Data Mining and Data-Driven Modelling in Engineering Geology Applications

被引:2
作者
Doglioni, Angelo [1 ]
Galeandro, Annalisa [1 ]
Simeone, Vincenzo [1 ]
机构
[1] Tech Univ Bari, Dept Civil Engn & Architecture, I-70125 Bari, Italy
来源
ENGINEERING GEOLOGY FOR SOCIETY AND TERRITORY, VOL 5: URBAN GEOLOGY, SUSTAINABLE PLANNING AND LANDSCAPE EXPLOITATION | 2015年
关键词
Data mining; Data-driven; Non-linear behavior; Scientific knowledge discovery; Numerical modelling; Engineering geology; WAVELET TRANSFORM; FEATURES; SOIL;
D O I
10.1007/978-3-319-09048-1_126
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
During the last decade, the increasing monitoring and measurement data availability as well as a diffused power of computation, is encouraging scientists and practitioners at using data-mining techniques to improve the knowledge of natural and engineering system and to model identified from data, namely data-driven models. Interesting results, both from the practical and scientific viewpoints can be obtained. Here a review of some of the mostly used data-driven techniques is given, showing how they are used in an Engineering Geology framework. Some specific examples are provided, emphasizing potentialities of data-driven modelling applied to Engineering Geology.
引用
收藏
页码:647 / 650
页数:4
相关论文
共 24 条
[1]   The application of genetic algorithm in debris flows prediction [J].
Chang, Tung-Chiung ;
Chien, Yue-Hone .
ENVIRONMENTAL GEOLOGY, 2007, 53 (02) :339-347
[2]  
Daubechies I., 1992, COMPUT PHYS, V6, P697, DOI DOI 10.1063/1.4823127
[3]  
Doglioni A, 2014, GRANT, V3
[4]  
Doglioni A, 2011, ADV RES AQUATIC ENV, V1, P233, DOI [10.1007/978-3-642-19902-8_27, DOI 10.1007/978-3-642-19902-8_27]
[5]  
Doglioni A, 2013, REND ONLINE SOC GEOL, V24, P104
[6]   Geomorphometric analysis based on discrete wavelet transform [J].
Doglioni, Angelo ;
Simeone, Vincenzo .
ENVIRONMENTAL EARTH SCIENCES, 2014, 71 (07) :3095-3108
[7]   Evolutionary polynomial regression to alert rainfall-triggered landslide reactivation [J].
Doglioni, Angelo ;
Fiorillo, Francesco ;
Guadagno, Francesco ;
Simeone, Vincenzo .
LANDSLIDES, 2012, 9 (01) :53-62
[8]   Inferring groundwater system dynamics from hydrological time-series data [J].
Doglioni, Angelo ;
Mancarella, Davide ;
Simeone, Vincenzo ;
Giustolisi, Orazio .
HYDROLOGICAL SCIENCES JOURNAL, 2010, 55 (04) :593-608
[9]   Cretaceous structural features of the Murge area (Apulian Foreland, Southern Italy) [J].
Festa, V .
ECLOGAE GEOLOGICAE HELVETIAE, 2003, 96 (01) :11-22
[10]   An evolutionary multiobjective strategy for the effective management of groundwater resources [J].
Giustolisi, O. ;
Doglioni, A. ;
Savic, D. A. ;
di Pierro, F. .
WATER RESOURCES RESEARCH, 2008, 44 (01)