IGSNRR OpenIR

Browse/Search Results:  1-10 of 34 Help

Selected(0)Clear Items/Page:    Sort:
Spatiotemporal estimation of satellite-borne and ground-level NO2 using full residual deep networks 期刊论文
REMOTE SENSING OF ENVIRONMENT, 2021, 卷号: 254, 页码: 22
Authors:  Li, Lianfa;  Wu, Jiajie
Favorite  |  View/Download:5/0  |  Submit date:2021/03/15
OMI-NO2 columns  Imputation of missing values  Full residual deep network  Bagging  Ground-level NO2 estimation  Traffic and land-use variables  Uncertainty  
Reservoir risk modelling using a hybrid approach based on the feature selection technique and ensemble methods 期刊论文
GEOCARTO INTERNATIONAL, 2020, 页码: 25
Authors:  Xiong, Junnan;  Pang, Quan;  Cheng, Weiming;  Wang, Nan;  Yong, Zhiwei
Favorite  |  View/Download:7/0  |  Submit date:2021/03/15
Flash flood  reservoir risk  J48 Decision Tree  genetic algorithm  Bagging  random forest  China  
Modeling landslide susceptibility using LogitBoost alternating decision trees and forest by penalizing attributes with the bagging ensemble 期刊论文
SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 卷号: 718, 页码: 15
Authors:  Hong, Haoyuan;  Liu, Junzhi;  Zhu, A-Xing
Favorite  |  View/Download:11/0  |  Submit date:2020/05/19
Landslide  LogitBoost alternating decision trees  Forest by penalizing attributes  Bagging  Integration model  
Spatiotemporal imputation of MAIAC AOD using deep learning with downscaling 期刊论文
REMOTE SENSING OF ENVIRONMENT, 2020, 卷号: 237, 页码: 17
Authors:  Li, Lianfa;  Franklin, Meredith;  Girguis, Mariam;  Lurmann, Frederick;  Wu, Jun;  Pavlovic, Nathan;  Breton, Carrie;  Gilliland, Frank;  Habre, Rima
Favorite  |  View/Download:10/0  |  Submit date:2020/05/19
Aerosol Optical Depth  MAIAC  MERRA-2 GMI Replay Simulation  Deep learning  Downscaling  Missingness imputation  Air quality  
A Robust Deep Learning Approach for Spatiotemporal Estimation of Satellite AOD and PM2.5 期刊论文
REMOTE SENSING, 2020, 卷号: 12, 期号: 2, 页码: 27
Authors:  Li, Lianfa
Favorite  |  View/Download:11/0  |  Submit date:2020/05/19
PM2.5  satellite AOD  deep learning  autoencoder  residual network  exposure estimation  high spatiotemporal resolution  
Cluster-based bagging of constrained mixed-effects models for high spatiotemporal resolution nitrogen oxides prediction over large regions 期刊论文
ENVIRONMENT INTERNATIONAL, 2019, 卷号: 128, 页码: 310-323
Authors:  Li, Lianfa;  Girguis, Mariam;  Lurmann, Frederick;  Wu, Jun;  Urman, Robert;  Rappaport, Edward;  Ritz, Beate;  Franklin, Meredith;  Breton, Carrie;  Gilliland, Frank;  Habre, Rima
Favorite  |  View/Download:34/0  |  Submit date:2019/09/24
Air pollution  Nitrogen oxides  Spatiotemporal variability  Generalization  Machine learning  Cluster methods  
Estimation of PM2.5 concentrations at a high spatiotemporal resolution using constrained mixed-effect bagging models with MAIAC aerosol optical depth 期刊论文
REMOTE SENSING OF ENVIRONMENT, 2018, 卷号: 217, 页码: 573-586
Authors:  Li, Lianfa;  Zhang, Jiehao;  Meng, Xia;  Fang, Ying;  Ge, Yong;  Wang, Jinfeng;  Wang, Chengyi;  Wu, Jun;  Kan, Haidong
Favorite  |  View/Download:34/0  |  Submit date:2019/05/23
PM2.5  MAIAC AOD  High spatiotemporal resolution  Temporal variation  AOD-PM2.5 associations  Spatial effects  Missingness  Machine learning  
PM2.5浓度的多源时空预测——以山东省为例 学位论文
硕士, 北京: 中国科学院研究生院, 2017
Authors:  张杰昊
View  |  Adobe PDF(4317Kb)  |  Favorite  |  View/Download:173/63  |  Submit date:2017/11/20
An Ensemble Spatiotemporal Model for Predicting PM2.5 Concentrations 期刊论文
INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2017, 卷号: 14, 期号: 5, 页码: 20
Authors:  Li, Lianfa;  Zhang, Jiehao;  Qiu, Wenyang;  Wang, Jinfeng;  Fang, Ying
Favorite  |  View/Download:9/0  |  Submit date:2019/09/25
PM2.5  PM10 predictor  exposure estimation  kriging  ensemble model  
基于gCLUTO的空间格局相似性聚类分析 学位论文
硕士: 中国科学院地理科学与资源研究所, 2016
Authors:  胡夏天
Adobe PDF(3375Kb)  |  Favorite  |  View/Download:119/32  |  Submit date:2017/09/30