Integrated Methods for Cultural Heritage Risk Assessment: Google Earth Engine, Spatial Analysis, Machine Learning

被引：5

作者：

Danese, Maria ^{[1
]}

Gioia, Dario ^{[1
]}

Biscione, Marilisa ^{[1
]}

机构：

[1] ISPC CNR, I-85100 Potenza, Italy

来源：

COMPUTATIONAL SCIENCE AND ITS APPLICATIONS, ICCSA 2021, PT III | 2021年 / 12951卷

关键词：

Natural hazard; Urban sprawl; Google Earth Engine; Machine learning; Matera; Cultural heritage; RANDOM FOREST; SOUTHERN; METAANALYSIS; CLIMATE;

D O I：

10.1007/978-3-030-86970-0_42

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Cultural heritage risk assessment is an important task. Usually cultural heritage inside the consolidated city is more protected than cultural heritage spread over the territory. In this paper a method is proposed that integrates different technologies and platforms: from Google Earth Engine (GEE) and machine learning to desktop GIS and spatial analysis. The aim is to map the different vulnerability and hazard layers that constitute the cultural heritage risk map of the rural area in the Matera Municipality.

引用

页码：605 / 619

页数：15

共 36 条

[1] Remote sensing heritage in a petabyte-scale: satellite data and heritage Earth Engine© applications
Agapiou, Athos
[J]. INTERNATIONAL JOURNAL OF DIGITAL EARTH, 2017, 10 (01) : 85 - 102
[2] Impact of urban sprawl to cultural heritage monuments: The case study of Paphos area in Cyprus
Agapiou, Athos
Alexakis, Dimitrios D.
Lysandrou, Vasiliki
Sarris, Apostolos
Cuca, Branka
Themistocleous, Kyriacos
Hadjimitsis, Diofantos G.
[J]. JOURNAL OF CULTURAL HERITAGE, 2015, 16 (05) : 671 - 680
[3] [Anonymous], 1997, PREDICTING SOIL EROS
[4] Random forest in remote sensing: A review of applications and future directions
Belgiu, Mariana
Dragut, Lucian
[J]. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2016, 114 : 24 - 31
[5] Conflicting drainage patterns in the Matera Horst Area, southern Italy
Beneduce, P
Festa, V
Francioso, R
Schiattarella, M
Tropeano, M
[J]. PHYSICS AND CHEMISTRY OF THE EARTH, 2004, 29 (10) : 717 - 724
[6] A framework for cultural heritage management and research: the Cancellara case study
Biscione, Marilisa
Danese, Maria
Masini, Nicola
[J]. JOURNAL OF MAPS, 2018, 14 (02): : 576 - 582
[7] Büttner G, 2014, REMOTE SENS DIGIT IM, V18, P55, DOI 10.1007/978-94-007-7969-3_5
[8] Urban growth in China: past, prospect, and its impacts
Cao, G. -Y.
Chen, G.
Pang, L. -H.
Zheng, X. -Y.
Nilsson, S.
[J]. POPULATION AND ENVIRONMENT, 2012, 33 (2-3) : 137 - 160
[9] Analyzing temporal changes in climate erosivity using a simplified rainfall erosivity model in Basilicata (southern Italy)
Capolongo, D.
Diodato, N.
Mannaerts, C. M.
Piccarreta, M.
Strobl, R. O.
[J]. JOURNAL OF HYDROLOGY, 2008, 356 (1-2) : 119 - 130
[10] Putting the map accuracy map back in assessment
Congalton, RG
[J]. REMOTE SENSING AND GIS ACCURACY ASSESSMENT, 2004, : 1 - 11

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