Advanced Machine Learning and Big Data Analytics in Remote Sensing for Natural Hazards Management

被引：9

作者：

Martinez-Alvarez, Francisco ^{[1
]}

Dieu Tien Bui ^{[2
]}

机构：

[1] Pablo de Olavide Univ, Data Sci & Big Data Lab, ES-41013 Seville, Spain

[2] Univ South Eastern Norway, Dept Business & IT, Geog Informat Syst Grp, N-3800 Bo I Telemark, Norway

来源：

REMOTE SENSING | 2020年 / 12卷 / 02期

关键词：

data mining; big data; remote sensing; GIS; spatio-temporal analysis; information fusion; natural hazards;

D O I：

10.3390/rs12020301

中图分类号：

X [环境科学、安全科学];

学科分类号：

08 ; 0830 ;

摘要：

This editorial summarizes the performance of the special issue entitled Advanced Machine Learning and Big Data Analytics in Remote Sensing for Natural Hazards Management, which was published at MDPI's Remote Sensing journal. The special issue took place in years 2018 and 2019 and accepted a total of nine papers from authors of thirteen different countries. So far, these papers have dealt with 116 cites. Earthquakes, landslides, floods, wildfire and soil salinity were the topics analyzed. New methods were introduced, with applications of the utmost relevance.

引用

页数：3

共 10 条

[1] A Hybrid Analytic Network Process and Artificial Neural Network (ANP-ANN) Model for Urban Earthquake Vulnerability Assessment [J].

Alizadeh, Mohsen ;

Ngah, Ibrahim ;

Hashim, Mazlan ;

Pradhan, Biswajeet ;

Pour, Amin Beiranvand .

REMOTE SENSING, 2018, 10 (06)

[2] A Novel Integrated Approach of Relevance Vector Machine Optimized by Imperialist Competitive Algorithm for Spatial Modeling of Shallow Landslides (vol 10, 1538, 2018) [J].

Dieu Tien Bui ;

Shahabi, Himan ;

Shirzadi, Ataollah ;

Chapi, Kamran Kamran ;

Nhat-Duc Hoang ;

Binh Thai Pham ;

Quang-Thanh Bui ;

Tran, Chuyen-Trung ;

Panahi, Mahdi ;

Bin Ahmad, Baharin ;

Saro, Lee .

REMOTE SENSING, 2019, 11 (01)

[3] A Novel Integrated Approach of Relevance Vector Machine Optimized by Imperialist Competitive Algorithm for Spatial Modeling of Shallow Landslides [J].

Dieu Tien Bui ;

Shahabi, Himan ;

Shirzadi, Ataollah ;

Chapi, Kamran ;

Nhat-Duc Hoang ;

Binh Thai Pham ;

Quang-Thanh, Bui ;

Chuyen-Trung Tran ;

Panahi, Mahdi ;

Bin Ahamd, Baharin ;

Saro, Lee .

REMOTE SENSING, 2018, 10 (10)

[4] Landslide Detection and Susceptibility Mapping by AIRSAR Data Using Support Vector Machine and Index of Entropy Models in Cameron Highlands, Malaysia [J].

Dieu Tien Bui ;

Shahabi, Himan ;

Shirzadi, Ataollah ;

Chapi, Kamran ;

Alizadeh, Mohsen ;

Chen, Wei ;

Mohammadi, Ayub ;

Bin Ahmad, Baharin ;

Panahi, Mahdi ;

Hong, Haoyuan ;

Tian, Yingying .

REMOTE SENSING, 2018, 10 (10)

[5] Evaluating GIS-Based Multiple Statistical Models and Data Mining for Earthquake and Rainfall-Induced Landslide Susceptibility Using the LiDAR DEM [J].

Dou, Jie ;

Yunus, Ali P. ;

Dieu Tien Bui ;

Sahana, Mehebub ;

Chen, Chi-Wen ;

Zhu, Zhongfan ;

Wang, Weidong ;

Binh Thai Pham .

REMOTE SENSING, 2019, 11 (06)

[6] Wildfire Probability Mapping: Bivariate vs. Multivariate Statistics [J].

Jaafari, Abolfazl ;

Mafi-Gholami, Davood ;

Binh Thai Pham ;

Dieu Tien Bui .

REMOTE SENSING, 2019, 11 (06)

[7] Identifying Collapsed Buildings Using Post-Earthquake Satellite Imagery and Convolutional Neural Networks: A Case Study of the 2010 Haiti Earthquake [J].

Ji, Min ;

Liu, Lanfa ;

Buchroithner, Manfred .

REMOTE SENSING, 2018, 10 (11)

[8] Soil Salinity Mapping Using SAR Sentinel-1 Data and Advanced Machine Learning Algorithms: A Case Study at Ben Tre Province of the Mekong River Delta (Vietnam) [J].

Pham Viet Hoa ;

Nguyen Vu Giang ;

Nguyen An Binh ;

Le Vu Hong Hai ;

Tien-Dat Pham ;

Hasanlou, Mahdi ;

Dieu Tien Bui .

REMOTE SENSING, 2019, 11 (02)

[9] Data Field-Based K-Means Clustering for Spatio-Temporal Seismicity Analysis and Hazard Assessment [J].

Shang, Xueyi ;

Li, Xibing ;

Morales-Esteban, Antonio ;

Asencio-Cortes, Gualberto ;

Wang, Zewei .

REMOTE SENSING, 2018, 10 (03)

[10] A Hybrid GIS Multi-Criteria Decision-Making Method for Flood Susceptibility Mapping at Shangyou, China [J].

Wang, Yi ;

Hong, Haoyuan ;

Chen, Wei ;

Li, Shaojun ;

Pamucar, Dragan ;

Gigovic, Ljubomir ;

Drobnjak, Sinisa ;

Dieu Tien Bui ;

Duan, Hexiang .

REMOTE SENSING, 2019, 11 (01)

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