Human-AI Collaboration for Resilient Infrastructure: A Systematic Review of Artificial Intelligence and Human Factors in Disaster Management
Available online 10 October 2026
While artificial intelligence (AI) shows significant potential for enhancing infrastructure disaster management, its practical effectiveness depends on how it interacts with human actors in operational...
Disaster prevention resilience assessment and multi-objective optimization decision-making for tunnel fires
Available online 10 October 2026
Tunnel fires pose a serious threat to regional transportation lifelines. Existing research on tunnel fire resilience has been conducted from the perspectives of traffic functionality, facility protection,...
The uncertainty in effective reproduction number estimation from heterogeneous case reporting
September 2026
The effective reproduction number (Rt) is a pivotal metric for tracking epidemic dynamics and informing public health interventions. However, its estimation is often compromised by heterogeneous case...
Identifying critical safety links under different scenarios in Urban roadway network
September 2026
The urban roadway network is vulnerable to disruptions when providing services to the movement of people and goods. Identifying critical links is an essential aspect of criticality analysis, which enables...
Analysing roadwork zone incursions and accidents using a sustainable GenAI system
September 2026
Roadwork zone incursions, which refer to unauthorized or unintended entries into restricted work areas, present significant safety hazards and often lead to road accidents. While these incidents account...
Machine learning and the economic losses in disasters: Progress and future trends
September 2026
Climate change-induced disasters pose a significant global societal challenge, resulting in disruption and substantial economic losses. To combat such challenges, it is crucial to develop resilience...
Assessing and enhancing the fire resilience of urban road tunnels: A new framework and case study
September 2026
Fire is one of the most common hazards in urban road tunnels. However, due to a lack of a systematic understanding of the full evolution of tunnel fires, existing studies often struggle to accurately...
A resilience assessment framework for healthcare systems considering water electricity and transportation system failures
September 2026
The healthcare system is closely related to the health of every resident, constituting a focal concern for most nations and regions. With the development of cities, the interdependencies among various...
An adaptive recurrent neural network model for carbon emission trading market risk prediction
September 2026
Accurately predicting carbon emission trading market risk is significantly important for governments to dynamically monitor market trends and provide scientific decision-making support for market participants...
Accurate hazardous gas detection under uncertain disturbing environment with multi-fusion model combined with artificial olfactory system
September 2026
•A novel precise hazardous gas detection based on artificial olfactory system (AOS) was proposed.•Deep learning AOS model has better performance for gas quantitate identification under disturbing environment...
From simulation to safety strategy for unplanned mass gatherings: Agent-based evacuation optimization with lessons from Wuhan’s mega-event
September 2026
•Evaluates the effectiveness of three crowd management strategies for unplanned gatherings: no guidance, guidance-only, and a coordinated delay-guidance strategy.•Quantifies the impact and contribution...
A state-of-the-art review of safety leading indicators across diverse industries
September 2026
•Key safety leading indicators are identified and prioritised using comprehensive bibliometric and scientometric analysis.•Complex interrelationships among the safety leading indicators are unravelled.•The...
Geographical network analysis of drug trafficking in China (2012–2024): A method based on large language models
September 2026
This article analyzes the geographical spatial model of drug trafficking crimes (domestic transportation in China and cross-border transportation involving China) from 2012 to 2024. Based on 8357 cases...
Socioeconomic drivers of fire risk: County-level risk disparities across the US (2010–2017)
September 2026
Urban fire has been one of the most significant threats to humans and is not completely avoidable in the modern era. To manage fire risk more effectively, it is critical to identify key factors that...
Reliability assessment and cascading failures analysis of mine cyber-physical systems considering state transfer
September 2026
With the advancement of the intelligent transformation of coal mines, the cyber-physical system (CPS) has been applied to all aspects of coal mining, and this transformation has brought new technical...
Integrating rational and emotional risk management: A stepwise approach and practical implications
September 2026
Decisions in complex systems need support from formal risk management. Traditional risk management, based on a “rational” idea of risk (the actual damage linked with probabilities), often diverges from...
Severe psychological distress among internally displaced adults due to armed gang violence in Haiti: Associations with community violence, social support, and resilience
September 2026
•About two thirds of internally displaced adults in Haiti experience severe psychological distress.•Psychological distress is markedly higher among rural residents compared with urban residents.•Women...
Social vulnerability and community resilience in Hulu Langat flood-prone area, Selangor
September 2026
The Hulu Langat District, known for its dense network of rivers, is highly susceptible to flooding, which has had significant impacts on its communities. This study explores the relationship between...
A multi-parameter fire detection method for aircraft cargo compartments based on CNN-Swin Transformer
September 2026
This study proposes a multi-parameter fire detection method for aircraft cargo compartments based on a convolutional neural network (CNN)-Swin Transformer fusion architecture, aiming to address the...
Mapping real flight data to weighted directed networks: An investigation on precursor detection for runway excursion incidents (REI)
September 2026
•Quick Access Recorder data from Boeing 737-700 approaches at Dali Fengyi and Tengchong Tuofeng are mapped to a directed and weighted risk network for Runway Excursion Incidents.•Link weights are derived...
Enhancing resilience in UAV swarms: A literature review
September 2026
Unmanned aerial vehicles (UAVs) are widely used in both civilian and military applications, operating individually or collaboratively in swarms to enhance coverage, adaptability, and fault tolerance....
Intelligent risk identification and assessment for hazardous operations on construction sites: A novel approach integrating knowledge graph and large language models
Available online 23 September 2026
On construction sites, various dangerous operations are often unavoidably involved, necessitating intelligent risk identification and assessment as a critical component of safety management. This study...
Study on the evolution of radiative view factor in aviation kerosene fires under obstacle effects
Available online 17 September 2026
To clarify the influence of obstacles such as enclosures on radiative heat transfer in aviation kerosene tank fires, this study investigated the variation of the view factor (F) based on a tilted cylindrical...
Immersive Technologies for Infrastructure Resilience: A Systematic Review of VR and AR in Disaster Preparedness and Emergency Management
Available online 17 September 2026
As climate-related disasters and human-induced disruptions increase in frequency and intensity, infrastructure systems must evolve toward greater resilience, adaptability, and intelligence-driven operation....
