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3,186 Results Found

  • Proceeding Paper
  • Open Access
6 Citations
2,885 Views
6 Pages

Post-War Building Damage Detection

  • Ali J. Ghandour and
  • Abedelkarim A. Jezzini

22 March 2018

Natural disasters and wars wreak havoc not only on individuals and critical infrastructure, but also leave behind ruined residential buildings and housings. The size, type and location of damaged houses are essential data sources for the post-disaste...

  • Article
  • Open Access
46 Citations
5,575 Views
15 Pages

Transfer Learning for Improving Seismic Building Damage Assessment

  • Qigen Lin,
  • Tianyu Ci,
  • Leibin Wang,
  • Sanjit Kumar Mondal,
  • Huaxiang Yin and
  • Ying Wang

2 January 2022

The rapid assessment of building damage in earthquake-stricken areas is of paramount importance for emergency response. The development of remote sensing technology has aided in deriving reliable and precise building damage assessments of extensive a...

  • Article
  • Open Access
5 Citations
2,545 Views
14 Pages

Research of the Critical Capitalization Rate in Building Damage Appraisal

  • Serena Artese,
  • Manuela De Ruggiero,
  • Francesca Salvo and
  • Raffaele Zinno

3 January 2022

From the perspective of building health monitoring and property management, this research proposes some parametric measures of the capitalization rate, in order to define a range of significant values to be used in a cash flow analysis intended for m...

  • Article
  • Open Access
30 Citations
4,825 Views
23 Pages

1 June 2022

The rapid and accurate damage assessment of buildings plays a critical role in disaster response. Based on pairs of pre- and post-disaster remote sensing images, effective building damage level assessment can be conducted. However, most existing meth...

  • Article
  • Open Access
17 Citations
2,636 Views
14 Pages

RC Medium-Rise Building Damage Sensitivity with SSI Effect

  • Liga Gaile,
  • Lasma Ratnika and
  • Leonids Pakrastins

23 February 2022

Global vibration-based methods in the field of structural health monitoring are intended to capture structural stiffness changes of buildings or other civil engineering structures. Natural frequencies of buildings or bridges are commonly used paramet...

  • Article
  • Open Access
8 Citations
2,668 Views
21 Pages

Numerical Simulation of Severe Damage to a Historical Masonry Building by Soil Settlement

  • Esin Ertürk Atmaca,
  • Ali Fuat Genç,
  • Ahmet Can Altunişik,
  • Murat Günaydin and
  • Barış Sevim

2 August 2023

Historical masonry structures, which constitute an important part of the historical heritage, exhibit brittle behavior under tensile stresses due to earthquakes or soil movements/settlements. Therefore, they are sensitive to deformation. The soil&nda...

  • Article
  • Open Access
34 Citations
6,130 Views
14 Pages

Classification of Building Damage Using a Novel Convolutional Neural Network Based on Post-Disaster Aerial Images

  • Zhonghua Hong,
  • Hongzheng Zhong,
  • Haiyan Pan,
  • Jun Liu,
  • Ruyan Zhou,
  • Yun Zhang,
  • Yanling Han,
  • Jing Wang,
  • Shuhu Yang and
  • Changyue Zhong

8 August 2022

The accurate and timely identification of the degree of building damage is critical for disaster emergency response and loss assessment. Although many methods have been proposed, most of them divide damaged buildings into two categories—intact...

  • Article
  • Open Access
1 Citations
854 Views
16 Pages

Application of MambaBDA for Building Damage Assessment in the 2025 Los Angeles Wildfire

  • Yangyang Yang,
  • Wanchao Bian,
  • Jiayi Fang,
  • Minghao Tang,
  • Zhonghua He,
  • Ying Li and
  • Gaofeng Fan

7 November 2025

Timely detection of the spatial distribution of building damage in the immediate aftermath of a disaster is essential for guiding emergency response and recovery strategies. In January 2025, a large-scale wildfire struck the Los Angeles metropolitan...

  • Article
  • Open Access
854 Views
19 Pages

Integrating GAN-Generated SAR and Optical Imagery for Building Damage Mapping

  • Chia Yee Ho,
  • Bruno Adriano,
  • Gerald Baier,
  • Erick Mas,
  • Sesa Wiguna,
  • Magaly Koch and
  • Shunichi Koshimura

31 December 2025

Reliable assessment of building damage is essential for effective disaster management. Synthetic Aperture Radar (SAR) has become a valuable tool for damage detection, as it operates independently of the daylight and weather conditions. However, the l...

  • Article
  • Open Access
70 Citations
8,957 Views
22 Pages

30 June 2021

Building-damage mapping using remote sensing images plays a critical role in providing quick and accurate information for the first responders after major earthquakes. In recent years, there has been an increasing interest in generating post-earthqua...

  • Article
  • Open Access
58 Citations
7,644 Views
14 Pages

25 February 2016

After an earthquake, rapidly and accurately obtaining building damage information can help to effectively guide the implementation of the emergency rescue and can reduce disaster losses and casualties. Using a single post-earthquake fully-polarimetri...

  • Article
  • Open Access
19 Citations
4,454 Views
14 Pages

Enhancing 3D Reconstruction Model by Deep Learning and Its Application in Building Damage Assessment after Earthquake

  • Zhonghua Hong,
  • Yahui Yang,
  • Jun Liu,
  • Shenlu Jiang,
  • Haiyan Pan,
  • Ruyan Zhou,
  • Yun Zhang,
  • Yanling Han,
  • Jing Wang and
  • Changyue Zhong
  • + 1 author

28 September 2022

A timely and accurate damage assessment of buildings after an earthquake is critical for the safety of people and property. Most of the existing methods based on classification and segmentation use two-dimensional information to determine the damage...

  • Article
  • Open Access
14 Citations
3,794 Views
20 Pages

Seismic Damage Semantics on Post-Earthquake LOD3 Building Models Generated by UAS

  • Konstantinos Chaidas,
  • George Tataris and
  • Nikolaos Soulakellis

In a post-earthquake scenario, the semantic enrichment of 3D building models with seismic damage is crucial from the perspective of disaster management. This paper aims to present the methodology and the results for the Level of Detail 3 (LOD3) build...

  • Article
  • Open Access
78 Citations
9,314 Views
29 Pages

Multi-Hazard and Spatial Transferability of a CNN for Automated Building Damage Assessment

  • Tinka Valentijn,
  • Jacopo Margutti,
  • Marc van den Homberg and
  • Jorma Laaksonen

1 September 2020

Automated classification of building damage in remote sensing images enables the rapid and spatially extensive assessment of the impact of natural hazards, thus speeding up emergency response efforts. Convolutional neural networks (CNNs) can reach go...

  • Article
  • Open Access
3 Citations
2,570 Views
18 Pages

Vulnerability of Existing RC Building with Seismic Damage Scenarios: Case of Educational Buildings in Mostaganem City

  • Sabeur Bendehiba,
  • Sidi Mohammed El-Amine Bourdim,
  • Hugo Rodrigues and
  • Yassine Zelmat

The present work aims to assess the large-scale seismic vulnerability of a set of 55 reinforced concrete educational establishments of different typologies (approximately 516 constructions) located within the urban perimeter of the city of Mostaganem...

  • Article
  • Open Access
23 Citations
5,325 Views
34 Pages

BD-SKUNet: Selective-Kernel UNets for Building Damage Assessment in High-Resolution Satellite Images

  • Seyed Ali Ahmadi,
  • Ali Mohammadzadeh,
  • Naoto Yokoya and
  • Arsalan Ghorbanian

31 December 2023

When natural disasters occur, timely and accurate building damage assessment maps are vital for disaster management responders to organize their resources efficiently. Pairs of pre- and post-disaster remote sensing imagery have been recognized as inv...

  • Article
  • Open Access
2 Citations
1,714 Views
14 Pages

11 October 2023

This study investigates residential building damage model transferability between coastal and fluvial flood hazard contexts. Despite the frequency of damaging coastal flood events, empirical damage models from fluvial flooding are often applied in qu...

  • Article
  • Open Access
16 Citations
3,945 Views
20 Pages

BDD-Net: An End-to-End Multiscale Residual CNN for Earthquake-Induced Building Damage Detection

  • Seyd Teymoor Seydi,
  • Heidar Rastiveis,
  • Bahareh Kalantar,
  • Alfian Abdul Halin and
  • Naonori Ueda

5 May 2022

Building damage maps can be generated from either optical or Light Detection and Ranging (Lidar) datasets. In the wake of a disaster such as an earthquake, a timely and detailed map is a critical reference for disaster teams in order to plan and perf...

  • Letter
  • Open Access
106 Citations
8,209 Views
14 Pages

Towards Real-Time Building Damage Mapping with Low-Cost UAV Solutions

  • Francesco Nex,
  • Diogo Duarte,
  • Anne Steenbeek and
  • Norman Kerle

1 February 2019

The timely and efficient generation of detailed damage maps is of fundamental importance following disaster events to speed up first responders’ (FR) rescue activities and help trapped victims. Several works dealing with the automated detection...

  • Article
  • Open Access
13 Citations
8,566 Views
22 Pages

4 April 2018

The purpose of this study is to identify the relationship between weather variables and buildings damaged in natural disasters. We used four datasets on building damage history and 33 weather datasets from 230 regions in South Korea in a decision tre...

  • Article
  • Open Access
1,023 Views
26 Pages

7 December 2025

Natural disasters demand swift and accurate impact assessment, yet traditional field-based methods remain prohibitively slow. While semi-automatic techniques leveraging remote sensing and drone imagery have accelerated evaluations, existing datasets...

  • Communication
  • Open Access
45 Citations
14,447 Views
21 Pages

War Related Building Damage Assessment in Kyiv, Ukraine, Using Sentinel-1 Radar and Sentinel-2 Optical Images

  • Yusupujiang Aimaiti,
  • Christina Sanon,
  • Magaly Koch,
  • Laurie G. Baise and
  • Babak Moaveni

9 December 2022

Natural and anthropogenic disasters can cause significant damage to urban infrastructure, landscape, and loss of human life. Satellite based remote sensing plays a key role in rapid damage assessment, post-disaster reconnaissance and recovery. In thi...

  • Article
  • Open Access
14 Citations
3,641 Views
36 Pages

17 March 2021

Synthetic aperture radar (SAR) is an effective tool in detecting building damage. At present, more and more studies detect building damage using a single post-event fully polarimetric SAR (PolSAR) image, because it permits faster and more convenient...

  • Article
  • Open Access
7 Citations
4,445 Views
18 Pages

12 October 2024

The literature shows that communities under different socio-economic conditions suffer different levels of damage in disasters. In addition to the physical intensity of hazards, such differences are also related to the varying abilities of communitie...

  • Article
  • Open Access
2,294 Views
33 Pages

1 July 2025

In recent years, numerous regions worldwide have experienced devastating natural disasters, leading to significant structural damage to buildings and loss of human lives. The reconstruction process highlights the need for a reliable method to documen...

  • Article
  • Open Access
2 Citations
1,538 Views
22 Pages

Effect of the Initial Damage State on the Seismic Behavior of A Five-Story CLT Building

  • Franco Benedetti,
  • Julieta Álvarez M.,
  • Alan Jara-Cisterna,
  • Alexander Opazo-Vega and
  • Víctor Rosales

24 February 2025

Timber construction experiences a growing trend in different countries due to its inherent environmental benefits and proven lateral load performance. However, most of the previous studies on structural and seismic performance have focused on undamag...

  • Article
  • Open Access
6 Citations
2,225 Views
16 Pages

7 May 2024

Accurate and efficient post-earthquake building damage assessment methods enable key building damage information to be obtained more quickly after an earthquake, providing strong support for rescue and reconstruction efforts. Although many methods ha...

  • Article
  • Open Access
6 Citations
2,365 Views
25 Pages

27 December 2024

Multimodal image data have found widespread applications in visual-based building façade damage detection in recent years, offering comprehensive inspection of façade surfaces with the assistance of drones and infrared thermography. How...

  • Article
  • Open Access
42 Citations
7,975 Views
18 Pages

Evaluating Urban Building Damage of 2023 Kahramanmaras, Turkey Earthquake Sequence Using SAR Change Detection

  • Xiuhua Wang,
  • Guangcai Feng,
  • Lijia He,
  • Qi An,
  • Zhiqiang Xiong,
  • Hao Lu,
  • Wenxin Wang,
  • Ning Li,
  • Yinggang Zhao and
  • Yuexin Wang
  • + 1 author

12 July 2023

On February 6, 2023 (local time), two earthquakes (Mw7.8 and Mw7.7) struck central and southern Turkey, causing extensive damage to several cities and claiming a toll of 40,000 lives. In this study, we propose a method for seismic building damage ass...

  • Article
  • Open Access
8 Citations
3,130 Views
17 Pages

1 August 2022

The rapid and accurate discovery of damage information of the affected buildings is of great significance for postdisaster emergency rescue. In some related studies, the models involved can detect damaged buildings relatively accurately, but their ti...

  • Article
  • Open Access
24 Citations
5,593 Views
21 Pages

11 March 2022

It is of great significance for emergency rescue to rapidly assess damage of buildings after an earthquake. Some previous methods are time-consuming, data are difficult to obtain, or there is lack of regional damage assessment. We proposed a novel wa...

  • Article
  • Open Access
35 Citations
4,992 Views
15 Pages

13 August 2020

Natural disasters are phenomena that can occur in any part of the world. They can cause massive amounts of destruction and leave entire cities in great need of assistance. The ability to quickly and accurately deliver aid to impacted areas is crucial...

  • Article
  • Open Access

20 March 2026

Rapid post-disaster building damage assessment requires recognizing explicit structural failures and interpreting implicit situational cues in visually complex scenes. Whereas conventional automated methods are often confined to detecting explicit da...

  • Article
  • Open Access
26 Citations
4,296 Views
23 Pages

12 April 2019

After a destructive earthquake, most of the casualties are brought about by building collapse. Our work is focused on using a single postevent PolSAR (full-polarimetric synthetic aperture radar) imagery to extract the building damage information for...

  • Article
  • Open Access
22 Citations
4,345 Views
20 Pages

10 May 2023

In the era of the first Industrial Revolution, many buildings were built with red bricks, and the heritage buildings built at that time are more than 100 years old. In these old heritage buildings, damage is bound to occur due to chemical and physica...

  • Article
  • Open Access
54 Citations
11,580 Views
16 Pages

8 September 2010

For a quick and stable estimation of earthquake damaged buildings worldwide, using Phased Array type L-band Synthetic Aperture Radar (PALSAR) loaded on the Advanced Land Observing Satellite (ALOS) satellite, a model combining the usage of satellite s...

  • Article
  • Open Access
21 Citations
4,603 Views
26 Pages

13 November 2020

Accurate assessment of building damage is very important for disaster response and rescue. Traditional damage detection techniques using 2D features at a single observing angle cannot objectively and accurately reflect the structural damage condition...

  • Article
  • Open Access
43 Citations
8,619 Views
21 Pages

8 June 2022

Real-time building damage detection effectively improves the timeliness of post-earthquake assessments. In recent years, terrestrial images from smartphones or cameras have become a rich source of disaster information that may be useful in assessing...

  • Technical Note
  • Open Access
1,975 Views
16 Pages

To estimate the expected damage due to rockfalls and debris flows for buildings and people, it is essential to assess the response of brick walls to boulder impacts. There are scarce physical tests of the impact of boulders on brick walls, which are...

  • Article
  • Open Access
11 Citations
3,744 Views
19 Pages

1 December 2020

Due to the increasing use of underground space to align with sustainability needs, geohazard risk assessments have become a valuable tool for decision-making. One common issue in relation to urban geohazard assessments relates to ground movements due...

  • Article
  • Open Access
2 Citations
2,424 Views
22 Pages

Stepwise Building Damage Estimation Through Time-Scaled Multi-Sensor Integration: A Case Study of the 2024 Noto Peninsula Earthquake

  • Satomi Kimijima,
  • Chun Ping,
  • Shono Fujita,
  • Makoto Hanashima,
  • Shingo Toride and
  • Hitoshi Taguchi

30 July 2025

Rapid and comprehensive assessment of building damage caused by earthquakes is essential for effective emergency response and rescue efforts in the immediate aftermath. Advanced technologies, including real-time simulations, remote sensing, and multi...

  • Article
  • Open Access
14 Citations
3,907 Views
19 Pages

30 March 2021

Automated damage evaluation is of great importance in the maintenance and preservation of heritage structures. Damage investigation of large cultural buildings is time-consuming and labor-intensive, meaning that many buildings are not repaired in a t...

  • Article
  • Open Access
384 Views
21 Pages

18 January 2026

Rapid and reliable building damage assessment (BDA) is crucial for post-disaster emergency response. However, existing methods face challenges such as complex background interference, the difficulty in jointly modeling local geometric details and glo...

  • Article
  • Open Access
103 Citations
10,031 Views
22 Pages

Building Damage Detection Using U-Net with Attention Mechanism from Pre- and Post-Disaster Remote Sensing Datasets

  • Chuyi Wu,
  • Feng Zhang,
  • Junshi Xia,
  • Yichen Xu,
  • Guoqing Li,
  • Jibo Xie,
  • Zhenhong Du and
  • Renyi Liu

28 February 2021

The building damage status is vital to plan rescue and reconstruction after a disaster and is also hard to detect and judge its level. Most existing studies focus on binary classification, and the attention of the model is distracted. In this study,...

  • Article
  • Open Access
19 Citations
4,368 Views
19 Pages

23 June 2022

During unexpected earthquake catastrophes, timely identification of damaged areas is critical for disaster management. On the 24 March 2021, Baicheng county was afflicted by a Mw 5.3 earthquake. The disaster resulted in three deaths and many human in...

  • Article
  • Open Access
87 Citations
8,008 Views
13 Pages

18 March 2019

Using aerial cameras, satellite remote sensing or unmanned aerial vehicles (UAV) equipped with cameras can facilitate search and rescue tasks after disasters. The traditional manual interpretation of huge aerial images is inefficient and could be rep...

  • Article
  • Open Access
1 Citations
1,345 Views
26 Pages

Numerical Study of Surrounding Rock Damage in Deep-Buried Tunnels for Building-Integrated Underground Structures

  • Penglin Zhang,
  • Chong Zhang,
  • Weitao Chen,
  • Chunhui He,
  • Yang Liu and
  • Zhaofei Chu

21 June 2025

When deep-buried tunnels are excavated using the drill-and-blast method, the surrounding rock is subjected to combined cyclic blasting loads and excavation-induced stress unloading. Understanding the distribution characteristics of rock damage zones...

  • Article
  • Open Access
93 Citations
10,734 Views
18 Pages

11 April 2019

This work presents a detailed analysis of building damage recognition, employing multi-source data fusion and ensemble learning algorithms for rapid damage mapping tasks. A damage classification framework is introduced and tested to categorize the bu...

  • Feature Paper
  • Article
  • Open Access
60 Citations
6,173 Views
22 Pages

28 October 2020

In recent years, remote-sensing (RS) technologies have been used together with image processing and traditional techniques in various disaster-related works. Among these is detecting building damage from orthophoto imagery that was inflicted by earth...

  • Article
  • Open Access
339 Views
22 Pages

8 February 2026

The rapid assessment of building damage within a region after an earthquake is crucial for post-earthquake relief efforts. The current building damage assessment methods primarily employ remote sensing or structural equation modeling, which suffer fr...

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