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M. Pregnolato

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57 records found

Journal article (2026) - Ke He, Neil Carhart, Maria Pregnolato, Raffaele De Risi
This study proposes a methodology for assessing the impact of flood-induced functional disruptions on urban road networks through an agent-based traffic simulation. Network functionality is altered by reducing roads’ free-flow speeds using a risk-based approach, and traffic is appraised considering agent-based traffic dynamics. MATSim, an open-source transport simulator, is employed to model dynamic traffic redistribution and congestion under both baseline (non-flood) and flood conditions of the urban road transportation network. The methodology is applied to the city of Bristol, UK, which is chosen for its complex road layout and flood susceptibility. Key indicators, including travel speed ratios, redistribution ratios, changes in agent count, and time-based isochrones, are used to assess variations in congestion and accessibility under both baseline and flood conditions. This study further advances existing approaches by comparing the spatial shifts of congestion hotspots before and after flooding, and by integrating hazard scenarios to predict potential future congestion patterns and their subsequent impacts on the accessibility of critical facilities, such as the Bristol Royal Infirmary. Results indicate a substantial redistribution of traffic from flood-affected minor roads to central arterial routes, leading to increased congestion and reduced accessibility, which can be particularly detrimental to emergency services that require rapid access to affected areas. The findings highlight the importance of simulating agent-level behavioural responses to network disruption caused by flooding and provide a transferable framework for assessing urban transport resilience during flood events. ...
Journal article (2026) - Ke He, Neil Carhart, Maria Pregnolato, Jeffrey Neal, Raffaele De Risi
Flood damage to road networks primarily manifests as a loss of transportation functionality. Current analyses of road network functionality loss during floods are based on specific flood scenarios. This study analyses flood risk to road networks by assessing the probability of stability loss for various vehicle types (SUVs/emergency vehicles, and cars). Eventually, a flood risk map of the road network is generated. The flood risk of each road is computed as reduced accessibility, measured in this paper via isochrones. Bristol (UK) is used as the case study area, with all hospitals as starting points to study the coverage area of emergency vehicles within a given time frame. The results indicate that road network functionality for SUVs/emergency vehicles has a lower flood risk than that for cars. Additionally, the city centre of Bristol exhibits a higher flood risk, hindering emergency medical vehicles from reaching high-risk flood areas. The findings of this research offer strategies to mitigate the impact of floods on road networks and prepare emergency medical services before flood disasters occur. ...
The natural functions of coastal dune systems are under threat. Rising sea level, changing wave and wind climate and increasing human activities in coastal areas lead to ‘coastal squeeze’. An option to mitigate the effects of coastal squeeze can be creating seaward space through artificial beach widening. The Zandmotor mega nourishment placed in 2011 near The Hague (The Netherlands) is used as an example of creating new coastal space. Morphological changes at the Zandmotor have been studied extensively. The sedimentation-vegetation dynamics and its influence on long-term dune landscape development remain underexplored. Here we show that the presence of vegetation has contributed significantly to the increase in dune volume on the Zandmotor landscape. We used publicly available remote sensing data: elevation maps and aerial images. We found only sedimentation in the dune area on a bi-annual scale indicating that wind does not cause erosion at this timescale. Furthermore, we found that the vegetation cover is increasing over time and is often growing around the peaks of the elevation profile. Also, vegetation often stays at/around the same location and multiplies. The presence and growth of vegetation contribute to a significant increase in dune growth, reaching up to 53 m3/m/year. Our results demonstrate that the presence of vegetation has contributed significantly to the increase in dune volume on the Zandmotor landscape. The insights about sedimentation-vegetation dynamics and its influence on dune growth, gained at the Zandmotor, may inform the development of strategies to mitigate coastal squeeze, enhance dune resilience and adapt to the challenges of climate change and human activities. ...

Unveiling hidden risks in healthcare from flood-induced transportation disruption in Germany (Communications Earth & Environment, (2025), 6, 1, (676), 10.1038/s43247-025-02645-y)

Journal article (2026) - Jonas Wassmer, Seth Bryant, Paul Schimansky, Lindsay T. Keegan, Maria Pregnolato, Jürgen Kurths, Norbert Marwan, Bruno Merz
Correction to: Communications Earth & Environmenthttps://doi.org/10.1038/s43247-025-02645-y, published online 18 August 2025 In the version of the article initially published, the blue shading representing “Permanent water” and “Overbank flooding” was missing from Fig. 1 and has now been reinstated in the HTML and PDF versions of the article. ...
Journal article (2026) - Kristopher Campbell, Maria Pregnolato, Raj Kamal Arora, Su Taylor, Remco Nieuwland, Piet van Andel, Myra Lydon
Bridges are a vital part of the infrastructure that shapes our society. The management of these assets against ever increasing climatic changes is providing unprecedented challenges for bridge asset owners worldwide. The effects of more frequent and severe rainfall flood events in the UK have exacerbated concerns around the management of bridge scour events. This research presents the development and field deployment of a Fiber Optic Scour Sensor (FOSS), designed to remotely monitor scour and infilling in real-time. This sensor consists of three sensing elements (fins) buried at different depths. As scouring occurs, the fins are exposed and free to move and register a response. Following the flood event, as the scour hole begins to infill, these fins are buried, and this process can be picked up on the data trace. A prototype FOSS was installed at Regent bridge in Northern Ireland; a site selected for its accessibility and suitability for monitoring. This paper outlines the installation, and the initial findings, following two storms in October 2023, demonstrating the sensor's potential for real-time scour detection in operational environments. ...
Conference paper (2025) - Delbaz Samadian, Hadi Eslamnia, Maria Pregnolato, Imrose B. Muhit
This paper introduces a novel computational framework that integrates a three-dimensional (3D) nonlinear time history analysis (NLTHA) of buildings subjected to combined flood and earthquake events. Unlike traditional single-hazard analyses, this research explores the complex interactions between hydrodynamic forces from flooding and seismic loads. Using steel special moment-resisting frames (SMRFs) of varying heights in Los Angeles (USA), the response to 13 earthquake hazard levels and four flood inundation depths is evaluated. The framework incorporates computational fluid dynamics (CFD) for hydrodynamic modelling and finite element (FE) analysis for structural response assessment. Results highlight a significant increase inengineering demand parameters (EDPs), such as inter-story drift, floor accelerations, base shear, and ductility in multi-hazard scenarios. These findings underscore the need for a re-evaluation of building resilience in flood-prone areas. ...
Conference paper (2025) - Zdeněk Sháněl, Özgür Yurdakul, Ladislav Routil, Maria Pregnolato
A crucial step in assessing bridge condition is the identification and quantification of damage parameters and their associated limit states. To accurately represent the physical damage to bridges, it is essential to establish multiple, well-defined damage states with their limits that can be quantified using appropriate engineering demand parameters. These parameters ensure the precision and reliability of the assessment.While various codes and studies provide qualitative (and in some cases quantitative) descriptions of limit values of damage states, there is a notable lack of widely accepted quantitative definitions specific to bridges. This knowledge gap poses a significant challenge in the field of bridge engineering and damage assessment. Defining threshold values for damage states is a complex task, whether for individual bridge components or for the entire bridge system. The process of defining bridge damage states begins with a comprehensive review of existing codes and guidelines. This initial step involves examining various national and international standards, engineering manuals, and research publications to identify the range of damage states currently recognized in the field. Following this review, each identified damage state is carefully associated with a specific level of structural damage. By refining and standardizing damage state definitions, the reliability and comparability of bridge assessments can be significantly improved, leading to more effective risk management strategies, especially in the context of natural hazards and long-term durability. ...
Journal article (2025) - Lou Brett, Hannah C. Bloomfield, More Authors..., Anna Bradley, Thibault Calvet, Adrian Champion, Silvia De Angeli, Marleen C. de Ruiter, Selma B. Guerreiro, Maria Pregnolato, Julius Schlumberger
When multiple weather-driven hazards such as heatwaves, droughts, storms or floods occur simultaneously or consecutively, their impacts on society and the environment can compound. Despite recent advances in compound event research, risk assessments by practitioners and policymakers remain predominantly single-hazard focused. This is largely due to traditional siloed approaches that assess and manage natural hazards. Hence, there is a need to adopt a more ‘multi-hazard approach’ to managing compound events in practice. This paper summarizes discussions from a 2-day workshop, held in Glasgow in January 2023, which brought together scientists, practitioners and policymakers to: (1) exchange a shared understanding of the concepts of compound and multi-hazard events; (2) learn from examples of science–policy–practice integration from both the single hazard and multi-hazard domains; and (3) explore how success stories could be used to improve the management of compound events and multi-hazard risks. Key themes discussed during the workshop included developing a common language, promoting knowledge co-production, fostering science–policy–practice integration, addressing complexity, utilising case studies for improved communication and centralising information for informed research, tools and frameworks. By bringing together experts from science, policy and practice, this workshop has highlighted ways to quantify compound and multi-hazard risks and synergistically incorporate them into policy and practice to enhance risk management. ...

Enhancing Flood Risk Management in Riseley, UK

Journal article (2025) - Amrie Singh, Harry Mansfield, Maria Pregnolato, Nigel Wright
Subgrid sampling (SGS) has been increasingly integrated into hydraulic modelling to refine terrain representation without excessively increasing computational demands. This study investigates the effects of SGS and nature-based solutions (NbS), focusing on flow velocities, storage volumes and mass balance stability. Using a rain-on-grid TUFLOW model, we simulate a 1-in-30-year flood event across different NbS interventions, including leaky dams, floodplain planting and bunds with floodable depressions. Results demonstrate that higher SGS frequencies of 11 significantly enhance terrain resolution, improving the representation of flow paths and floodplain activation. However, a lower SGS frequency of three introduces notable numerical artefacts, leading to persistent negative cumulative volume errors and misrepresenting water retention within the system. NbS interventions generally minimise peak flow rates, with bunds and depressions (Option 3) proving the most effective, achieving a storage volume increase of up to 162.83% compared to the baseline scenario. Mass balance assessments show that models without SGS overestimate flood storage, potentially misguiding NbS implementation and compliance with flood storage regulations such as the UK Reservoirs Act (1975). ...

Methodological approaches, gaps, and future directions

Review (2025) - Amrie Singh, Vijay Sreeparvathy, Sengupta Debdut, Maria Pregnolato, Nigel Wright
Study region: The study focuses on Kerala, a state in the southwest of India. Kerala is composed of 14 districts, each characterised by variations in topography, climate, and land use patterns. Study focus: This review critically analyses the literature on flood risk assessment (FRA) in Kerala, particularly after the devastating 2018 floods. Kerala has experienced sporadic floods in the 21st century, caused by localized heavy rainfall, rapid urbanization and improper management of water resources. The 2018 Kerala Floods was one of the most catastrophic recent floods. Nearly all 14 districts were affected, over 480 people lost their lives, and more than a million were displaced. Anthropogenic factors, such as encroachment on wetlands, sand mining in riverbeds, and inadequate drainage systems in urban areas, have worsened the impact of floods. Despite the long history of flooding, flood management in Kerala has struggled to keep pace with the increasing magnitude and frequency of these events. Factors such as outdated infrastructure, uncoordinated dam management, and poor urban planning have exacerbated the impacts of floods. Against this backdrop, this review on flood risk assessment (FRA) in Kerala evaluates and synthesises existing methodologies to improve understanding of current state-of-the-art FRA in Kerala and provide a foundation for more effective flood management strategies. New hydrological insights for the region: The review identifies that research conducted after the 2018 floods can be categorised into three broad methodological themes: Remote Sensing and Geographic Information Systems (GIS), Predictive Modeling (including hydrological and hydraulic simulations), and Analytical Approaches (such as machine learning, statistical methods, and multi-criteria decision-making). The spatial focus of the studies reveals significant disparities, with Allapuzha being the most extensively studied district and Thiruvananthapuram receiving minimal attention. The review identifies critical gaps in the literature, including challenges in translating mitigation strategies, urban flooding stemming from poor land use planning, insufficient integration of various flood sources, and limited research on compound extreme events. Highlighting the urgency of translating the quantification of hazard to mitigation and the integration of climate change projections, the article provides avenues for further research for FRA in Kerala. ...

A protocol for a 5-year multi-sited interdisciplinary research project into preparedness of healthcare for floods in the Netherlands

Journal article (2025) - Robert A.J. Borst, Yared Abayneh Abebe, Sebastiaan N. Jonkman, Roland Bal, Karin van Vuuren, Julien Magana, Bert de Graaff, Saba Hinrichs-Krapels, Bas Kolen, Maria Pregnolato, Anja Schreijer, Tina Comes
Introduction: The 2021 European floods in Germany, Belgium, and the Netherlands significantly impacted healthcare. With climate change increasing flood risks, healthcare preparedness is essential. Floods affect healthcare directly and indirectly by disrupting patient access, damaging infrastructure and impeding care continuity. Our interdisciplinary research in the Netherlands systematically assesses flood impacts on healthcare, optimises disaster preparedness, patient logistics, and continuity and explores crisis governance, incorporating lessons from coronavirus disease-2019 (COVID-19). Methods: Our multi-sited, interdisciplinary project titled “Pandemic lessons for flood disaster preparedness” includes literature reviews on: (i) the (in) direct impacts of floods on healthcare, (ii) disaster decision-making strategies and (iii) patient logistics during crises. Empirically, ethnographic methods (interviews, focus groups, document analyses, and observations) will: (a) assess hospital flood preparedness, (b) explore decision-making and crisis management strategies and (c) analyse the dynamics of health system governance during floods. Data from these sources and flood scenarios will inform models on healthcare impacts and decision-making, culminating in a simulation game for research and training. Discussion: This study offers a comprehensive, interdisciplinary approach to understanding and improving healthcare system preparedness for floods. By integrating diverse fields such as healthcare governance, disaster risk management, logistics and hydraulic engineering, we provide a unique lens on resilience. A key strength is the incorporation of lessons from the COVID-19 pandemic, allowing us to draw parallels between pandemic response and flood preparedness. In addition, our simulation game serves as a robust tool for translating knowledge into practice. However, the study’s reliance on collaboration with busy healthcare and disaster response professionals may limit engagement. Moreover, the absence of direct public and patient involvement in the research design, though partially mitigated by engaging representative organizations, presents a potential limitation. Lastly, the challenge of obtaining real-time data from flood events could introduce recall bias, but triangulation of various data sources aims to address this issue. Despite these challenges, the study’s integration of long-term data from recent floods and focus on healthcare-specific crisis governance provides valuable insights for improving disaster preparedness. ...
Conference paper (2025) - Kristopher Campbell, Myra Lydon, Maria Pregnolato, Raj K. Arora, Darragh Lydon, Remco Nieuwland
Bridges play a key role in the transportation network system and are vulnerable to various natural hazards. For bridges constructed over rivers, scour is one of the major causes of bridge failure.With the growing impacts of climate change, both the intensity and frequency of flood events are increasing, raising significant concerns regarding the safety and maintenance of bridge infrastructure. This study presents a method for remotely monitoring scouring which uses a Fibre Optic scour sensor based on Fibre Bragg Grating, named FOSS. The sensor comprises three sensing elements (fins), which are embedded at different depths. The systemoperates on the principle that, when erosion occurs, the movement of these fins generates a measurable response, indicating the depth of erosion. This paper presents the sensor’s characteristics and shows preliminary findings from a field deployment on a bridge in the Northern Ireland region. ...
Conference paper (2025) - Yared A. Abebe, Maria Pregnolato, Bas N. Jonkman
Hydro meteorological hazards, especially floods and cyclones, present considerable risks to public health, leading to fatalities, physical damage to healthcare facilities (HCFs), and major disruptions in health care delivery. This study undertook a systematic review of academic literature to explore both the direct and indirect effects of flooding on HCFs, along with the risk management approaches employed to mitigate these impacts. We conducted searches across four major databases (MEDLINE, Embase, Web of Science, and Scopus) for English-language publications, using keywords related to floods, cyclones, healthcare facility types, and disaster risk reduction. The review was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. We screened 7500 records, ultimately selecting 74 studies that met the inclusion criteria. Roughly 76% of the selected studies focused on cyclone-induced flooding and were mostly based in the United States. Hospitals emerged as the most frequently studied HCF type (n = 54), followed by long-term care facilities (n = 11). A prevalent issue reported was basement flooding, which affected critical systems such as equipment storage, medical supplies, and backup power. Disruptions to electricity and water services also posed severe operational challenges. While more than two-thirds of the studies referenced patient evacuation procedures, relatively few reported the use of structural mitigation strategies. Over one-third mentioned the presence of emergency preparedness plans. However, the review uncovered a lack of consistency in the preparedness levels among HCFs. To improve resilience, the main policy recommendation is to develop standardized guidelines and strengthen oversight of preparedness planning. ...
Hydrometeorological hazards, particularly floods and cyclones, pose significant threats to human health, including fatalities, damage to healthcare facilities (HCFs), and disruptions to health services. This study systematically reviewed scientific articles to identify the direct and indirect impacts of floods on HCFs and the risk management strategies implemented to address these challenges. To that end, we searched four databases (MEDLINE, Embase, Web of Science and Scopus) for articles written in English. Our search query included terms related to flood and cyclone hazards, HCF types and disaster risk management strategies. We followed the PRISMA guidelines to conduct the study. The search resulted in 7500 records, which were finally filtered down to 74 studies after removing duplicates, screening records and full article eligibility checks. Approximately 76 % of the included studies addressed cyclone-related flood impacts and were conducted in the United States. Hospitals were the most studied HCFs (n = 54) followed by long-term care facilities (n = 11). The main impact of floods on hospitals was due to flooded basements as they house important services including equipment, supplies and backup generators. Interruptions of electricity and water supplies were reported to cause serious challenges. Regarding flood risk management, patient evacuation was mentioned by more than 66 % of the studies while few studies reported the implementation of structural measures. More than a third of the studies reported the availability of preparedness plans. The review revealed inconsistencies in the flood preparedness of HCFs. The main policy recommendations are the availability of guidelines to standardize preparedness plans and oversight. ...
Conference paper (2025) - Vijay Kumar, Kevin Jolly, Sam Gunner, Maria Pregnolato, Patrick Tully, Theo Tryfonas
Urbanisation has led to urban population growth affecting the economy and the environment, including degrading air quality via pollution. Air pollution has been linked to a variety of conditions and health risks including heart disease, stroke, asthma, Alzheimer's and neurodevelopmental disorders. However, it is difficult for a citizen to find precise air pollution data at a particular location. Smart City strategies usually stipulate that city councils should focus on delivering platforms for active citizen participation using existing technology. Existing civic data hubs such as the London Datastore, Open Data Bristol etc., provide air pollution data but lack elaborate representations for user-defined locations. Existing air quality initiatives such as the Smart Citizen platform and Sensor.Community provide more advanced graphical representations. However, they restrict themselves to showing data coming from their respective devices. The paper presents the Open City Air Quality Platform (OpenCAQP), a development that merges a wide range of data sources and air pollution parameters into a single platform. The OpenCAQP allows citizens, environmentalists, data analysts, and developers to access and visualise data. The proposed solution contributes to two key objectives: i) analysis of the air pollution data sources available in a city; ii) a replicable scalable, modular open source capability aggregating and visualising air pollution data from multiple sources. Its effectiveness has been evaluated by measuring quality, usability and increased awareness of users through a feedback questionnaire. ...
Review (2025) - Jo E. Sias, Eshan V. Dave, Ellen Mecray, Amir Golalipour, Alondra Chamorro, Philip Hendrick, B. Shane Underwood, Benjamin F. Bowers, John T. Harvey, Theunis F.P. Henning, Susan L. Tighe, Jennifer M. Jacobs, Maria Pregnolato, Yaning Qiao
Roadways provide safe and efficient transport and are essential to the function of societies and economies. However, climate change increasingly pushes pavements beyond their engineering limits, leading to deterioration. In this Review, we explore the impacts of climate change on roadways and approaches to mitigate them. Roadways are vulnerable to changes in temperature, precipitation and sea level rise driven by climate change. High temperatures soften asphalt pavements, causing rutting, which is projected to increase by 2% per 1% increase in mean temperature. Increased moisture in the underlying soil caused by precipitation and sea level rise reduces the load-bearing capacity of roadways for months and in some cases halves their lifetime. Roadway closures due to extreme weather events or resulting reconstruction cause delays and detours; by 2100, high tide flooding in the USA is expected to cause delays of 3.4 billion vehicle-hours per year. Climate change is projected to increase national annual costs of pavement maintenance by over US$500 million on average by 2050, depending on the country. Adaptation strategies include adjusting the type of asphalt, reinforcing concrete with steel, stabilizing gravel roads and adding nature-based features. Rapid implementation of policies, guidance on evaluating adaptation alternatives and exploration of the combined impacts of multiple climate stressors are needed. ...
Journal article (2025) - Jonas Wassmer, Seth Bryant, Paul Schimansky, Lindsay T. Keegan, Maria Pregnolato, Jürgen Kurths, Norbert Marwan, Bruno Merz
Despite investments in disaster resilience, flooding continues to disrupt healthcare systems, both by limiting access and through failures in the surrounding transportation network. Existing models for mitigation planning often overlook critical dynamics, such as traffic rerouting, particularly at the national scales necessary for effective planning. Here we present a scalable method to identify hospitals at risk of emergency response delays and service disruptions caused by flood-induced traffic impacts. Our approach integrates a regional flood model with a gravity-based traffic model to simulate traffic flow from open-source road data. Our findings reveal hidden risks for hospitals located far from flood zones, showing how flood-related road disruptions and traffic rerouting can reduce access to critical healthcare services. In particular, we found 75 (of 2,475) hospitals at risk of patient surges beyond their regular capacity, driven solely by flood-related traffic disruptions. Of these, a third are more than 10 km from the nearest inundation, suggesting these facilities may be unaware and thus under-prepared — risks that have, until now, remained hidden from assessments. ...
Journal article (2025) - Delbaz Samadian, Hadi Eslamnia, Imrose B. Muhit, Maria Pregnolato, Nashwan Dawood
With climate change intensifying risks of extreme precipitation and riverine flooding, reassessing building resilience under multi-hazard scenarios, particularly those involving earthquakes, has become increasingly important. This study proposes an integrated framework for three-dimensional (3D) nonlinear time history analysis (NLTHA) to evaluate structural performance under sequential earthquake and flood events. By coupling advanced Computational Fluid Dynamics (CFD) simulations with earthquake engineering methods, the framework captures the time-dependent interaction of seismic and hydrodynamic forces. This overcomes limitations of previous research that relied on oversimplified flood-earthquake interaction models. The analysis focuses on steel special moment-resisting frame (SMRF) buildings in Los Angeles, California. Thirteen seismic hazard levels and four flood inundation depths are analysed, producing detailed engineering demand parameters (EDPs) for both earthquake-only and combined hazard scenarios. Structural vulnerability is evaluated through ductility and plastic hinge rotation in columns and beams. Results show flooding significantly amplifies EDPs, especially in lower stories and front-facing elements, emphasising the need to revise design and assessment strategies for buildings in flood-prone areas. Furthermore, vortex shedding and asymmetric water flow patterns around corners and side columns increase localised hydrodynamic pressures. This integrated approach provides engineers with a comprehensive framework for analysing structures to withstand future climate-driven multi-hazard events. ...
Journal article (2024) - Xin L. Tu, Alberto M. Gambaruto, Richard Newell, Maria Pregnolato
The flow field near bridge piers is analysed using computational fluid dynamics (CFD) models to investigate bridge scour, which is one of the main safety concerns for bridges. Two indicators are used to characterise the scour hole, the horseshoe vortex (HV) core position relative to the bed, and the area of wall shear stress (WSS) above a sediment transport threshold of 1 Pa. The underlying fluid mechanics is detailed, establishing the relation between vorticity generation, the fluid strain rate and the WSS. The CFD models are validated against results in the literature, for the free surface around the pier and for the WSS at the bed. A parametric study with different pier widths, mass flow rates (MFR), and pier shapes is carried out, and these results are compared to an adapted pier with diverting fin inserted in the front. The adaptation shows that the diverting fin reduced the strength of the HV in front of the pier, and also reduces the total area of bed WSS above the threshold. ...
Conference paper (2024) - P. J. Vardanega, T. Tryfonas, G. Gavriel, D. T. Nepomuceno, M. Pregnolato, J. Bennetts
Visual inspection remains an essential tool for assessing structural damage. Damage detection is a challenging task for those specifying, designing, and deploying SHM systems. Often only traditional visual inspection processes are available to determine the type and extent of structural damage. For bridge structures in the UK, a regime of general (every two years) and principal (every six years) inspections is often followed. Such visual inspections are time-consuming and costly in terms of both labour and financial resources. Therefore, the possibility of completing more of the bridge visual inspection process offsite has many potential benefits for bridge owners and managers during the service life of the asset. Recent research conducted at the University of Bristol in collaboration with industrial partners has examined how to make the best use of metrics derived from visual inspection data when assessing bridge condition and planning maintenance activities. Recent research into which aspects of the current visual inspection regime in the UK could potentially be moved offsite has also been carried out. This paper summarises these research efforts and discusses how AI may be used as part of future enhancements to visual inspection data capture and analysis. ...