally, we add weather information as a feature to verify if it improves the accuracy of consumption predictions. Through evaluation using real data, it was confirmed that the addition of features improved the accuracy of consumption prediction. By evaluating and refining the machine learning models, we were able to construct more accurate models.
Keyword (in Japanese) (See Japanese page) 
(in English) Zero carbon / Energy-saving behavior / Power consumption / Machine learning / / / /  
Reference Info. IEICE Tech. Rep., vol. 124, no. 160, SC2024-19, pp. 25-30, Aug. 2024.
Paper # SC2024-19 
Date of Issue 2024-08-16 (SWIM, SC) 
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 SWIM2024-11 SC2024-19

Conference Information
Committee SWIM SC  
Conference Date 2024-08-23 - 2024-08-23 
Place (in Japanese) (See Japanese page) 
Place (in English) Kikai-Shinko-Kaikan Bldg. 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Services Computing and Interprise Modeling Technology for Society 5.0, General 
Paper Information
Registration To SC 
Conference Code 2024-08-SWIM-SC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Study of Service Improvement for Promoting Energy-Saving Behavior 
Sub Title (in English)  
Keyword(1) Zero carbon  
Keyword(2) Energy-saving behavior  
Keyword(3) Power consumption  
Keyword(4) Machine learning  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Shun Hirai  
1st Author's Affiliation Kobe University (Kobe Univ.)
2nd Author's Name Takuya Nakata  
2nd Author's Affiliation Kobe University (Kobe Univ.)
3rd Author's Name Sachio Saiki  
3rd Author's Affiliation Kochi University of Technology (Kochi Univ. of Tech.)
4th Author's Name Sinan Chen  
4th Author's Affiliation Kobe University (Kobe Univ.)
5th Author's Name Masahide Nakamura  
5th Author's Affiliation Kobe University (Kobe Univ.)
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 ()
21st Author's Name  
21st Author's Affiliation ()
22nd Author's Name  
22nd Author's Affiliation ()
23rd Author's Name  
23rd Author's Affiliation ()
24th Author's Name  
24th Author's Affiliation ()
25th Author's Name  
25th Author's Affiliation ()
26th Author's Name / /
26th Author's Affiliation ()
()
27th Author's Name / /
27th Author's Affiliation ()
()
28th Author's Name / /
28th Author's Affiliation ()
()
29th Author's Name / /
29th Author's Affiliation ()
()
30th Author's Name / /
30th Author's Affiliation ()
()
31st Author's Name / /
31st Author's Affiliation ()
()
32nd Author's Name / /
32nd Author's Affiliation ()
()
33rd Author's Name / /
33rd Author's Affiliation ()
()
34th Author's Name / /
34th Author's Affiliation ()
()
35th Author's Name / /
35th Author's Affiliation ()
()
36th Author's Name / /
36th Author's Affiliation ()
()
Speaker Author-1 
Date Time 2024-08-23 14:55:00 
Presentation Time 25 minutes 
Registration for SC 
Paper # SWIM2024-11, SC2024-19 
Volume (vol) vol.124 
Number (no) no.159(SWIM), no.160(SC) 
Page pp.25-30 
#Pages 6 
Date of Issue 2024-08-16 (SWIM, SC) 

[Return to Top Page]

[Return to IEICE Web Page]
The Institute of Electronics, Information and Communication Engineers (IEICE), Japan