AI-Landslide: Software for acquiring hidden insights from global landslide data using Artificial Intelligence

被引:19
作者
Sufi, Fahim K. [1 ]
机构
[1] Fed Govt, Melbourne, Vic, Australia
关键词
Artificial intelligence on global landslide; Intelligent knowledge acquisition; Discovery of hidden insight from landslide data; Landslide decision support system; AI Landslide; MACHINE LEARNING-METHODS; AREA;
D O I
10.1016/j.simpa.2021.100177
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
AI-Landslide is a decision support software for a city planner, disaster recovery strategist or landslide researcher. The software can be deployed in a number of platforms including mobile phones (Android or iOS), tablets or desktop environments. AI-Landslide uses AI based algorithms like automated regression analysis, decomposition analysis and anomaly detection to find out hidden insights on landslide features. The user of AI-landslide does not need to have prior knowledge on AI algorithms, since the right algorithms are executed in the background and the hidden insights on the landslide data are presented in a natural language. AI-Landslide is available at https://github.com/Drsufi/GlobalLandslide.
引用
收藏
页数:5
相关论文
共 17 条
[1]   A comparative study of different machine learning methods for landslide susceptibility assessment: A case study of Uttarakhand area (India) [J].
Binh Thai Pham ;
Pradhan, Biswajeet ;
Bui, Dieu Tien ;
Prakash, Indra ;
Dholakia, M. B. .
ENVIRONMENTAL MODELLING & SOFTWARE, 2016, 84 :240-250
[2]  
Fahim Sufi, 2021, ANAL GLOBAL LANDSLID
[3]   SOLUTION OF NON-LINEAR FINITE-ELEMENT EQUATIONS [J].
MATTHIES, H ;
STRANG, G .
INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 1979, 14 (11) :1613-1626
[4]  
Microsoft Documentation, 2020, MICROSOFT DOCUMENTAT
[5]  
NASA Global Landslide Catalog Points, 2021, NASA COOP OP ONL LAN
[6]  
NOCEDAL J, 1980, MATH COMPUT, V35, P773, DOI 10.1090/S0025-5718-1980-0572855-7
[7]   Time-Series Anomaly Detection Service at Microsoft [J].
Ren, Hansheng ;
Xu, Bixiong ;
Wang, Yujing ;
Yi, Chao ;
Huang, Congrui ;
Kou, Xiaoyu ;
Xing, Tony ;
Yang, Mao ;
Tong, Jie ;
Zhang, Qi .
KDD'19: PROCEEDINGS OF THE 25TH ACM SIGKDD INTERNATIONAL CONFERENCCE ON KNOWLEDGE DISCOVERY AND DATA MINING, 2019, :3009-3017
[8]  
Sufi F, MACHINE LEARNING BAS
[9]   Knowledge Discovery of Global Landslides Using Automated Machine Learning Algorithms [J].
Sufi, Fahim K. ;
Alsulami, Musleh .
IEEE ACCESS, 2021, 9 :131400-131419
[10]   Enhancing the reliability of landslide early warning systems by machine learning [J].
Thirugnanam, Hemalatha ;
Ramesh, Maneesha Vinodini ;
Rangan, Venkat P. .
LANDSLIDES, 2020, 17 (09) :2231-2246