Paper Abstract and Keywords |
Presentation |
2022-07-07 11:00
Greenhouse Microclimate Prediction based on Neural Networks Mujawamariya Marie Grace (Univ. of Tsukuba), Toshiyuki Amagasa (CCS, Univ. of Tsukuba), Naoya Fukuda (Univ. of Tsukuba) LOIS2022-4 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Multivariate time series prediction approaches have been significant in wide range of real-world application. This paper presents Neural Networks forecasting techniques which take as input multivariate time series data captured by sensors inside a greenhouse, and satellite weather data and predict environmental parameters such as temperature inside the greenhouse over 6 hours and 12 hours in the future. We report results of the prediction model and evaluate our models predictions accuracy based on MAE metric and standard deviation for the stability. Finally, we highlight and discuss about microclimate parameters that have significant effect for predicting precise temperature inside the greenhouse. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Neural Network / Time series / Microclimate / Greenhouse / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 97, LOIS2022-4, pp. 1-6, July 2022. |
Paper # |
LOIS2022-4 |
Date of Issue |
2022-06-30 (LOIS) |
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 |
LOIS2022-4 |
Conference Information |
Committee |
LOIS IPSJ-DC |
Conference Date |
2022-07-07 - 2022-07-07 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
|
Paper Information |
Registration To |
LOIS |
Conference Code |
2022-07-LOIS-DC |
Language |
English |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Greenhouse Microclimate Prediction based on Neural Networks |
Sub Title (in English) |
|
Keyword(1) |
Neural Network |
Keyword(2) |
Time series |
Keyword(3) |
Microclimate |
Keyword(4) |
Greenhouse |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Mujawamariya Marie Grace |
1st Author's Affiliation |
University of Tsukuba (Univ. of Tsukuba) |
2nd Author's Name |
Toshiyuki Amagasa |
2nd Author's Affiliation |
Center for Computational Sciences, University of Tsukuba (CCS, Univ. of Tsukuba) |
3rd Author's Name |
Naoya Fukuda |
3rd Author's Affiliation |
Faculty of Life and Environmental Sciences, University of Tsukub (Univ. of Tsukuba) |
4th Author's Name |
|
4th Author's Affiliation |
() |
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 |
2022-07-07 11:00:00 |
Presentation Time |
25 minutes |
Registration for |
LOIS |
Paper # |
LOIS2022-4 |
Volume (vol) |
vol.122 |
Number (no) |
no.97 |
Page |
pp.1-6 |
#Pages |
6 |
Date of Issue |
2022-06-30 (LOIS) |
|