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23 pages, 2649 KB  
Article
RUSH: Rapid Remote Sensing Updates of Land Cover for Storm and Hurricane Forecast Models
by Chak Wa (Winston) Cheang, Kristin B. Byrd, Nicholas M. Enwright, Daniel D. Buscombe, Christopher R. Sherwood and Dean B. Gesch
Remote Sens. 2025, 17(18), 3165; https://doi.org/10.3390/rs17183165 - 12 Sep 2025
Viewed by 508
Abstract
Coastal vegetated ecosystems, including tidal marshes, vegetated dunes, and shrub- and forest-dominated wetlands, can mitigate hurricane impacts such as coastal flooding and erosion by increasing surface roughness and reducing wave energy. Land cover maps can be used as input to improve simulations of [...] Read more.
Coastal vegetated ecosystems, including tidal marshes, vegetated dunes, and shrub- and forest-dominated wetlands, can mitigate hurricane impacts such as coastal flooding and erosion by increasing surface roughness and reducing wave energy. Land cover maps can be used as input to improve simulations of surface roughness in advanced hydro-morphological models. Consequently, there is a need for efficient tools to develop up-to-date land cover maps that include the accurate distribution of vegetation types prior to an extreme storm. In response, we developed the RUSH tool (Rapid remote sensing Updates of land cover for Storm and Hurricane forecast models). RUSH delivers high-resolution maps of coastal vegetation for near-real-time or historical conditions via a Jupyter Notebook application and a graphical user interface (GUI). The application generates 3 m spatial resolution land cover maps with classes relevant to coastal settings, especially along mainland beaches, headlands, and barrier islands, as follows: (1) open water; (2) emergent wetlands; (3) dune grass; (4) woody wetlands; and (5) bare ground. These maps are developed by applying one of two seasonal random-forest machine learning models to Planet Labs SuperDove multispectral imagery. Cool Season and Warm Season Models were trained on 665 and 594 reference points, respectively, located across study regions in the North Carolina Outer Banks, the Mississippi Delta in Louisiana, and a portion of the Florida Gulf Coast near Apalachicola. Cool Season and Warm Season Models were tested with 666 and 595 independent points, with an overall accuracy of 93% and 94%, respectively. The Jupyter Notebook application provides users with a flexible platform for customization for advanced users, whereas the GUI, designed with user-experience feedback, provides non-experts access to remote sensing capabilities. This application can also be used for long-term coastal geomorphic and ecosystem change assessments. Full article
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37 pages, 3366 KB  
Article
Golden Seal Project: An IoT-Driven Framework for Marine Litter Monitoring and Public Engagement in Tourist Areas
by Dimitra Tzanetou, Stavros Ponis, Eleni Aretoulaki, George Plakas and Antonios Kitsantas
Appl. Sci. 2025, 15(17), 9564; https://doi.org/10.3390/app15179564 - 30 Aug 2025
Viewed by 517
Abstract
This paper presents the research outcomes of the Golden Seal project, which addresses the omnipresent issue of plastic pollution in coastal areas while enhancing their touristic value through the deployment of Internet of Things (IoT) technologies integrated into a gamified recycling framework. The [...] Read more.
This paper presents the research outcomes of the Golden Seal project, which addresses the omnipresent issue of plastic pollution in coastal areas while enhancing their touristic value through the deployment of Internet of Things (IoT) technologies integrated into a gamified recycling framework. The developed system employs an IoT-enabled Wireless Sensor Network (WSN) to systematically collect, transmit, and analyze environmental data. A centralized, cloud-based platform supports real-time monitoring and data integration from Unmanned Aerial and Surface Vehicles (UAV and USV) equipped with sensors and high-resolution cameras. The system also introduces the Beach Cleanliness Index (BCI), a composite indicator that integrates quantitative environmental metrics with user-generated feedback to assess coastal cleanliness in real time. A key innovation of the project’s architecture is the incorporation of a Serious Game (SG), designed to foster public awareness and encourage active participation by local communities and municipal authorities in sustainable waste management practices. Pilot implementations were conducted at selected sites characterized by high tourism activity and accessibility. The results demonstrated the system’s effectiveness in detecting and classifying plastic waste in both coastal and terrestrial settings, while also validating the potential of the Golden Seal initiative to promote sustainable tourism and support marine ecosystem protection. Full article
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25 pages, 13635 KB  
Article
Microplastics in Nearshore and Subtidal Sediments in the Salish Sea: Implications for Marine Habitats and Exposure
by Frances K. Eshom-Arzadon, Kaitlyn Conway, Julie Masura and Matthew R. Baker
J. Mar. Sci. Eng. 2025, 13(8), 1441; https://doi.org/10.3390/jmse13081441 - 28 Jul 2025
Viewed by 706
Abstract
Plastic debris is a pervasive and persistent threat to marine ecosystems. Microplastics (plastics < 5 mm) are increasing in a variety of marine habitats, including open water systems, shorelines, and benthic sediments. It remains unclear how microplastics distribute and accumulate in marine systems [...] Read more.
Plastic debris is a pervasive and persistent threat to marine ecosystems. Microplastics (plastics < 5 mm) are increasing in a variety of marine habitats, including open water systems, shorelines, and benthic sediments. It remains unclear how microplastics distribute and accumulate in marine systems and the extent to which this pollutant is accessible to marine taxa. We examined subtidal benthic sediments and beach sediments in critical nearshore habitats for forage fish species—Pacific sand lance (Ammodytes personatus), Pacific herring (Clupea pallasi), and surf smelt (Hypomesus pretiosus)—to quantify microplastic concentrations in the spawning and deep-water habitats of these fish and better understand how microplastics accumulate and distribute in nearshore systems. In the San Juan Islands, we examined an offshore subtidal bedform in a high-flow channel and beach sites of protected and exposed shorelines. We also examined 12 beach sites proximate to urban areas in Puget Sound. Microplastics were found in all samples and at all sample sites. Microfibers were the most abundant, and flakes were present proximate to major shipyards and marinas. Microplastics were significantly elevated in Puget Sound compared to the San Juan Archipelago. Protected beaches had elevated concentrations relative to exposed beaches and subtidal sediments. Microplastics were in higher concentrations in sand and fine-grain sediments, poorly sorted sediments, and artificial sediments. Microplastics were also elevated at sites confirmed as spawning habitats for forage fish. The model results indicate that both current speed and proximate urban populations influence nearshore microplastic concentrations. Our research provides new insights into how microplastics are distributed, deposited, and retained in marine sediments and shorelines, as well as insight into potential exposure in benthic, demersal, and shoreline habitats. Further analyses are required to examine the relative influence of urban populations and shipping lanes and the effects of physical processes such as wave exposure, tidal currents, and shoreline geometry. Full article
(This article belongs to the Special Issue Benthic Ecology in Coastal and Brackish Systems—2nd Edition)
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21 pages, 13177 KB  
Article
Links Between the Coastal Climate, Landscape Hydrology, and Beach Dynamics near Cape Vidal, South Africa
by Mark R. Jury
Coasts 2025, 5(3), 25; https://doi.org/10.3390/coasts5030025 - 18 Jul 2025
Viewed by 484
Abstract
Coastal climate processes that affect landscape hydrology and beach dynamics are studied using local and remote data sets near Cape Vidal (28.12° S, 32.55° E). The sporadic intra-seasonal pulsing of coastal runoff, vegetation, and winds is analyzed to understand sediment inputs and transport [...] Read more.
Coastal climate processes that affect landscape hydrology and beach dynamics are studied using local and remote data sets near Cape Vidal (28.12° S, 32.55° E). The sporadic intra-seasonal pulsing of coastal runoff, vegetation, and winds is analyzed to understand sediment inputs and transport by near-shore wind-waves and currents. River-borne sediments, eroded coral substrates, and reworked beach sand are mobilized by frequent storms. Surf-zone currents ~0.4 m/s instill the northward transport of ~6 105 kg/yr/m. An analysis of the mean annual cycle over the period of 1997–2024 indicates a crest of rainfall over the Umfolozi catchment during summer (Oct–Mar), whereas coastal suspended sediment, based on satellite red-band reflectivity, rises in winter (Apr–Sep) due to a deeper mixed layer and larger northward wave heights. Sediment input to the beaches near Cape Vidal exhibit a 3–6-year cycle of southeasterly waves and rainy weather associated with cool La Nina tropical sea temperatures. Beachfront sand dunes are wind-swept and release sediment at ~103 m3/yr/m, which builds tall back-dunes and helps replenish the shoreline, especially during anticyclonic dry spells. A wind event in Nov 2018 is analyzed to quantify aeolian transport, and a flood in Jan–Feb 2025 is studied for river plumes that meet with stormy seas. Management efforts to limit development and recreational access have contributed to a sustainable coastal environment despite rising tides and inland temperatures. Full article
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38 pages, 11886 KB  
Article
The Estimation of Suspended Solids Concentration from an Acoustic Doppler Current Profiler in a Tidally Dominated Continental Shelf Sea Setting and Its Use as a Numerical Modelling Validation Technique
by Shauna Creane, Michael O’Shea, Mark Coughlan and Jimmy Murphy
Water 2025, 17(12), 1788; https://doi.org/10.3390/w17121788 - 14 Jun 2025
Viewed by 848
Abstract
Reliable coastal and offshore sediment transport data is a requirement for many engineering and environmental projects including port and harbour design, dredging and beach nourishment, sea shoreline protection, inland navigation, marine pollution monitoring, benthic habitat mapping, and offshore renewable energy (ORE). Novel sediment [...] Read more.
Reliable coastal and offshore sediment transport data is a requirement for many engineering and environmental projects including port and harbour design, dredging and beach nourishment, sea shoreline protection, inland navigation, marine pollution monitoring, benthic habitat mapping, and offshore renewable energy (ORE). Novel sediment transport numerical modelling approaches allow engineers and scientists to investigate the physical interactions involved in these projects both in the near and far field. However, a lack of confidence in simulated sediment transport results is evident in many coastal and offshore studies, mainly due to limited access to validation datasets. This study addresses the need for cost-effective sediment validation datasets by investigating the applicability of four new suspended load validation techniques to a 2D model of the south-western Irish Sea. This involves integrating an estimated spatial time series of suspended solids concentration (SSCsolids) derived from acoustic Doppler current profiler (ADCP) acoustic backscatter with several in situ water sample-based SSCsolids datasets. Ultimately, a robust spatial time series of ADCP-based SSCsolids was successfully calculated in this offshore, tidally dominated setting, where the correlation coefficient between estimated SSCsolids and directly measured SSCsolids is 0.87. Three out of the four assessed validation techniques are deemed advantageous in developing an accurate 2D suspended sediment transport model given the assumptions of the depth-integrated approach. These recommended techniques include (i) the validation of 2D modelled suspended sediment concentration (SSCsediment) using water sample-based SSCsolids, (ii) the validation of the flood–ebb characteristics of 2D modelled suspended load transport and SSCsediment using ADCP-based datasets, and (iii) the validation of the 2D modelled peak SSCsediment over a spring–neap cycle using the ADCP-based SSCsolids. Overall, the multi-disciplinary method of collecting in situ metocean and sediment dynamic data via acoustic instruments (ADCPs) is a cost-effective in situ data collection method for future ORE developments and other engineering and scientific projects. Full article
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16 pages, 378 KB  
Article
Barriers Experienced During Fatherhood and the Role of Adverse Childhood Experiences: A Mixed-Methods Approach
by Sravya Gurivireddygari, Samantha Hicks, Elisabeth Hayes, Meera Rao, Sebastian Densley, Sumaita Choudhury, Panagiota Kitsantas, Maria Mejia and Lea Sacca
Societies 2025, 15(6), 162; https://doi.org/10.3390/soc15060162 - 12 Jun 2025
Viewed by 824
Abstract
Given the critical role of fatherhood in child development and the significant challenges faced by fathers in underserved communities, there is a pressing need to better understand the specific barriers they encounter. This exploratory mixed-methods study examines the prevalence of adverse childhood experiences [...] Read more.
Given the critical role of fatherhood in child development and the significant challenges faced by fathers in underserved communities, there is a pressing need to better understand the specific barriers they encounter. This exploratory mixed-methods study examines the prevalence of adverse childhood experiences (ACEs) among fathers, including English, Spanish, and Creole speakers, and explores how social determinants of health exacerbate these barriers. Quantitative data were collected from June 2022–2023 using REDCap survey software. Additionally, three focus groups were conducted with 18 fathers residing in Palm Beach County (PBC), each group based on the primary language spoken at home. The focus groups were conducted in person via the Healthy Mothers Healthy Babies Coalition (HMHB) outreach team at community centers within the PBC. Stated barriers to fatherhood were thematically classified according into three main themes: (1) limited access to and knowledge of resources in the community; (2) challenges in navigating new roles, resources, and fatherhood responsibilities; and (3) important values in parenting. Over 40% of the fathers reported barriers to being involved in their child’s life. The most frequent barriers included work (35.4%) and lack of transportation distance (12.5%). Bivariate analysis using the fisher’s exact test showed a significant association between scoring greater than 4 on the ACE criteria checklist and experiencing barriers to being involved in the child’s life (p-value = 0.013). Findings from this study aim to inform the development of culturally tailored interventions that address disparities in fatherhood support, ultimately contributing to improved outcomes for both fathers and their children. Full article
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18 pages, 1470 KB  
Article
From Iceland to the Canary Islands: Understanding the Appeal of Mass Tourism in the Age of Over-Tourism
by Kristín Loftsdóttir and Már Wolfgang Mixa
Tour. Hosp. 2025, 6(2), 76; https://doi.org/10.3390/tourhosp6020076 - 29 Apr 2025
Cited by 1 | Viewed by 2129
Abstract
The Canary Islands have long been a major European destination for mass tourism, often associated with ‘sun-and-beach’ vacations. Critiques of mass tourism have intensified in recent years, as reflected in the 2024 protests in the Canary Islands, which linked mass tourism to economic [...] Read more.
The Canary Islands have long been a major European destination for mass tourism, often associated with ‘sun-and-beach’ vacations. Critiques of mass tourism have intensified in recent years, as reflected in the 2024 protests in the Canary Islands, which linked mass tourism to economic inequalities and concerns about sustainability. Through the case example of Icelandic tourism to the Canary Islands, this research asks two questions: (a) why mass tourism destinations are appealing, and (b) how these reasons can be more fully understood within a broader geopolitical and structural context. The research methods include a survey conducted in Iceland in 2022 and an analysis of media coverage in Iceland related to the Canary Islands from 2017 to 2022. Survey data indicate that the islands are primarily perceived as an easily accessible, well-established holiday destination. Simultaneously, an analysis of media discussions reveals a limited discourse on the islands in Icelandic media, mainly focusing on tourism. The results illustrate how specific destinations become desirable by prioritizing infrastructure associated with mass tourism, where tourism’s impact on host communities, economies, and environments tends to be invisible. Full article
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25 pages, 34678 KB  
Article
Historical Coast Snaps: Using Centennial Imagery to Track Shoreline Change
by Fátima Valverde, Rui Taborda, Amy E. East and Cristina Ponte Lira
Remote Sens. 2025, 17(8), 1326; https://doi.org/10.3390/rs17081326 - 8 Apr 2025
Viewed by 1299
Abstract
Understanding long-term coastal evolution requires historical data, yet accessing reliable information becomes increasingly challenging for extended periods. While vertical aerial imagery has been extensively used in coastal studies since the mid-20th century, and satellite-derived shoreline measurements are now revolutionizing shoreline change studies, ground-based [...] Read more.
Understanding long-term coastal evolution requires historical data, yet accessing reliable information becomes increasingly challenging for extended periods. While vertical aerial imagery has been extensively used in coastal studies since the mid-20th century, and satellite-derived shoreline measurements are now revolutionizing shoreline change studies, ground-based images, such as historical photographs and picture postcards, provide an alternative source of shoreline data for earlier periods when other datasets are scarce. Despite their frequent use for documenting qualitative morphological changes, these valuable historical data sources have rarely supported quantitative assessments of coastal evolution. This study demonstrates the potential of historical ground-oblique images for quantitatively assessing shoreline position and long-term change. Using Conceição-Duquesa Beach (Cascais, Portugal) as a case study, we analyze shoreline evolution over 92 years by applying a novel methodology to historical photographs and postcards. The approach combines image registration, shoreline detection, coordinate transformation, and rectification while accounting for positional uncertainty. Results reveal a significant counterclockwise rotation of the shoreline between the 20th and 21st centuries, exceeding estimated uncertainty thresholds. This study highlights the feasibility of using historical ground-based imagery to reconstruct shoreline positions and quantify long-term coastal change. The methodology is straightforward, adaptable, and offers a promising avenue for extending the temporal range of shoreline datasets, advancing our understanding of coastal evolution. Full article
(This article belongs to the Special Issue Advances in Remote Sensing of the Inland and Coastal Water Zones II)
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19 pages, 3705 KB  
Article
Climate Influences on Day and Overnight Use at California State Beaches and Coastal Parks
by Jeffrey S. Jenkins, Terence G. Young, Alexander M. Petersen, Felber J. Arroyave and Maria E. Medina-Chavarría
Land 2025, 14(2), 324; https://doi.org/10.3390/land14020324 - 6 Feb 2025
Viewed by 1462
Abstract
State beaches and parks provide access to coastal environments for recreational activities that rely on access to the ocean, coastal climate, and scenic amenities. Approximately 46 million people visit state beaches in California annually, and another 20 million people visit other types of [...] Read more.
State beaches and parks provide access to coastal environments for recreational activities that rely on access to the ocean, coastal climate, and scenic amenities. Approximately 46 million people visit state beaches in California annually, and another 20 million people visit other types of state park units located in the Coastal Zone, which together constitute 72% of overall visitation to the state parks system. We utilized monthly attendance estimates available between 2001 and 2020 to assess the influence of extreme drought or wet conditions on visitation to state beaches and coastal parks for day use and overnight use. State beaches include direct access to the ocean for water-dependent recreation activities from swimming to scenery, while coastal park types range from coastal forests to historical sites and may include some ocean access but are not directly dependent on water. State park unit climate conditions were analyzed by coastal region according to seasonal variability between moderate and extreme drought and wet categories using the Palmer Drought Severity Index. We found that visitation to state beaches is more sensitive to climate than coastal parks, particularly during times of extreme drought, and that overall day use visitation is more sensitive to climate than overnight use. Full article
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31 pages, 8952 KB  
Article
Spain’s La Manga del Mar Menor (Murcia), a Space Transformed by Tourist Activity—Analysis from the Geography of Perception
by Francisco José Morales Yago, José Manuel Jurado Almonte and María José Cuesta Aguilar
Sustainability 2024, 16(23), 10437; https://doi.org/10.3390/su162310437 - 28 Nov 2024
Cited by 2 | Viewed by 4648
Abstract
Tourist activity has a powerful capacity to transform landscapes, often modifying natural or semi-natural spaces in favour of increasingly dense urban structures. This change is particularly evident in Mediterranean coastal areas, and specifically in Spain’s La Manga del Mar Menor in the Region [...] Read more.
Tourist activity has a powerful capacity to transform landscapes, often modifying natural or semi-natural spaces in favour of increasingly dense urban structures. This change is particularly evident in Mediterranean coastal areas, and specifically in Spain’s La Manga del Mar Menor in the Region of Murcia, whose environment and landscape have been altered from the 1960s onwards. During this time, intense urbanisation based on the sun and beach tourism model has been developed, which represents a bad example of urban land-use planning. Speculation and the lack of a sustainable tourist model in those years have created a 22-km linear city along a coastal strip, currently characterised by a densified tourist area. This situation is due to the lack of urban planning and a series of other problems, such as the lack of basic services and facilities, saturation in access to them and environmental pollution. In this spatial context, the geography of perception’s methodology will serve as an analytical tool in aspects related to the lived space and the interaction of residents and tourists. This is combined with a DAFO/SWOT-CAME analysis and the use of photographs and cartographies as key research instruments. The aim of this work is to analyse the intense urbanisation that has taken place in this coastal area and to show the need to carry out urban development actions within the framework of a possible new plan aimed at halting environmental deterioration, organising land use, creating more spaces for public services and protecting, to a greater extent, beaches and other natural and cultural resources. A commitment to sustainable tourism should ensure better urban conditions to meet both visitor and local demands. Full article
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15 pages, 486 KB  
Article
Antimicrobial Resistance and Pathotypes of Escherichia coli Isolates from Yellow-Legged Seagulls (Larus michahellis) in Central Italy
by Giulia Cagnoli, Fabrizio Bertelloni, Renato Ceccherelli and Valentina Virginia Ebani
Animals 2024, 14(21), 3048; https://doi.org/10.3390/ani14213048 - 22 Oct 2024
Cited by 1 | Viewed by 1629
Abstract
Seagulls are synanthropic wild birds that can contaminate, through their droppings, beaches, urban and peri-urban environments. This concern is more serious when seagulls eliminate antimicrobial-resistant pathogenic bacteria. This study analyzed the fecal samples from 137 yellow-legged seagulls (Larus michahellis) from Central [...] Read more.
Seagulls are synanthropic wild birds that can contaminate, through their droppings, beaches, urban and peri-urban environments. This concern is more serious when seagulls eliminate antimicrobial-resistant pathogenic bacteria. This study analyzed the fecal samples from 137 yellow-legged seagulls (Larus michahellis) from Central Italy. A total of 218 Escherichia coli strains were isolated and analyzed for phenotypic and genotypic antimicrobial resistance and to identify the virulence genes characterizing different pathotypes. The disk diffusion method on all isolates found relevant resistance rates to ampicillin (38.99%), tetracycline (23.85%), and enrofloxacin (21.10%). On the basis of all results obtained with this test, 62 (28.44%) isolates were classified as multidrug-resistant (MDR) and 6 (2.75%) as extensive drug-resistant (XDR). Molecular analyses conducted on the strains phenotypically resistant to carbapenems, cephalosporins, and penicillins found 9/37 (24.32%) strains positive for blaOXA-48, 52/103 (50.49%) for blaTEM, 12/103 (11.65%) for blaCMY2, 3/103 (2.91%) for blaCTX, and 1/103 (0.97%,) for blaSHV. PCR to detect virulence genes characterizing different pathotypes found that 40 (18.35%) isolates had the astA gene, indicative of the enteroaggregative (EAEC) pathotype, 2 (0.92%) had cnf1, 2 (0.92%) had cnf2, and 1 (0.46%) had cdt-IV. All five (2.29%) strains were reportable as necrotoxigenic (NTEC), while 4 (1.83%) had both eaeA and escV, reportable as enteropathogenic (EPEC). Measures to limit seagulls’ access where humans and other animals reside are pivotal to reduce the risk of infection with antimicrobial-resistant and pathogenetic E. coli strains. Full article
(This article belongs to the Section Wildlife)
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20 pages, 2013 KB  
Article
Linking Tourist Willingness to Pay and Beach Management: A Travel Cost Analysis for Balandra Marine Park, Mexico
by Mónica Moreno-Gutiérrez, Víctor Hernández-Trejo, Ramón Valdivia-Alcalá, Judith Juárez-Mancilla, Plácido Roberto Cruz-Chávez and Ulianov Jakes-Cota
Tour. Hosp. 2024, 5(4), 922-941; https://doi.org/10.3390/tourhosp5040053 - 8 Oct 2024
Viewed by 2423
Abstract
Balandra, one of the most popular beaches in La Paz, Baja California Sur, was declared a flora and fauna protection area in 2012, and in 2019, the Mexican government chose it as the best beach in Mexico during the Tianguis Turistico celebrated on [...] Read more.
Balandra, one of the most popular beaches in La Paz, Baja California Sur, was declared a flora and fauna protection area in 2012, and in 2019, the Mexican government chose it as the best beach in Mexico during the Tianguis Turistico celebrated on that year. Because of this latter distinction, this beach currently faces overcrowding. Formulating effective management policies depends, to a certain extent, on the knowledge of their recreational value and visitor characteristics. Recreational value allows us to know the benefits of the tradeoffs among the ecosystem services and society and exhibit the value of possible damages to marine ecosystems, like the one caused in 2022 by the fire of a tourist boat inside Balandra. Using the individual travel cost method and applying 159 questionnaires to site visitors, the individual willingness to pay to access Balandra Beach was estimated, resulting in USD 11.11/day/visitor. Recreational economic value (REV) for Balandra was estimated using two essential criteria: first, the total visitors registered in 2021, and second, the daily maximum carrying capacity. Welfare recreational loss was also calculated, derived from the site’s two-month closure, using REV as a proxy. Finally, beach management options and possible environmental and economic policy instruments that could be implemented are discussed. Full article
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17 pages, 11166 KB  
Article
Regional-Scale Image Segmentation of Sandy Beaches in Southeastern Australia
by Suk Yee Yong, Julian O’Grady, Rebecca Gregory and Dylan Lynton
Remote Sens. 2024, 16(18), 3534; https://doi.org/10.3390/rs16183534 - 23 Sep 2024
Cited by 1 | Viewed by 4344
Abstract
Beaches play a crucial role in recreation and ecosystem habitats, and are central to Australia’s national identity. Precise mapping of beach locations is essential for coastal vulnerability and risk assessments. While point locations of over 11,000 beaches are documented from citizen science mapping [...] Read more.
Beaches play a crucial role in recreation and ecosystem habitats, and are central to Australia’s national identity. Precise mapping of beach locations is essential for coastal vulnerability and risk assessments. While point locations of over 11,000 beaches are documented from citizen science mapping projects, the full spatial extent and outlines of many Australian beaches remain unmapped. This study leverages deep learning (DL), specifically convolutional neural networks, for binary image segmentation to map beach outlines along the coast of Southeastern Australia. It focuses on Victoria and New South Wales coasts, each approximately 2000 to 2500 km in length. Our methodology includes training and evaluating the model using state-specific datasets, followed by applying the trained model to predict the beach outlines, size, shape, and morphology in both regions. The results demonstrate the model’s ability to generate accurate segmentation and rapid predictions, although it faces challenges such as misclassifying cliffs and sensitivity to fine details. Overall, this research presents a significant advancement in integrating DL with coastal science, providing a scalable solution of citizen science mapping efforts for comprehensive beach mapping to support sustainable coastal management and conservation efforts across Australia. Open access datasets and models are provided to further support beach mapping efforts around Australia. Full article
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21 pages, 29727 KB  
Article
Remote Sensing Integration to Geohazard Management at the Castle-Monastery of Panagia Spiliani, Nisyros Island, Greece
by Marinos Vassilis, Farmakis Ioannis, Chatzitheodosiou Themistoklis, Papouli Dimitra, Stoumpos Georgios, Prountzopoulos Georgios and Karantanellis Efstratios
Remote Sens. 2024, 16(15), 2768; https://doi.org/10.3390/rs16152768 - 29 Jul 2024
Cited by 2 | Viewed by 1509
Abstract
The Holy Monastery of Panagia Spiliani is an important religious monument of the Aegean islands. The monastery is built on a steep rocky hill in the Castle of Mandraki on Nisyros island. On the slopes of the foundation area of the monastery, landslides [...] Read more.
The Holy Monastery of Panagia Spiliani is an important religious monument of the Aegean islands. The monastery is built on a steep rocky hill in the Castle of Mandraki on Nisyros island. On the slopes of the foundation area of the monastery, landslides have occurred in the past, mainly rockfalls and slides, while the risk of new similar phenomena in the future is high. To assist the geohazard assessment and mitigation design works, a combined survey using Terrestrial Laser Scanning (TLS) and Unmanned Aerial Vehicle (UAV) photogrammetry was implemented. Besides capturing the detailed morphology within high-resolution 3D point clouds, the main engineering geological units were identified on the slopes, while critical structural ground elements and unstable blocks were mapped in detail. These were quantified in terms of geotechnical parameters, and the engineering geological model of the hill was finalised and presented in an engineering geological map and cross sections. The mitigation measures are targeted towards the stabilisation of the wider area of the upper slope, hence the stability of the monastery and its surroundings risk elements, as well as the support of specific, large- to small-scale unstable rock blocks on the whole slope area, securing accessibility to the main beach of the village. Full article
(This article belongs to the Special Issue Application of Remote Sensing in Cultural Heritage Research II)
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22 pages, 24332 KB  
Article
Using Nighttime Light Data to Explore the Extent of Power Outages in the Florida Panhandle after 2018 Hurricane Michael
by Diana Mitsova, Yanmei Li, Ross Einsteder, Tiffany Roberts Briggs, Alka Sapat and Ann-Margaret Esnard
Remote Sens. 2024, 16(14), 2588; https://doi.org/10.3390/rs16142588 - 15 Jul 2024
Cited by 2 | Viewed by 3091
Abstract
The destructive forces of tropical cyclones can have significant impacts on the land, contributing to degradation through various mechanisms such as erosion, debris, loss of vegetation, and widespread damage to infrastructure. Storm surge and flooding can wash away buildings and other structures, deposit [...] Read more.
The destructive forces of tropical cyclones can have significant impacts on the land, contributing to degradation through various mechanisms such as erosion, debris, loss of vegetation, and widespread damage to infrastructure. Storm surge and flooding can wash away buildings and other structures, deposit debris and sediments, and contaminate freshwater resources, making them unsuitable for both human use and agriculture. High winds and flooding often damage electrical disubstations and transformers, leading to disruptions in electricity supply. Restoration can take days or even weeks, depending on the extent of the damage and the resources available. In the meantime, communities affected by power outages may experience difficulties accessing essential services and maintaining communication. In this study, we used a weighted maximum likelihood classification algorithm to reclassify NOAA’s National Geodetic Survey Emergency Response Imagery scenes into debris, sand, water, trees, and roofs to assess the extent of the damage around Mexico Beach, Florida, following the 2018 Hurricane Michael. NASA’s Visible Infrared Imaging Radiometer Suite (VIIRS) Day/Night Band (DNB) was processed to estimate power outage duration and rate of restoration in the Florida Panhandle based on the 7-day moving averages. Percent loss of electrical service at a neighborhood level was estimated using the 2013–2017 American Community Survey block group data. Spatial lag models were employed to examine the association between restoration rates and socioeconomic factors. The analysis revealed notable differences in power-restoration rates between urbanized and rural areas and between disadvantaged and more affluent communities. The findings indicated that block groups with higher proportions of minorities, multi-family housing units, rural locations, and households receiving public assistance experienced slower restoration of power compared to urban and more affluent neighborhoods. These results underscore the importance of integrating socioeconomic factors into disaster preparedness and recovery-planning efforts, emphasizing the need for targeted interventions to mitigate disparities in recovery times following natural disasters. Full article
(This article belongs to the Special Issue Land Degradation Assessment with Earth Observation (Second Edition))
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