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22 pages, 5839 KiB  
Article
Fire Safety of Curtain Walling: Evidence-Based Critical Review and New Test Configuration Proposal for EN 1364-4
by Arritokieta Eizaguirre-Iribar, Raya Stoyanova Trifonova, Peter Ens and Xabier Olano-Azkune
Fire 2025, 8(8), 311; https://doi.org/10.3390/fire8080311 - 6 Aug 2025
Abstract
This article focuses on the fire safety risks associated with conventional glass–aluminum façades—with a particular focus on stick and unitized curtain walling systems—providing an overview of possible fire spread mechanisms, considering the role of the curtain wall in maintaining compartmentation at the spandrel [...] Read more.
This article focuses on the fire safety risks associated with conventional glass–aluminum façades—with a particular focus on stick and unitized curtain walling systems—providing an overview of possible fire spread mechanisms, considering the role of the curtain wall in maintaining compartmentation at the spandrel zone. First, it analyzes some of the relevant requirements of different European building regulations. Then, it provides a test evidence-based critical analysis of the gaps and loopholes in the relevant fire resistance standard for partial curtain wall configurations (EN 1364-4), where the evaluation of the propagation within the façade system is not necessarily considered in the fire-resistant spandrel zone. Finally, it presents a proposal for addressing these gaps in the form of a theoretical concept for a new test configuration and additional assessment criteria. This is followed by an initial experimental analysis of the concept. The standard testing campaign showed that temperature rise in mullions can exceed 180 °C after 30 min if limiting measures are not considered in the façade design. However, this can be only detected if framing is in the non-exposed area of the sample, being part of the evaluation surface. Meanwhile, differences are detected between the results from standard and new assessment criteria in the new configuration proposed, including a more rapid temperature rise for framing elements (207 K in a second level mullion at minute 90) than for the common non-exposed assessment surface of the sample (172 K at the same time) in cases where cavities are not protected. Accordingly, the proposed configuration successfully detected vertical temperature transfer within mullions, which can remain undetected in standard EN 1364-4 tests, highlighting the potential for fire spread even in EI120-rated assemblies. Full article
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21 pages, 826 KiB  
Article
Socio-Economic and Environmental Trade-Offs of Sustainable Energy Transition in Kentucky
by Sydney Oluoch, Nirmal Pandit and Cecelia Harner
Sustainability 2025, 17(15), 7133; https://doi.org/10.3390/su17157133 - 6 Aug 2025
Abstract
A just and sustainable energy transition in historically coal-dependent regions like Kentucky requires more than the adoption of new technologies and market-based solutions. This study uses a stated preferences approach to evaluate public support for various attributes of energy transition programs, revealing broad [...] Read more.
A just and sustainable energy transition in historically coal-dependent regions like Kentucky requires more than the adoption of new technologies and market-based solutions. This study uses a stated preferences approach to evaluate public support for various attributes of energy transition programs, revealing broad backing for moving away from coal, as indicated by a negative willingness to pay (WTP) for the status quo (–USD 4.63). Key findings show strong bipartisan support for solar energy, with Democrats showing the highest WTP at USD 8.29, followed closely by Independents/Others at USD 8.22, and Republicans at USD 8.08. Wind energy also garnered support, particularly among Republicans (USD 4.04), who may view it as more industry-compatible and less ideologically polarizing. Job creation was a dominant priority across political affiliations, especially for Independents (USD 9.07), indicating a preference for tangible, near-term economic benefits. Similarly, preserving cultural values tied to coal received support among Independents/Others (USD 4.98), emphasizing the importance of place-based identity in shaping preferences. In contrast, social support programs (e.g., job retraining) and certain post-mining land uses (e.g., recreation and conservation) were less favored, possibly due to their abstract nature, delayed benefits, and political framing. Findings from Kentucky offer insights for other coal-reliant states like Wyoming, West Virginia, Pennsylvania, Indiana, and Illinois. Ultimately, equitable transitions must integrate local voices, address cultural and economic realities, and ensure community-driven planning and investment. Full article
(This article belongs to the Special Issue Energy, Environmental Policy and Sustainable Development)
17 pages, 265 KiB  
Article
Who I Am, and Why That Matters
by Louise Rak, Elsie Randall, Meaghan Katrak-Harris and Tamara Blakemore
Youth 2025, 5(3), 83; https://doi.org/10.3390/youth5030083 - 6 Aug 2025
Abstract
Where we find and form identity and belonging, meaning and purpose, is often entangled in the dynamics that play out between people and place, and for Aboriginal and Torres Strait Islander Peoples, the legacy and ongoing experience of invasion and colonisation. Place-based understandings [...] Read more.
Where we find and form identity and belonging, meaning and purpose, is often entangled in the dynamics that play out between people and place, and for Aboriginal and Torres Strait Islander Peoples, the legacy and ongoing experience of invasion and colonisation. Place-based understandings of identity and its importance in shaping young people’s experience of what is possible and probable in their futures might be critical to framing cross-cultural work with young people impacted by violence and trauma. This paper draws on practitioner reflections of work with young Aboriginal women both on, and off Country, highlighting common and distinct themes related to identity formation and migration in navigating new futures. These include connection to Country and spiritual connection, family and kinship relationships, Women’s Business and felt cultural safety. The findings illustrate a meaningful parallel instructive to practice; for both young women and practitioners, access to cultural knowledge and connection is strengthened by endorsement and in turn strengthens understanding and experienced safety. This work emphasises the importance of creating culturally connected opportunities, sensitive to dynamics of place, to support positive identity expression and wellbeing. Full article
18 pages, 3407 KiB  
Article
Graph Convolutional Network with Multi-View Topology for Lightweight Skeleton-Based Action Recognition
by Liangliang Wang, Xu Zhang and Chuang Zhang
Symmetry 2025, 17(8), 1235; https://doi.org/10.3390/sym17081235 - 4 Aug 2025
Abstract
Skeleton-based action recognition is an important subject in deep learning. Graph Convolutional Networks (GCNs) have demonstrated strong performance by modeling the human skeleton as a natural topological graph, representing the connections between joints. However, most existing methods rely on non-adaptive topologies or insufficiently [...] Read more.
Skeleton-based action recognition is an important subject in deep learning. Graph Convolutional Networks (GCNs) have demonstrated strong performance by modeling the human skeleton as a natural topological graph, representing the connections between joints. However, most existing methods rely on non-adaptive topologies or insufficiently expressive representations. To address these limitations, we propose a Multi-view Topology Refinement Graph Convolutional Network (MTR-GCN), which is efficient, lightweight, and delivers high performance. Specifically: (1) We propose a new spatial topology modeling approach that incorporates two views. A dynamic view fuses joint information from dual streams in a pairwise manner, while a static view encodes the shortest static paths between joints, preserving the original connectivity relationships. (2) We propose a new MultiScale Temporal Convolutional Network (MSTC), which is efficient and lightweight. (3) Furthermore, we introduce a new temporal topology strategy by modeling temporal frames as a graph, which strengthens the extraction of temporal features. By modeling the human skeleton as both a spatial and a temporal graph, we reveal a topological symmetry between space and time within the unified spatio-temporal framework. The proposed model achieves state-of-the-art performance on several benchmark datasets, including NTU RGB + D (XSub: 92.8%, XView: 96.8%), NTU RGB + D 120 (XSub: 89.6%, XSet: 90.8%), and NW-UCLA (95.7%), demonstrating the effectiveness of our GCN module, TCN module, and overall architecture. Full article
(This article belongs to the Section Computer)
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14 pages, 895 KiB  
Article
Form and Temporal Integration in the Perception of Simple Glass Patterns
by Rita Donato, Michele Vicovaro, Massimo Nucci, Marco Roccato, Gianluca Campana and Andrea Pavan
Vision 2025, 9(3), 69; https://doi.org/10.3390/vision9030069 - 4 Aug 2025
Abstract
This study presents a reanalysis of existing data to clarify how the visual system processes simple dynamic Glass patterns (GPs), with a particular focus on translational configurations. By combining datasets from previous studies, we apply a mixed-effects modeling approach—which offers advantages over the [...] Read more.
This study presents a reanalysis of existing data to clarify how the visual system processes simple dynamic Glass patterns (GPs), with a particular focus on translational configurations. By combining datasets from previous studies, we apply a mixed-effects modeling approach—which offers advantages over the statistical methods used in previous studies—to investigate the contributions of pattern update rate and number of unique frames to perceptual sensitivity. Our findings indicate that the number of unique frames is the most robust predictor of discrimination thresholds, supporting the idea that the visual system integrates global form information across multiple frames—a process consistent with spatiotemporal summation. In contrast, the pattern update rate showed a weaker, though statistically significant, effect. This suggests that faster updates help preserve temporal consistency between frames, facilitating global form extraction. These results align with previous observations on complex dynamic GPs, where discrimination thresholds decrease with more unique frames, suggesting that the summation of form signals across time plays a key role in form–motion perception. By adopting a mixed-effects modeling approach, our reanalysis provides new insights into the mechanisms underlying global form perception in dynamic GPs. Full article
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11 pages, 197 KiB  
Article
Yes, and: Expanding the Ways That American Protestant Congregations Respond to a Climate-Changed World
by Benjamin Yosua-Davis, Amanda Wilson Harper and Leah D. Schade
Religions 2025, 16(8), 993; https://doi.org/10.3390/rel16080993 - 30 Jul 2025
Viewed by 168
Abstract
The impacts of the climate crisis compel congregations to reimagine their mission and identity in various ways. Working with data taken from U.S. clergy participating in an online program for education and support on climate and environmental issues, as well as selected congregational [...] Read more.
The impacts of the climate crisis compel congregations to reimagine their mission and identity in various ways. Working with data taken from U.S. clergy participating in an online program for education and support on climate and environmental issues, as well as selected congregational leaders from their congregations, this article examines the ways that ministers and their congregations in primarily North American mainline Protestant contexts frame the climate crisis and how those understandings both create tension and open space for new conversations about their Christian and congregational vocation. It also describes how these ministers and congregations engage with environmental issues through means beyond technological solutions and consumption choices, such as collaborating with other community organizations, hosting rituals for grieving or meaning-making, and inviting transformative encounters with the more-than-human world. Finally, it will suggest possible strategies for leaders and their congregations to frame and creatively engage with the environment through various methods. Full article
(This article belongs to the Special Issue Emerging Trends in Congregational Engagement and Leadership)
22 pages, 1111 KiB  
Article
Dynamics of Using Digital Technologies in Agroecological Settings: A Case Study Approach
by Harika Meesala and Gianluca Brunori
Agriculture 2025, 15(15), 1636; https://doi.org/10.3390/agriculture15151636 - 29 Jul 2025
Viewed by 253
Abstract
The main objective of this study is to offer fresh empirical insight into the evolving relationship between digitalisation and agroecology by examining Mulini Di Segalari, a biodynamic vineyard in Italy. While much of the existing literature positions digital agriculture as potentially misaligned with [...] Read more.
The main objective of this study is to offer fresh empirical insight into the evolving relationship between digitalisation and agroecology by examining Mulini Di Segalari, a biodynamic vineyard in Italy. While much of the existing literature positions digital agriculture as potentially misaligned with agroecological principles, this case study unveils how digital tools can actively reinforce agroecological practices when embedded within supportive socio-technical networks. Novel findings of this study highlight how the use of digital technologies supported agroecological practices and led to the reconfiguration of social relations, knowledge systems, and governance structures within the farm. Employing a technographic approach revealed that the farm’s transformation was driven not just by technology but through collaborative arrangements involving different stakeholders. These interactions created new routines, roles, and information flows, supporting a more distributed and participatory model of innovation. By demonstrating how digital tools can catalyse agroecological transitions in a context-sensitive and socially embedded manner, this study challenges the binary framings of technology versus ecology and calls for a more nuanced understanding of digitalisation as a socio-technical process. Full article
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19 pages, 2239 KiB  
Article
Winter Thermal Resilience of Lightweight and Ground-Coupled Mediumweight Buildings: An Experimental Study During Heating Outages
by Marta Gortych and Tadeusz Kuczyński
Energies 2025, 18(15), 4022; https://doi.org/10.3390/en18154022 - 29 Jul 2025
Viewed by 234
Abstract
Thermal resilience is critical for building safety in cold climates during heating outages. This study presents full-scale experimental data from two residential buildings in Poland, tested during the winter of 2024–2025 under both typical and extreme outdoor conditions. The buildings—a lightweight timber-frame structure [...] Read more.
Thermal resilience is critical for building safety in cold climates during heating outages. This study presents full-scale experimental data from two residential buildings in Poland, tested during the winter of 2024–2025 under both typical and extreme outdoor conditions. The buildings—a lightweight timber-frame structure and a mediumweight masonry structure with ground coupling—were exposed to multi-day heating blackouts, and their thermal responses were monitored at a high temporal resolution. Several resilience indicators were used, including the resistance time (RT), degree of disruption (DoD), and hours of safety threshold (HST). Additionally, two time-based metrics—the time to threshold (Tx) and temperature at X-hours (T(tx))—were introduced to improve classification in long-duration scenarios. The weighted unmet thermal performance (WUMTP) index was also implemented and validated using experimental data. The results show that thermal mass and ground coupling significantly improved passive resilience, enabling the mediumweight building to maintain temperatures above 15 °C for over 60 h without heating. This study provides new empirical evidence of passive survivability in blackout conditions and supports the development of time-sensitive assessment tools for cold climates. The findings may inform future updates to building codes and retrofit guidelines. Full article
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13 pages, 241 KiB  
Article
A Study on the Behavior of Osculating and Rectifying Curves on Smooth Immersed Surfaces in E3
by Fatemah Mofarreh, Ahmer Ali, Farah Naz and Muhammad Hanif
Axioms 2025, 14(8), 586; https://doi.org/10.3390/axioms14080586 - 28 Jul 2025
Viewed by 181
Abstract
This paper presents a detailed investigation into the isometric properties of osculating and rectifying curves on smooth immersed surfaces in E3. We examine the geometric interactions between these curves, specifically when the osculating curve is associated with one surface and the [...] Read more.
This paper presents a detailed investigation into the isometric properties of osculating and rectifying curves on smooth immersed surfaces in E3. We examine the geometric interactions between these curves, specifically when the osculating curve is associated with one surface and the rectifying curve with another. The main objective of this study is to identify the conditions under which these curves exhibit isometric behavior, preserving their intrinsic geometric properties along their respective Frenet frames. Our findings demonstrate that these curves retain isometric characteristics along the tangent, normal, and binormal directions, offering new insights into their structural invariance. This research makes a significant contribution to the broader field of differential geometry, with potential applications in surface theory. Full article
(This article belongs to the Special Issue Advances in Differential Geometry and Mathematical Physics)
23 pages, 5594 KiB  
Article
Dynamic Properties of Steel-Wrapped RC Column–Beam Joints Connected by Embedded Horizontal Steel Plate: Experimental Study
by Jian Wu, Mingwei Ma, Changhao Wei, Jian Zhou, Yuxi Wang, Jianhui Wang and Weigao Ding
Buildings 2025, 15(15), 2657; https://doi.org/10.3390/buildings15152657 - 28 Jul 2025
Viewed by 331
Abstract
The performance of reinforced concrete (RC) frame structures will gradually decrease over time, posing a threat to the safety of buildings. Although the performance of some buildings may still meet the safety requirements, they cannot meet new usage requirements. Therefore, this paper proposes [...] Read more.
The performance of reinforced concrete (RC) frame structures will gradually decrease over time, posing a threat to the safety of buildings. Although the performance of some buildings may still meet the safety requirements, they cannot meet new usage requirements. Therefore, this paper proposes a new-type joint to promote the development of research on the reinforcement and renovation of RC frame structures in response to this situation. The RC beams and columns of the joints are connected by embedded horizontal steel plate (a single plate with dimension of 150 mm × 200 mm × 5 mm), and the beams and columns are individually wrapped in steel. Through conducting low cyclic loading tests, this paper analyzes the influence of carrying out wrapped steel treatment and the thickness of wrapped steel of the beam and connector on mechanical performance indicators such as hysteresis curve, skeleton curve, stiffness, ductility, and energy dissipation. The experimental results indicate that the reinforcement using steel plate can significantly improve the dynamic performance of the joint. The effect of changing the thickness of the connector on the dynamic performance of the specimen is not significant, while increasing the thickness of wrapped steel of beam can effectively improve the overall strength of joint. The research results of this paper will help promote the application of reinforcement and renovation technology for existing buildings, and improve the quality of human living. Full article
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42 pages, 667 KiB  
Article
Canaanite Literary Culture Before the Bible, a View from the Canaanite Amarna Letters
by Alice Mandell
Religions 2025, 16(8), 970; https://doi.org/10.3390/rel16080970 - 26 Jul 2025
Viewed by 399
Abstract
The present study highlights how the Canaanite Amarna Letters offer unique insight into Canaanite literary culture in the Late Bronze Age. The letters represent the diplomatic acumen of scribes writing letters for local elites that were sent to the Egyptian court in the [...] Read more.
The present study highlights how the Canaanite Amarna Letters offer unique insight into Canaanite literary culture in the Late Bronze Age. The letters represent the diplomatic acumen of scribes writing letters for local elites that were sent to the Egyptian court in the mid-fourteenth century BCE. Yet they also preserve the earliest evidence of Canaanite literary forms and compositional practices. The letters include memorized formulae and expressions, word pairs, poetic devices, and the use of repetition to frame poetic units, which are common in the practices of later first-millennium scribes working in this same region, including those who wrote the Hebrew Bible. The letters also offer insight into the ways that the scribes combined memorized units into new narrative contexts. Such features added literary texture to the letters, but also contributed to their rhetorical aims. While some poetic passages in the letters may be novel compositions, there is also evidence that literary forms and expressions were integral to Canaanite scribal education by the Amarna period. The Canaanite Letters therefore set an important precedent for literary creation, and for the scribes’ bricolage practices in the process of creating new diplomatic letters. Full article
(This article belongs to the Special Issue The Bible and Ancient Mesopotamia)
58 pages, 1238 KiB  
Review
The Collapse of Brain Clearance: Glymphatic-Venous Failure, Aquaporin-4 Breakdown, and AI-Empowered Precision Neurotherapeutics in Intracranial Hypertension
by Matei Șerban, Corneliu Toader and Răzvan-Adrian Covache-Busuioc
Int. J. Mol. Sci. 2025, 26(15), 7223; https://doi.org/10.3390/ijms26157223 - 25 Jul 2025
Viewed by 355
Abstract
Although intracranial hypertension (ICH) has traditionally been framed as simply a numerical escalation of intracranial pressure (ICP) and usually dealt with in its clinical form and not in terms of its complex underlying pathophysiology, an emerging body of evidence indicates that ICH is [...] Read more.
Although intracranial hypertension (ICH) has traditionally been framed as simply a numerical escalation of intracranial pressure (ICP) and usually dealt with in its clinical form and not in terms of its complex underlying pathophysiology, an emerging body of evidence indicates that ICH is not simply an elevated ICP process but a complex process of molecular dysregulation, glymphatic dysfunction, and neurovascular insufficiency. Our aim in this paper is to provide a complete synthesis of all the new thinking that is occurring in this space, primarily on the intersection of glymphatic dysfunction and cerebral vein physiology. The aspiration is to review how glymphatic dysfunction, largely secondary to aquaporin-4 (AQP4) dysfunction, can lead to delayed cerebrospinal fluid (CSF) clearance and thus the accumulation of extravascular fluid resulting in elevated ICP. A range of other factors such as oxidative stress, endothelin-1, and neuroinflammation seem to significantly impair cerebral autoregulation, making ICH challenging to manage. Combining recent studies, we intend to provide a revised conceptualization of ICH that recognizes the nuance and complexity of ICH that is understated by previous models. We wish to also address novel diagnostics aimed at better capturing the dynamic nature of ICH. Recent advances in non-invasive imaging (i.e., 4D flow MRI and dynamic contrast-enhanced MRI; DCE-MRI) allow for better visualization of dynamic changes to the glymphatic and cerebral blood flow (CBF) system. Finally, wearable ICP monitors and AI-assisted diagnostics will create opportunities for these continuous and real-time assessments, especially in limited resource settings. Our goal is to provide examples of opportunities that exist that might augment early recognition and improve personalized care while ensuring we realize practical challenges and limitations. We also consider what may be therapeutically possible now and in the future. Therapeutic opportunities discussed include CRISPR-based gene editing aimed at restoring AQP4 function, nano-robotics aimed at drug targeting, and bioelectronic devices purposed for ICP modulation. Certainly, these proposals are innovative in nature but will require ethically responsible confirmation of long-term safety and availability, particularly to low- and middle-income countries (LMICs), where the burdens of secondary ICH remain preeminent. Throughout the review, we will be restrained to a balanced pursuit of innovative ideas and ethical considerations to attain global health equity. It is not our intent to provide unequivocal answers, but instead to encourage informed discussions at the intersections of research, clinical practice, and the public health field. We hope this review may stimulate further discussion about ICH and highlight research opportunities to conduct translational research in modern neuroscience with real, approachable, and patient-centered care. Full article
(This article belongs to the Special Issue Latest Review Papers in Molecular Neurobiology 2025)
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17 pages, 2815 KiB  
Article
Research on the Structural Design and Mechanical Properties of T800 Carbon Fiber Composite Materials in Flapping Wings
by Ruojun Wang, Zengyan Jiang, Yuan Zhang, Luyao Fan and Weilong Yin
Materials 2025, 18(15), 3474; https://doi.org/10.3390/ma18153474 - 24 Jul 2025
Viewed by 259
Abstract
Due to its superior maneuverability and concealment, the micro flapping-wing aircraft has great application prospects in both military and civilian fields. However, the development and optimization of lightweight materials have always been the key factors limiting performance enhancement. This paper designs the flapping [...] Read more.
Due to its superior maneuverability and concealment, the micro flapping-wing aircraft has great application prospects in both military and civilian fields. However, the development and optimization of lightweight materials have always been the key factors limiting performance enhancement. This paper designs the flapping mechanism of a single-degree-of-freedom miniature flapping wing aircraft. In this study, T800 carbon fiber composite material was used as the frame material. Three typical wing membrane materials, namely polyethylene terephthalate (PET), polyimide (PI), and non-woven kite fabric, were selected for comparative analysis. Three flapping wing configurations with different stiffness were proposed. These wings adopted carbon fiber composite material frames. The wing membrane material is bonded to the frame through a coating. Inspired by bionics, a flapping wing that mimics the membrane vein structure of insect wings is designed. By changing the type of membrane material and the distribution of carbon fiber composite materials on the wing, the stiffness of the flapping wing can be controlled, thereby affecting the mechanical properties of the flapping wing aircraft. The modal analysis of the flapping-wing structure was conducted using the finite element analysis method, and the experimental prototype was fabricated by using 3D printing technology. To evaluate the influence of different wing membrane materials on lift performance, a high-precision force measurement experimental platform was built, systematic tests were carried out, and the lift characteristics under different flapping frequencies were analyzed. Through computational modeling and experiments, it has been proven that under the same flapping wing frequency, the T800 carbon fiber composite material frame can significantly improve the stiffness and durability of the flapping wing. In addition, the selection of wing membrane materials has a significant impact on lift performance. Among the test materials, the PET wing film demonstrated excellent stability and lift performance under high-frequency conditions. This research provides crucial experimental evidence for the optimal selection of wing membrane materials for micro flapping-wing aircraft, verifies the application potential of T800 carbon fiber composite materials in micro flapping-wing aircraft, and opens up new avenues for the application of advanced composite materials in high-performance micro flapping-wing aircraft. Full article
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19 pages, 3698 KiB  
Article
Aftershock Effect on Seismic Behavior of 3D Steel Moment-Resisting Frames
by Arezou Behrouz and Kadir Ozakgul
Buildings 2025, 15(15), 2614; https://doi.org/10.3390/buildings15152614 - 23 Jul 2025
Viewed by 265
Abstract
Aftershocks are inevitable phenomena following a mainshock, especially after a major earthquake. However, the cumulative damage caused by aftershocks and its impact on structural performance evaluation has only recently received significant attention. This study explores the effects of mainshock–aftershock (MS–AS) sequences, including multiple [...] Read more.
Aftershocks are inevitable phenomena following a mainshock, especially after a major earthquake. However, the cumulative damage caused by aftershocks and its impact on structural performance evaluation has only recently received significant attention. This study explores the effects of mainshock–aftershock (MS–AS) sequences, including multiple consecutive aftershocks, acting on 3D steel moment-resisting frame structures. Following nonlinear time history analysis, several fundamental variables such as residual interstory drift, maximum displacement, plastic hinge formation, and base shear are evaluated to examine cumulative damage. In this context, the findings depicted in terms of aftershocks play a significant role in exacerbating plastic deformations and damage accumulation in steel moment frames. Subsequently, to mitigate cumulative damage on steel moment frames, retrofitting strategies were implemented. Retrofitting strategies effectively reduce cumulative damage and improve seismic resilience under multiple earthquake events. This research highlights the limitations of single-event seismic assessments and the need to incorporate sequential earthquake effects in design and retrofit practices. Furthermore, it provides new insights into mitigating further damage by retrofitting existing structures under multiple earthquakes. Full article
(This article belongs to the Section Building Structures)
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18 pages, 937 KiB  
Article
A Learning-Enhanced Metaheuristic Algorithm for Multi-Zone Orienteering Problem with Time Windows
by Hongwu Li, Yongqi Luo, Yanru Chen and Yangsheng Jiang
Mathematics 2025, 13(15), 2357; https://doi.org/10.3390/math13152357 - 23 Jul 2025
Viewed by 176
Abstract
Inspired by real-world logistics scenarios, in this paper, we introduce a new variant of the Orienteering Problem known as the Multi-zone Orienteering Problem with Time Windows (MzOPTW). In the MzOPTW, customers are situated in distinct zones, each with multiple entrances and exits. Each [...] Read more.
Inspired by real-world logistics scenarios, in this paper, we introduce a new variant of the Orienteering Problem known as the Multi-zone Orienteering Problem with Time Windows (MzOPTW). In the MzOPTW, customers are situated in distinct zones, each with multiple entrances and exits. Each customer has specific time window requirements; access to them will generate certain profits. This problem is to simultaneously determine which zones and customers to visit, select the zonal entrances and exits, and generate the routes for visiting each zone and its customers, all while maximizing total profits within a limited time frame. To tackle the MzOPTW, this paper develops an integer programming model. There are significant computational challenges in the strong interdependencies among zone selection, customer selection within zones, entrance and exit selection for each zone, the sequence of visits to zones and customers, and arrival and stay times. To address these challenges, this paper proposes a learning-enhanced metaheuristic algorithm called the Hybrid Ant Colony Optimization (HACO) algorithm, which incorporates Pointer Network learning. The HACO algorithm combines the global search capabilities of a population-based algorithm with the parallel decision-making abilities of the Pointer Network learning model. Additionally, a method to optimize zonal stay time limits is proposed to further enhance the solution. Experimental results demonstrate that the HACO algorithm outperforms comparative algorithms, achieving better solutions in 73% of the instances within the same time frame. Furthermore, the proposed optimization method for zonal stay time limits results in improvements in 78% of instances. Full article
(This article belongs to the Section E: Applied Mathematics)
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