SHORT-TERM PREDICTION OF LOCALIZED CLOUD MOTION USING GROUND-BASED SKY IMAGERS

被引：0

作者：

Dev, Soumyabrata ^{[1
]}

Savoy, Florian M. ^{[2
]}

Lee, Yee Hui ^{[1
]}

Winkler, Stefan ^{[2
]}

机构：

[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore, Singapore

[2] Univ Illinois, ADSC, Singapore, Singapore

来源：

PROCEEDINGS OF THE 2016 IEEE REGION 10 CONFERENCE (TENCON) | 2016年

关键词：

TRACKING;

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

Fine-scale short-term cloud motion prediction is needed for several applications, including solar energy generation and satellite communications. In tropical regions such as Singapore, clouds are mostly formed by convection; they are very localized, and evolve quickly. We capture hemispherical images of the sky at regular intervals of time using ground-based cameras. They provide a high resolution and localized cloud images. We use two successive frames to compute optical flow and predict the future location of clouds. We achieve good prediction accuracy for a lead time of up to 5 minutes.

引用

页码：2563 / 2566

页数：4

共 50 条

[21] Cloud detection method using ground-based sky images based on clear sky library and superpixel local threshold
Niu, Yinsen
Song, Jifeng
Zou, Lianglin
Yan, Zixuan
Lin, Xilong
[J]. RENEWABLE ENERGY, 2024, 226
[22] Ultra-short-term prediction method of photovoltaic electric field power based on ground-based cloud image segmentation
Shen, Runjie
Xing, Ruimin
Wang, Yiying
Hua, Danqiong
Ma, Ming
[J]. 2020 INTERNATIONAL CONFERENCE ON ENERGY, ENVIRONMENT AND BIOENGINEERING (ICEEB 2020), 2020, 185
[23] Cloud Tracking from Whole-Sky Ground-based Images
El Jaouhari, Zakaria
Zaz, Youssef
Masmoudi, Lhoussain
[J]. PROCEEDINGS OF 2015 3RD IEEE INTERNATIONAL RENEWABLE AND SUSTAINABLE ENERGY CONFERENCE (IRSEC'15), 2015, : 1160 - 1164
[24] Aerosol and cloud optical properties by ground-based sky radiometer measurements
Aoki, Kazuma
[J]. 15TH INTERNATIONAL SCHOOL ON QUANTUM ELECTRONICS: LASER PHYSICS AND APPLICATIONS, 2008, 7027
[25] Prediction Interval Estimation and Deterministic Forecasting Model Using Ground-Based Sky Image
Zhang, Xinyang
Zhen, Zhao
Sun, Yiqian
Wang, Fei
Zhang, Yagang
Ren, Hui
Ma, Hui
Zhang, Wei
[J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2023, 59 (02) : 2210 - 2224
[26] Combined ultra-short-term prediction method of PV power considering ground-based cloud images and chaotic characteristics
Wang, Yufei
Wang, Xianzhe
Hao, Deyang
Sang, Yiyan
Xue, Hua
Mi, Yang
[J]. SOLAR ENERGY, 2024, 274
[27] Short-term ship motion attitude prediction based on LSTM and GPR
Sun, Qian
Tang, Zhong
Gao, Jingpeng
Zhang, Guochang
[J]. APPLIED OCEAN RESEARCH, 2022, 118
[28] Study on Very Short-term Solar Irradiance Forecasting Methods Using Ground Based Cloud Image
Cao Xiao
Chen Zhi-bao
Ding Yuyu
Zhou Hai
Ding Jie
[J]. AASRI CONFERENCE ON POWER AND ENERGY SYSTEMS, 2012, 2 : 174 - 179
[29] Color-Based Segmentation of Sky/Cloud Images From Ground-Based Cameras
Dev, Soumyabrata
Lee, Yee Hui
Winkler, Stefan
[J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2017, 10 (01) : 231 - 242
[30] Cloud Detection on Ground-Based Sky Images with Brightness Reduction of Circumsolar Region
Kruakaew, Rujipart
Banjerdpongchai, David
Hoonchareon, Naebboon
[J]. 2018 15TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2018, : 333 - 336

← 1 2 3 4 5 →