1,722,362 research outputs found
Vegetation Classification and Evaluation of Yancheng Coastal Wetlands Based on Random Forest Algorithm from Sentinel-2 Images
The identification of wetland vegetation is essential for environmental protection and
management, as well as for monitoring wetlands’ health and assessing ecosystem services. However,
some limitations on vegetation classification may be related to remote sensing technology,
confusion between plant species, and challenges related to inadequate data accuracy. In this paper,
vegetation classification in the Yancheng Coastal Wetlands is studied and evaluated from Sentinel-2
images based on a random forest algorithm. Based on consistent time series from remote sensing
observations, the characteristic patterns of the Yancheng Coastal Wetlands were better captured.
Firstly, the spectral features, vegetation indices, and phenological characteristics were extracted
from remote sensing images, and classification products were obtained by constructing a dense time
series using a dataset based on Sentinel-2 images in Google Earth Engine (GEE). Then, remote sensing
classification products based on the random forest machine learning algorithm were obtained,
with an overall accuracy of 95.64% and kappa coefficient of 0.94. Four indicators (POP, SOS, NDVIre,
and B12) were the main contributors to the importance of the weight analysis of all features. Comparative
experiments were conducted with different classification features. The results show that
the method proposed in this paper has better classification
sj-docx-1-wso-10.1177_17474930221096552 – Supplemental material for Telomere length and stroke recurrence after ischemic stroke and TIA
Supplemental material, sj-docx-1-wso-10.1177_17474930221096552 for Telomere length and stroke recurrence after ischemic stroke and TIA by Xing Zhang, Si Cheng, Zixiao Li, Hongqiu Gu, Yingyu Jiang, Hao Li, Xia Meng and Yongjun Wang in International Journal of Stroke</p
sj-pdf-5-wso-10.1177_17474930211052816 - Supplemental material for Posterior circulation stroke due to vertebral artery disease in the Chinese population
Supplemental material, sj-pdf-5-wso-10.1177_17474930211052816 for Posterior circulation stroke due to vertebral artery disease in the Chinese population by Changqing Zhang, Zixiao Li, Liping Liu, Yuehua Pu, Xinying Zou, Hongyi Yan, Yuesong Pan, Xingquan Zhao, Yilong Wang and Yongjun Wang in International Journal of Stroke</p
sj-pdf-2-wso-10.1177_17474930211052816 - Supplemental material for Posterior circulation stroke due to vertebral artery disease in the Chinese population
Supplemental material, sj-pdf-2-wso-10.1177_17474930211052816 for Posterior circulation stroke due to vertebral artery disease in the Chinese population by Changqing Zhang, Zixiao Li, Liping Liu, Yuehua Pu, Xinying Zou, Hongyi Yan, Yuesong Pan, Xingquan Zhao, Yilong Wang and Yongjun Wang in International Journal of Stroke</p
sj-pdf-6-wso-10.1177_17474930211052816 - Supplemental material for Posterior circulation stroke due to vertebral artery disease in the Chinese population
Supplemental material, sj-pdf-6-wso-10.1177_17474930211052816 for Posterior circulation stroke due to vertebral artery disease in the Chinese population by Changqing Zhang, Zixiao Li, Liping Liu, Yuehua Pu, Xinying Zou, Hongyi Yan, Yuesong Pan, Xingquan Zhao, Yilong Wang and Yongjun Wang in International Journal of Stroke</p
sj-pdf-7-wso-10.1177_17474930211052816 - Supplemental material for Posterior circulation stroke due to vertebral artery disease in the Chinese population
Supplemental material, sj-pdf-7-wso-10.1177_17474930211052816 for Posterior circulation stroke due to vertebral artery disease in the Chinese population by Changqing Zhang, Zixiao Li, Liping Liu, Yuehua Pu, Xinying Zou, Hongyi Yan, Yuesong Pan, Xingquan Zhao, Yilong Wang and Yongjun Wang in International Journal of Stroke</p
Supplemental Material - Prevalence and Associated Factors of Atherosclerotic Plaque and Stenosis in Renal Arteries: A Community-Based Study
Supplemental Material for Prevalence and Associated Factors of Atherosclerotic Plaque and Stenosis in Renal Arteries: A Community-Based Study by Dongxue Wang, Yuesong Pan, Xueli Cai, Jing Jing, Hongyi Yan, Suying Wang, Xia Meng, Lerong Mei, Yanli Zhang, Shan Li, Tiemin Wei, Yilun Zhou and Yongjun Wang in Angiology</p
sj-pdf-4-wso-10.1177_17474930211052816 - Supplemental material for Posterior circulation stroke due to vertebral artery disease in the Chinese population
Supplemental material, sj-pdf-4-wso-10.1177_17474930211052816 for Posterior circulation stroke due to vertebral artery disease in the Chinese population by Changqing Zhang, Zixiao Li, Liping Liu, Yuehua Pu, Xinying Zou, Hongyi Yan, Yuesong Pan, Xingquan Zhao, Yilong Wang and Yongjun Wang in International Journal of Stroke</p
sj-pdf-3-wso-10.1177_17474930211052816 - Supplemental material for Posterior circulation stroke due to vertebral artery disease in the Chinese population
Supplemental material, sj-pdf-3-wso-10.1177_17474930211052816 for Posterior circulation stroke due to vertebral artery disease in the Chinese population by Changqing Zhang, Zixiao Li, Liping Liu, Yuehua Pu, Xinying Zou, Hongyi Yan, Yuesong Pan, Xingquan Zhao, Yilong Wang and Yongjun Wang in International Journal of Stroke</p
sj-pdf-1-wso-10.1177_17474930211052816 - Supplemental material for Posterior circulation stroke due to vertebral artery disease in the Chinese population
Supplemental material, sj-pdf-1-wso-10.1177_17474930211052816 for Posterior circulation stroke due to vertebral artery disease in the Chinese population by Changqing Zhang, Zixiao Li, Liping Liu, Yuehua Pu, Xinying Zou, Hongyi Yan, Yuesong Pan, Xingquan Zhao, Yilong Wang and Yongjun Wang in International Journal of Stroke</p
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