| Presentation | 2022-07-07 Greenhouse Microclimate Prediction based on Neural Networks Mujawamariya Marie Grace, Toshiyuki Amagasa, Naoya Fukuda, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Neural Network / Time series / Microclimate / Greenhouse |
| Paper # | LOIS2022-4 |
| Date of Issue | 2022-06-30 (LOIS) |
| Conference Information | |
| Committee | LOIS / IPSJ-DC |
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| Conference Date | 2022/7/7(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hiroyuki Toda(NTT) / Yoshihito Akimoto(Toppan) |
| Vice Chair | Manabu Motegi(Takushoku Univ.) |
| Secretary | Manabu Motegi(Nagasaki Univ.) / (NTT) |
| Assistant | Mana Sasagawa(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Life Intelligence and Office Information Systems / Special Interest Group on Document Communication |
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| Language | ENG |
| 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 |
| 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) |
| Date | 2022-07-07 |
| Paper # | LOIS2022-4 |
| Volume (vol) | vol.122 |
| Number (no) | LOIS-97 |
| Page | pp.pp.1-6(LOIS), |
| #Pages | 6 |
| Date of Issue | 2022-06-30 (LOIS) |