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1,010 Results Found

  • Article
  • Open Access
6 Citations
3,170 Views
12 Pages

Zero-Shot Topic Labeling for Hazard Classification

  • Andrea Rondinelli,
  • Lorenzo Bongiovanni and
  • Valerio Basile

21 September 2022

Topic classification is the task of mapping text onto a set of meaningful labels known beforehand. This scenario is very common both in academia and industry whenever there is the need of categorizing a big corpus of documents according to set custom...

  • Article
  • Open Access
4 Citations
3,549 Views
18 Pages

Hyperspectral Classification of Hazardous Materials Based on Deep Learning

  • Yanlong Sun,
  • Jinxing Hu,
  • Diping Yuan,
  • Yaowen Chen,
  • Yangyang Liu,
  • Qi Zhang and
  • Wenjiang Chen

The identification of hazardous materials is a key measure in the prevention and control of fire and explosion disasters. Conventional techniques used to identify hazardous materials include contact detection and post-sampling laboratory testing, whi...

  • Article
  • Open Access
3 Citations
2,463 Views
16 Pages

The Mechanical Strength Properties, Treatability Retention and Hazard Classification of Treated Small-Clear Fast-Growing Acacia mangium Superbulk at Different Age Groups

  • Nur Syahina Yahya,
  • Gaddafi Ismaili,
  • Meekiong Kalu,
  • Mohd Effendi Wasli,
  • Iskanda Openg,
  • Noor Azland Jaimudin,
  • Mohamad Zain Hashim,
  • Ahmad Nurfaidhi Rizalman,
  • Hamden Mohammad and
  • Khairul Khuzaimah Abdul Rahim

26 July 2023

The slow growth rate of primer species has affected the supply available to accommodate the market demand. To overcome these problems, a study was carried out to fully utilise fast-growing timber as the primary resource to ensure the demand for timbe...

  • Article
  • Open Access
2 Citations
1,279 Views
17 Pages

The advancement of pre-trained language models (PLMs) has provided new avenues for addressing text classification challenges. This study investigates the applicability of PLMs in the categorization and automatic classification of short-text safety ha...

  • Article
  • Open Access
393 Views
17 Pages

21 October 2025

The risk of wave overtopping is amplifying under sea-level rise and increased frequency of extreme coastal events. Conventional empirical and physical methods for estimating overtopping characteristics are limited by site-specific assumptions, which...

  • Article
  • Open Access
1,207 Views
27 Pages

A Practical Classification Approach for Chemical, Biological, Radiological and Nuclear (CBRN) Hazards Based on Toxicological and Situational Parameters

  • Leslaw Gorniak,
  • Natalia Cichon,
  • Maksymilian Stela,
  • Marcin Niemcewicz,
  • Marcin Podogrocki,
  • Adrian Siadkowski,
  • Michal Ceremuga and
  • Michal Bijak

25 September 2025

CBRN incidents are characterized by high uncertainty in terms of agent identity, dissemination methods, and situational context. This unpredictability complicates effective and timely response, especially in the initial phase before specialist servic...

  • Article
  • Open Access
15 Citations
4,430 Views
18 Pages

11 May 2018

This study develops a systematic framework for assessing a country’s financial vulnerability using a predictive classification model of random forests. We introduce a new indicator that quantifies the potential loss in bank assets and measures...

  • Article
  • Open Access
3 Citations
4,906 Views
18 Pages

22 November 2022

With the record breaking flood experienced in Canada’s capital region in 2017 and 2019, there is an urgent need to update and harmonize existing flood hazard maps and fill in the spatial gaps between them to improve flood mitigation strategies....

  • Article
  • Open Access
36 Citations
6,670 Views
16 Pages

Novel Unsupervised Classification of Collapsed Buildings Using Satellite Imagery, Hazard Scenarios and Fragility Functions

  • Luis Moya,
  • Luis R. Marval Perez,
  • Erick Mas,
  • Bruno Adriano,
  • Shunichi Koshimura and
  • Fumio Yamazaki

14 February 2018

Although supervised machine learning classification techniques have been successfully applied to detect collapsed buildings, there is still a major problem that few publications have addressed. The success of supervised machine learning strongly depe...

  • Article
  • Open Access
11 Citations
4,432 Views
22 Pages

The stability of high and steep slopes in open-pit mines is closely related to the mine operations and the lives of the surrounding residents, so it is important to ensure the safety and stability of the slopes. Hazard classification and stability an...

  • Article
  • Open Access
39 Citations
3,601 Views
18 Pages

Rockburst Hazard Prediction in Underground Projects Using Two Intelligent Classification Techniques: A Comparative Study

  • Mahmood Ahmad,
  • Ji-Lei Hu,
  • Marijana Hadzima-Nyarko,
  • Feezan Ahmad,
  • Xiao-Wei Tang,
  • Zia Ur Rahman,
  • Ahsan Nawaz and
  • Muhammad Abrar

9 April 2021

Rockburst is a complex phenomenon of dynamic instability in the underground excavation of rock. Owing to the complex and unclear rockburst mechanism, it is difficult to accurately predict and reasonably assess the rockburst potential. With the increa...

  • Article
  • Open Access
28 Citations
7,223 Views
21 Pages

15 April 2019

The landforms of the Earth’s surface ranging from large-scale features to local topography are factors that influence human behavior in terms of habitation practices. The ability to extract geomorphological settings using geoinformatic techniqu...

  • Article
  • Open Access
33 Citations
6,262 Views
11 Pages

The awareness of occupational health risk management in the electronics industry is weak in China, and many Chinese occupational health management regulations have not been effectively implemented. China’s current occupational hazards classific...

  • Article
  • Open Access
37 Citations
6,836 Views
30 Pages

20 June 2019

Annual Land Use and Land Cover (LULC) maps are needed to identify the interaction between landscape changes and wildland fires. Objectives: In this work, we determined fire hazard changes in a representative Mediterranean landscape through the classi...

  • Article
  • Open Access
14 Citations
3,403 Views
19 Pages

A Study on the Classification of a Mirror Entry in the European List of Waste: Incineration Bottom Ash from Municipal Solid Waste

  • Beatriz S. Bandarra,
  • Sónia Silva,
  • Joana L. Pereira,
  • Rui C. Martins and
  • Margarida J. Quina

19 August 2022

In the European Union (EU), waste is classified according to the List of Waste (LoW) and relying on the assessment of 15 hazardous properties (HPs). Incineration bottom ash (IBA) from municipal solid waste is a mirror entry in the LoW, which leads to...

  • Article
  • Open Access
12 Citations
4,048 Views
13 Pages

Deep-Learning-Based Context-Aware Multi-Level Information Fusion Systems for Indoor Mobile Robots Safe Navigation

  • Yin Jia,
  • Balakrishnan Ramalingam,
  • Rajesh Elara Mohan,
  • Zhenyuan Yang,
  • Zimou Zeng and
  • Prabakaran Veerajagadheswar

20 February 2023

Hazardous object detection (escalators, stairs, glass doors, etc.) and avoidance are critical functional safety modules for autonomous mobile cleaning robots. Conventional object detectors have less accuracy for detecting low-feature hazardous object...

  • Article
  • Open Access
20 Citations
3,687 Views
19 Pages

Laplacian Support Vector Machine for Vibration-Based Robotic Terrain Classification

  • Wenlei Shi,
  • Zerui Li,
  • Wenjun Lv,
  • Yuping Wu,
  • Ji Chang and
  • Xiaochuan Li

The achievement of robot autonomy has environmental perception as a prerequisite. The hazards rendered from uneven, soft and slippery terrains, which are generally named non-geometric hazards, are another potential threat reducing the traversing effi...

  • Article
  • Open Access
1,799 Views
20 Pages

23 October 2024

Construction workplaces often face unforeseen collision hazards due to a decline in auditory situational awareness among on-foot workers, leading to severe injuries and fatalities. Previous studies that used auditory signals to prevent collision haza...

  • Review
  • Open Access
15 Citations
8,062 Views
24 Pages

4 February 2024

The increasing significance of batteries in the 21st century and the challenges posed by the anticipated surge in end-of-life batteries, particularly within the European context, are examined in this study. Forecasts predict a notable escalation in b...

  • Article
  • Open Access
8 Citations
3,184 Views
17 Pages

Advancing Hazard Assessment of Energy Accidents in the Natural Gas Sector with Rough Set Theory and Decision Rules

  • Marco Cinelli,
  • Matteo Spada,
  • Miłosz Kadziński,
  • Grzegorz Miebs and
  • Peter Burgherr

1 November 2019

The impacts of energy accidents are of primary interest for risk and resilience analysts, decision makers, and the general public. They can cause human health and environmental impacts, economic and societal losses, which justifies the interest in de...

  • Article
  • Open Access
3 Citations
2,528 Views
19 Pages

Frequency-Temporal Disagreement Adaptation for Robotic Terrain Classification via Vibration in a Dynamic Environment

  • Chen Cheng,
  • Ji Chang,
  • Wenjun Lv,
  • Yuping Wu,
  • Kun Li,
  • Zerui Li,
  • Chenhui Yuan and
  • Saifei Ma

16 November 2020

The accurate terrain classification in real time is of great importance to an autonomous robot working in field, because the robot could avoid non-geometric hazards, adjust control scheme, or improve localization accuracy, with the aid of terrain cla...

  • Article
  • Open Access

Spatiotemporal Patterns of Aquatic Product Risks in China Based on Entropy-Weighted TOPSIS

  • Guangcan Tao,
  • Guoyan Li,
  • Dingfang Pu,
  • Luolin Bao,
  • Su Xu,
  • Hongbo Yang and
  • Kang Hu

11 December 2025

This study investigates the risk classification and spatiotemporal evolution patterns of hazardous substances in Chinese aquatic products. The entropy-weighted TOPSIS method was employed to achieve the ranking of hazardous substances and classify the...

  • Article
  • Open Access
35 Citations
4,847 Views
15 Pages

Hazardous chemical accidents (HCAs) seriously endanger public life, property, and health. Human and organizational factors are important causes of many kinds of accidents. In order to systematically explore the influencing factors of unsafe behaviors...

  • Article
  • Open Access
23 Citations
4,465 Views
24 Pages

13 March 2022

Grain processing products constitute an essential component of the human diet and are among the main sources of heavy metal intake. Therefore, a systematic assessment of risk factors and early-warning systems are vital to control heavy metal hazards...

  • Article
  • Open Access
9 Citations
5,099 Views
20 Pages

Rockfall Hazard Assessment in Volcanic Regions Based on ISVS and IRVS Geomechanical Indices

  • Luis I. González de Vallejo,
  • Luis E. Hernández-Gutiérrez,
  • Ana Miranda and
  • Mercedes Ferrer

In volcanic regions, rockfalls represent a major hazard strongly conditioned by the geomechanical behaviour of volcanic materials, the geomorphological characteristics of the relief and the climatic conditions. Volcanic rocks possess very different p...

  • Article
  • Open Access
13 Citations
4,375 Views
11 Pages

26 January 2023

With the revision of the Air Pollution Control Act in Taiwan announced on 1 August 2018, several provisions or regulations have been added to strengthen the control of hazardous air pollutants (HAPs) from stationary sources. Therefore, this paper con...

  • Article
  • Open Access
2,206 Views
34 Pages

11 April 2025

The Lower Tagus Valley (LTV) region has the highest population density in Portugal, with over 3.7 million people living in the region. It has been struck in the past by several historical earthquakes, which caused significant economic and human losse...

  • Article
  • Open Access
1 Citations
3,209 Views
22 Pages

3 April 2025

Land Use and Land Cover Change (LULCCs) shapes catchment dynamics and is a key driver of hydrological risks, affecting hydrological responses as vegetated land is replaced with urban developments and cultivated land. The resultant hydrological risks...

  • Article
  • Open Access
5,731 Views
22 Pages

The aim of this study is to explore the multidimensional relationships among factors influencing decision-making processes regarding women’s willingness to marry and childbirth in South Korea with recognizing the context of family development i...

  • Article
  • Open Access
20 Citations
2,537 Views
13 Pages

23 March 2022

The technology of microseismic monitoring, the first step of which is event recognition, provides an effective method for giving early warning of dynamic disasters in coal mines, especially mining water hazards, while signals with a low signal-to-noi...

  • Article
  • Open Access
9 Citations
3,182 Views
18 Pages

5 September 2022

Previous studies have revealed that toxic gases and dust (smoke dust) are the most common pollutants generated by the blasting operations in open-pit mines, which might lead to a threat to the environment’s condition, health and safety, and pro...

  • Article
  • Open Access
4 Citations
2,490 Views
19 Pages

Worldwide, landslides claim many lives each year, with an average of 162.6 deaths reported in Japan from 1945 to 2019. There is growing concern about a potential increase in this number due to climate change. The primary source of shallow and rapid l...

  • Article
  • Open Access
3 Citations
4,320 Views
18 Pages

21 August 2024

Prolonged exposure to high-intensity noise environments in urban rail transit systems can negatively impact the health and work efficiency of drivers. However, there is a lack of comprehensive understanding of the noise pattern and, therefore, effect...

  • Article
  • Open Access
1,776 Views
15 Pages

Sensitively detecting hazardous and suspected bioaerosols is crucial for safeguarding public health. The potential impact of pollen on identifying bacterial species through fluorescence spectra should not be overlooked. Before the analysis, the spect...

  • Article
  • Open Access
6 Citations
1,757 Views
24 Pages

11 October 2024

There are massive amounts of civil aviation safety oversight reports collected each year in the civil aviation of China. The narrative texts of these reports are typically short texts, recording the abnormal events detected during the safety oversigh...

  • Article
  • Open Access
34 Citations
8,589 Views
15 Pages

30 September 2015

In this paper, the authors discuss the results of a measurement survey of artificial optical radiation emitted by 8 W LED tubes suitable for the substitution of 18 W fluorescent lamps used for general lighting. For both types of lamps, three differen...

  • Article
  • Open Access
654 Views
17 Pages

14 August 2025

Interferometric Synthetic Aperture Radar (InSAR)-derived Digital Elevation Models (DEMs) provide critical landform data for monitoring the stability of urban infrastructure, especially for linear infrastructure such as roads and transportation corrid...

  • Article
  • Open Access
3 Citations
1,685 Views
17 Pages

6 February 2024

With the continuous increase in global climate change and human activities, the risk of sudden debris flow disasters is becoming increasingly severe. In order to effectively evaluate and zone the potential hazards of debris flows, this paper proposes...

  • Article
  • Open Access
14 Citations
5,875 Views
20 Pages

Mapping Heat Wave Hazard in Urban Areas: A Novel Multi-Criteria Decision Making Approach

  • Javad Shafiei Shiva,
  • David G. Chandler and
  • Kenneth E. Kunkel

29 June 2022

Global population is experiencing more frequent, longer, and more severe heat waves due to global warming and urbanization. Episodic heat waves increase mortality and morbidity rates and demands for water and energy. Urban managers typically assess h...

  • Article
  • Open Access
1 Citations
1,428 Views
23 Pages

Debris flows are rapid mass movements of water-laden debris that flow down mountainsides into valley channels and eventually settle on valley floors. The risk of debris flows can be significantly increased after wildfires. Following the destructive 2...

  • Article
  • Open Access
1 Citations
1,920 Views
15 Pages

Methodological Selection of Optimal Features for Object Classification Based on Stereovision System

  • Rafał Tkaczyk,
  • Grzegorz Madejski,
  • Dawid Gradolewski,
  • Damian Dziak and
  • Wlodek J. Kulesza

18 June 2024

With the expansion of green energy, more and more data show that wind turbines can pose a significant threat to some endangered bird species. The birds of prey are more frequently exposed to collision risk with the wind turbine blades due to their un...

  • Article
  • Open Access
13 Citations
4,359 Views
29 Pages

This study presents the environmental mapping of the Chilika Lake coastal lagoon, India, using satellite images Landsat 8-9 OLI/TIRS processed using machine learning (ML) methods. The largest brackish water coastal lagoon in Asia, Chilika Lake, is a...

  • Article
  • Open Access
5 Citations
3,408 Views
17 Pages

16 December 2022

The uncertainties raised by climate change in the Mediterranean region justify a detailed study on rainfall regime over a long time scale. This study is not just about reconstructing and characterizing climate variability, but also identifying the hy...

  • Article
  • Open Access
1,570 Views
26 Pages

21 November 2023

With the rise in meteorological disasters, improving evaluation strategies for disaster response agencies is critical. This shift from expert scoring to data-driven approaches is challenged by sample imbalance in the data, affecting accurate capabili...

  • Article
  • Open Access
3 Citations
1,983 Views
12 Pages

Improvement of the Integral Indicator of the Ecological and Toxicological Assessment of the Danger of the Use of Pesticides in Agriculture and the Creation of an Information System for Their Monitoring

  • Irina Slastya,
  • Elena Khudyakova,
  • Ivan Vasenev,
  • Dmitrii Benin,
  • Marina Stepantsevich,
  • Vladimir Vodjannikov,
  • Mikhail Nikanorov and
  • Tatiana Fomina

12 September 2023

The aim of the work was to assess the ecological and toxicological dangers of pesticides using the value of a complex indicator determined by the calculation method. An integral indicator of the relative ecological and toxicological danger of pestici...

  • Article
  • Open Access
16 Citations
7,450 Views
20 Pages

Towards a Better Understanding of the Sense of Safety and Security of Community-Dwelling Older Adults. The Case of the Age-Friendly City of The Hague

  • Joost van Hoof,
  • Jeroen Dikken,
  • Willeke H. van Staalduinen,
  • Suzan van der Pas,
  • Rudy F. M. van den Hoven and
  • Loes M. T. Hulsebosch-Janssen

The sense of safety and security of older people is a widely acknowledged action domain for policy and practice in age-friendly cities. Despite an extensive body of knowledge on the matter, the theory is fragmented, and a classification is lacking. T...

  • Article
  • Open Access
8 Citations
2,692 Views
36 Pages

Integration of Node Classification in Storm Surge Surrogate Modeling

  • Aikaterini P. Kyprioti,
  • Alexandros A. Taflanidis,
  • Norberto C. Nadal-Caraballo,
  • Madison C. Yawn and
  • Luke A. Aucoin

Surrogate models, also referenced as metamodels, have emerged as attractive data-driven, predictive models for storm surge estimation. They are calibrated based on an existing database of synthetic storm simulations and can provide fast-to-compute ap...

  • Article
  • Open Access
8 Citations
4,013 Views
21 Pages

The Use of TERRA-ASTER Satellite for Landslide Detection

  • Filippo Vecchiotti,
  • Nils Tilch and
  • Arben Kociu

In August 2005, numerous shallow landslides occurred in the region of Vorarlberg (Austria), particularly induced by unfavourable event-related weather conditions. Two scenes of TERRA-ASTER sensor were used for the identification of the vegetation cha...

  • Article
  • Open Access
640 Views
21 Pages

Benchmarking ML Approaches for Earthquake-Induced Soil Liquefaction Classification

  • Nuray Korkmaz Can,
  • Erkan Caner Ozkat,
  • Nurcihan Ceryan and
  • Sener Ceryan

28 October 2025

Earthquake-induced soil liquefaction represents a critical geotechnical challenge due to its nonlinear soil–seismic interactions and its impact on structural safety. Traditional empirical methods often rely on simplified assumptions, limiting t...

  • Article
  • Open Access
3 Citations
9,469 Views
17 Pages

16 November 2011

A new flexible, rapid and affordable risk assessment procedure was developed and verified for dams based on case studies in Scotland (UK) and the region of Baden (Germany). A database of six different sustainable flood retention basin (SFRB) types wi...

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