Application of Temperature Prediction Model Based on LSTNet in Telecommunication Room

被引：3

作者：

Lee, Chun-Hsiang ^{[1
]}

Yang, Saisai ^{[1
]}

Fan, Yongqiang ^{[2
]}

Lin, Xiunao ^{[1
]}

Tao, Hongfeng ^{[1
]}

Wu, Chao ^{[3
]}

机构：

[1] Zhejiang Post & Telecom Engn Construct Co Ltd, 170 Kaixuan Rd, Hangzhou, Zhejiang, Peoples R China

[2] Hangzhou Hanggang Cloud Comp Data Ctr Co Ltd, 132 Shenjiaqiao Rd, Hangzhou, Zhejiang, Peoples R China

[3] Zhejiang Univ, Hangzhou, Zhejiang, Peoples R China

来源：

2020 5TH INTERNATIONAL CONFERENCE ON MATHEMATICS AND ARTIFICIAL INTELLIGENCE (ICMAI 2020) | 2020年

关键词：

Temperature prediction system; Online learning; LSTNet; FTRL;

D O I：

10.1145/3395260.3395270

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper, we present an application of a temperature prediction model based on the Long- and Short-term Time-series network (LSTNet). The model allows predicting the indoor temperature for the next 20 to 60 minutes based on the operating status of the telecommunications room and the outdoor weather condition. In addition, we propose a mechanism for the automatic model update that is triggered when the accuracy of the prediction model is reduced or when the telecommunications room equipment is replaced.

引用

页码：114 / 118

页数：5

共 50 条

[1] A new LSTNet-based temperature prediction model for permanent magnet
Guo, Fuyan
Chen, Jiao
Wang, Yue
Cui, Qi
Fu, Weijiang
MEASUREMENT SCIENCE AND TECHNOLOGY, 2024, 35 (06)
[2] Temperature Prediction for Expressway Pavement Icing in Winter Based on XGBoost-LSTNet Variable Weight Combination Model
Zhang, Ning
Mao, Tianyi
Chen, Haotian
Lv, Lu
Wang, Yangchun
Yan, Ying
JOURNAL OF TRANSPORTATION ENGINEERING PART A-SYSTEMS, 2023, 149 (07)
[3] HVAC room temperature prediction control based on neural network model
Li, Shujiang
Ren, Shuang
Wang, Xiangdong
2013 FIFTH INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION (ICMTMA 2013), 2013, : 606 - 609
[4] Application of model based diagnostics to telecommunication satellites
Bearse, TM
Dill, HH
Lynch, ML
1998 IEEE AUTOTESTCON PROCEEDINGS - IEEE SYSTEMS READINESS TECHNOLOGY CONFERENCE, 1998, : 392 - 397
[5] Prediction model of avocado ripening process based on sensory quality at room temperature
Li B.
Peng H.
Zhang D.
Ruan Z.
Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2019, 35 (13): : 285 - 290
[6] A VMD-LSTNet-Attention model for concentration prediction of mixed gases
Gan, Wenchao
Ma, Ruilong
Zhao, Wenlong
Peng, Xiaoyan
Cui, Hao
Yan, Jia
Duan, Shukai
Wang, Lidan
Feng, Peter
Chu, Jin
SENSORS AND ACTUATORS B-CHEMICAL, 2025, 422
[7] Blockchain in churn prediction based telecommunication system on climatic weather application
Quasim, Mohammad Tabrez
Sulaiman, Adel
Shaikh, Asadullah
Younus, Mohammed
SUSTAINABLE COMPUTING-INFORMATICS & SYSTEMS, 2022, 35
[8] APPLICATION OF MODEL-BASED REASONING TO THE MAINTENANCE OF TELECOMMUNICATION NETWORKS
KEHL, W
HOPFMULLER, H
KOUSSEV, T
NEWSTEAD, M
LECTURE NOTES IN ARTIFICIAL INTELLIGENCE, 1992, 604 : 79 - 88
[9] Spatiotemporal Self-Attention-Based LSTNet for Multivariate Time Series Prediction
Wang, Dezheng
Chen, Congyan
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2023, 2023
[10] Application of a trough model for telecommunication purposes
Rothkaehl, H
Stanislawska, I
Leitinger, R
Tulunay, Y
PHYSICS AND CHEMISTRY OF THE EARTH PART C-SOLAR-TERRESTIAL AND PLANETARY SCIENCE, 2000, 25 (04): : 315 - 318

← 1 2 3 4 5 →