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20 pages, 4093 KiB  
Article
A Reduced Order Model of the Thermal Profile of the Rolls for the Real-Time Control System
by Dmytro Svyetlichnyy
Energies 2025, 18(15), 4005; https://doi.org/10.3390/en18154005 - 28 Jul 2025
Abstract
Effective real-time control systems require fast and accurate models. The thermal profile models of the rolls presented in this paper are proposed for a real-time control system for the design of the rolling schedule. The thermal profile of the roll defines the shape [...] Read more.
Effective real-time control systems require fast and accurate models. The thermal profile models of the rolls presented in this paper are proposed for a real-time control system for the design of the rolling schedule. The thermal profile of the roll defines the shape of the roll surface, its convexity, and, finally, the shape of the final product of the flat rolling, its convexity, and flatness. This paper presents accurate semi-analytical and finite element (FE) models, which serve to obtain an accurate solution of the joint thermal and mechanical problem, that is, heat transfer and thermal expansion. The results of the FE simulation are used for training the developed thermal model based on the neural network (NN) and for the creation of a dynamic reduced order model (ROM) of the roll surface profile. The pre-trained NN model gives accurate results and is faster than the FE model, but the model is not very useful for fast calculations in a real-time control system, mainly because the temperature distribution inside the rolls is not explicitly used in further calculations. In contrast, the ROM is fast and accurate and provides surface-shaped results that can be immediately used by other models of the real-time control system. The results of the simulation of the real process are also shown. Calculations of the roll campaign (more than 9 h) by the FEM model last several hours, while by the ROM less than 20 s. Full article
(This article belongs to the Special Issue Heat Transfer Analysis: Recent Challenges and Applications)
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19 pages, 7699 KiB  
Article
Development of Low-Cost Single-Chip Automotive 4D Millimeter-Wave Radar
by Yongjun Cai, Jie Bai, Hui-Liang Shen, Libo Huang, Bing Rao and Haiyang Wang
Sensors 2025, 25(15), 4640; https://doi.org/10.3390/s25154640 - 26 Jul 2025
Viewed by 61
Abstract
Traditional 3D millimeter-wave radars lack target height information, leading to identification failures in complex scenarios. Upgrading to 4D millimeter-wave radars enables four-dimensional information perception, enhancing obstacle detection and improving the safety of autonomous driving. Given the high cost-sensitivity of in-vehicle radar systems, single-chip [...] Read more.
Traditional 3D millimeter-wave radars lack target height information, leading to identification failures in complex scenarios. Upgrading to 4D millimeter-wave radars enables four-dimensional information perception, enhancing obstacle detection and improving the safety of autonomous driving. Given the high cost-sensitivity of in-vehicle radar systems, single-chip 4D millimeter-wave radar solutions, despite technical challenges in imaging, are of great research value. This study focuses on developing single-chip 4D automotive millimeter-wave radar, covering system architecture design, antenna optimization, signal processing algorithm creation, and performance validation. The maximum measurement error is approximately ±0.2° for azimuth angles within the range of ±30° and around ±0.4° for elevation angles within the range of ±13°. Extensive road testing has demonstrated that the designed radar is capable of reliably measuring dynamic targets such as vehicles, pedestrians, and bicycles, while also accurately detecting static infrastructure like overpasses and traffic signs. Full article
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29 pages, 357 KiB  
Article
Transhumanism and Catholic Social Teaching
by Graham J. Jenkins
Religions 2025, 16(8), 971; https://doi.org/10.3390/rel16080971 - 26 Jul 2025
Viewed by 139
Abstract
This paper offers a Christian ethical evaluation of transhumanism. It employs a two-part framework. First, the paper contextualizes transhumanism within the evolutionary cosmology of Pierre Teilhard de Chardin and thereby suggests a theological openness to technologically influenced development as part of an ongoing [...] Read more.
This paper offers a Christian ethical evaluation of transhumanism. It employs a two-part framework. First, the paper contextualizes transhumanism within the evolutionary cosmology of Pierre Teilhard de Chardin and thereby suggests a theological openness to technologically influenced development as part of an ongoing cosmogenesis towards greater consciousness, or the Omega Point. Second, the paper critically evaluates transhumanist values against five key principles of Catholic Social Teaching (CST): natural law, human dignity, human flourishing, the common good, and care for creation. While the Teilhardian lens does indeed allow us to interpret certain transhumanist goals as potentially conducive to humans, the CST assessment reveals serious ethical concerns that must be addressed. These concerns include threats to inherent dignity through the reductionism of the human person, the potential unchecked exacerbation of current social inequality, and significant conflicts with the care of creation stemming from an unchecked technocratic paradigm as described in Laudato Si’. This paper concludes that while engagement with transhumanism is necessary, a Christian perspective should strive to ensure that technological advancement remains subordinate to the universal dignity of all persons, the common good, and authentic flourishing in communion with God. Full article
(This article belongs to the Special Issue Catholic Social Thought in the Era of the Un-Common Good)
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 192
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)
21 pages, 2704 KiB  
Article
A BIM-Based Integrated Model for Low-Cost Housing Mass Customization in Brazil: Real-Time Variability with Data Control
by Alexander Lopes de Aquino Brasil and Andressa Carmo Pena Martinez
Architecture 2025, 5(3), 54; https://doi.org/10.3390/architecture5030054 - 25 Jul 2025
Viewed by 136
Abstract
Addressing the growing demand for affordable housing requires innovative solutions that strike a balance between cost efficiency and user-specific needs. Mass customization (MC) presents a promising approach that enables the creation of tailored housing solutions on a scale. In this context, this study [...] Read more.
Addressing the growing demand for affordable housing requires innovative solutions that strike a balance between cost efficiency and user-specific needs. Mass customization (MC) presents a promising approach that enables the creation of tailored housing solutions on a scale. In this context, this study introduces a model for mass customization of affordable single-family housing units in the city of Teresina, PI, Brazil. Our approach integrates algorithmic–parametric modeling and BIM technologies, facilitating the flow of information and enabling informed decision-making throughout the design process. Since the early design stages, the work has assumed that these integrated technologies provide real-time control over design variables and associated construction data. To develop the model, the method proceeded through the following phases: (1) analysis of the context and definition of the design language; (2) definition of the design process; (3) definition of the cost calculation method and estimation of construction time; (4) definition of the computing model based on the specified technologies; and (5) quantitative and qualitative evaluation of the computational model. As a result, this research aims to contribute to the state-of-the-art by formalizing the knowledge generated through the systematic description of the processes involved in this workflow, with a special focus on the Brazilian context, where the issue of social housing is a critical challenge. Full article
(This article belongs to the Special Issue Shaping Architecture with Computation)
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25 pages, 1192 KiB  
Article
The Transformative Power of Ecotourism: A Comprehensive Review of Its Economic, Social, and Environmental Impacts
by Paulino Ricardo Cossengue, Jose Fraiz Brea and Fernando Oliveira Tavares
Land 2025, 14(8), 1531; https://doi.org/10.3390/land14081531 - 25 Jul 2025
Viewed by 194
Abstract
Based on a literature review, the present article aims to present ecotourism as a transformative factor in the economic, social, cultural, and environmental contexts, revealing key elements for the sustainable development of ecotourism. To ensure that this objective is met, the review combines [...] Read more.
Based on a literature review, the present article aims to present ecotourism as a transformative factor in the economic, social, cultural, and environmental contexts, revealing key elements for the sustainable development of ecotourism. To ensure that this objective is met, the review combines the insights of classical authors and many recent authors who have best addressed the subject. The review carefully selected consensual and contradictory arguments, reflecting on the relevance of each group, particularly in aspects such as the influence of emotional experience on behaviour and satisfaction, strategy and competitive advantage, cooperation and sustainability, and the influence of resilience on ecotourism. The impact of each perspective was presented without ignoring the major constraints that ecotourism faces in its search for a position in the tourism industry. This led the study to accept the fact that the active participation of the community is indispensable in the formula for the success of ecotourism. Some statistical data were consulted and analysed, which enabled the study to determine the quantitative impact of ecotourism on economic, social, and environmental life. In terms of benefits to communities, the review clarifies the fact that ecotourism serves as an instrument that mobilizes not only the additional value of products and services traded in the process, but also the return on investments and job creation. The combination of visiting activities with the involvement of tour guides contributes to maximizing profits in the destinations, thus supporting solid economic, social, and environmental development for the benefit of both ecotourism promoters and local communities. However, the analysis makes it clear that the economic, social, and environmental benefit depends on the degree of involvement of the local population. In terms of usability, for other studies, this review can contribute to the understanding and positioning of ecotourism in the search for a balance between satisfying socioeconomic and environmental interests. Additionally, it can serve as an aid to policy makers in their decisions related to ecotourism. Full article
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17 pages, 638 KiB  
Review
Systemic Impact of Platelet Activation in Abdominal Surgery: From Oxidative and Inflammatory Pathways to Postoperative Complications
by Dragos-Viorel Scripcariu, Bogdan Huzum, Cornelia Mircea, Dragos-Florin Tesoi and Oana-Viola Badulescu
Int. J. Mol. Sci. 2025, 26(15), 7150; https://doi.org/10.3390/ijms26157150 - 24 Jul 2025
Viewed by 100
Abstract
Although platelets have been traditionally thought of to be essential hemostasis mediators, new research shows how important they are for controlling cellular oxidative stress, inflammatory processes, and immunological responses—particularly during major surgery on the abdomen. Perioperative problems are largely caused by the continually [...] Read more.
Although platelets have been traditionally thought of to be essential hemostasis mediators, new research shows how important they are for controlling cellular oxidative stress, inflammatory processes, and immunological responses—particularly during major surgery on the abdomen. Perioperative problems are largely caused by the continually changing interaction of inflammatory cytokines, the formation of reactive oxygen species (ROS), and platelet activation. The purpose of this review is to summarize the most recent data regarding the complex function of platelets in abdominal surgery, with an emphasis on how they interact with inflammation and oxidative stress, and to investigate the impact on postoperative therapy and subsequent studies. Recent study data on platelet biology, redox signals, surgical stress, and antiplatelet tactics was reviewed in a systematic manner. Novel tailored therapies, perioperative antiplatelet medication, oxidative biomarkers of interest, and platelet-derived microscopic particles are important themes. In surgical procedures, oxidative stress dramatically increases the reactive capacity of platelets, spurring thromboinflammatory processes that affect cardiac attacks, infection risk, and recovery. A number of biomarkers, including soluble CD40L, thromboxane B2, and sNOX2-derived peptide, showed potential in forecasting results and tailored treatment. Antiplatelet medications are still essential for controlling risk factors for cardiovascular disease, yet using them during surgery necessitates carefully weighing the risks of thrombosis and bleeding. Biomarker-guided therapies, antioxidant adjuncts, and specific platelet inhibitors are examples of evolving tactics. In abdominal procedures, platelets strategically operate at the nexus of oxidative stress, inflammatory processes, and clotting. Improved patient classification, fewer problems, and the creation of individualized surgical care strategies could result from an increased incorporation of platelet-focused tests and therapies into perioperative processes. To improve clinical recommendations, subsequent studies may want to focus on randomized studies, biomarker verification, and using translational approaches. Full article
(This article belongs to the Special Issue New Advances in Platelet Biology and Functions: 3rd Edition)
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34 pages, 15050 KiB  
Article
Story Forge: A Card-Based Framework for AI-Assisted Interactive Storytelling
by Yaojiong Yu, Gianni Corino and Mike Phillips
Electronics 2025, 14(15), 2955; https://doi.org/10.3390/electronics14152955 - 24 Jul 2025
Viewed by 265
Abstract
The application of artificial intelligence has significantly advanced interactive storytelling. However, current research has predominantly concentrated on the content generation capabilities of AI, primarily following a one-way ‘input-direct generation’ model. This has led to limited practicality in AI story writing, mainly due to [...] Read more.
The application of artificial intelligence has significantly advanced interactive storytelling. However, current research has predominantly concentrated on the content generation capabilities of AI, primarily following a one-way ‘input-direct generation’ model. This has led to limited practicality in AI story writing, mainly due to the absence of investigations into user-driven creative processes. Consequently, users often perceive AI-generated suggestions as unhelpful and unsatisfactory. This study introduces a novel creative tool named Story Forge, which incorporates a card-based interactive narrative approach. By utilizing interactive story element cards, the tool facilitates the integration of narrative components with artificial intelligence-generated content to establish an interactive story writing framework. To evaluate the efficacy of Story Forge, two tests were conducted with a focus on user engagement, decision-making, narrative outcomes, the replay value of meta-narratives, and their impact on the users’ emotions and self-reflection. In the comparative assessment, the participants were randomly assigned to either the experimental group or the control group, in which they would use either a web-based AI story tool or Story Forge for story creation. Statistical analyses, including independent-sample t-tests, p-values, and effect size calculation (Cohen’s d), were employed to validate the effectiveness of the framework design. The findings suggest that Story Forge enhances users’ intuitive creativity, real-time story development, and emotional expression while empowering their creative autonomy. Full article
(This article belongs to the Special Issue Innovative Designs in Human–Computer Interaction)
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19 pages, 3813 KiB  
Article
Dual Policy–Market Orchestration: New R&D Institutions Bridging Innovation and Entrepreneurship
by Yinhai Fang and Xinping Qiu
Adm. Sci. 2025, 15(8), 289; https://doi.org/10.3390/admsci15080289 - 24 Jul 2025
Viewed by 214
Abstract
This study investigates how new R&D institutions mediate policy–market disjunctures to foster integrated innovation and entrepreneurship ecosystems. Employing a longitudinal case analysis (2013–2023) of the Jiangsu Industrial Technology Research Institute (JITRI), we delineate a three-phase evolutionary process: (1) an initial government-dominated phase, stimulating [...] Read more.
This study investigates how new R&D institutions mediate policy–market disjunctures to foster integrated innovation and entrepreneurship ecosystems. Employing a longitudinal case analysis (2013–2023) of the Jiangsu Industrial Technology Research Institute (JITRI), we delineate a three-phase evolutionary process: (1) an initial government-dominated phase, stimulating foundational capability development through contract R&D; (2) a subsequent marketization phase, enabling systemic resource integration via co-creation centers and global networks; and (3) a culminating synergy phase, where policy–market alignment facilitates ecosystem optimization through crowdsourced R&D and cross-domain collaboration. Three core mechanisms underpin this adaptation: policy–market coupling (providing external momentum), endogenous capability development (absorption to innovation), and dynamic resource orchestration (acquisition to optimization). JITRI’s hybrid governance model demonstrates that stage-contingent interventions—specifically, policy anchoring in early stages followed by market-responsive resource allocation—effectively transmute inherent tensions into productive synergies. These findings yield implementable frameworks for structuring innovative ecosystems and underscore the necessity for comparative studies to establish broader theoretical generalizability. Full article
(This article belongs to the Section International Entrepreneurship)
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25 pages, 4980 KiB  
Article
In Memory of Mysticism: Kabbalistic Modes of (Post)Memory in W.G. Sebald’s Austerlitz
by Jo Klevdal
Religions 2025, 16(8), 954; https://doi.org/10.3390/rel16080954 - 23 Jul 2025
Viewed by 239
Abstract
As first-hand testimonies and accounts of the Holocaust fade, scholars and artists alike have struggled to depict and contextualize the genocide’s monumental violence. But depicting violence and its aftermath poses several problems, including the question of how to recall loss without artificially filling [...] Read more.
As first-hand testimonies and accounts of the Holocaust fade, scholars and artists alike have struggled to depict and contextualize the genocide’s monumental violence. But depicting violence and its aftermath poses several problems, including the question of how to recall loss without artificially filling in or effacing the absence so central to its understanding. In essence, remembering the Holocaust is a paradox: the preservation of an absence. Marianne Hirsch’s influential concept of postmemory addresses this paradox and asks questions about memorial capacity in the twenty-first century. This essay considers Hirsch’s postmemory in the context of W.G. Sebald’s 2001 novel Austerlitz, which uses a combination of prose and photography to engage the difficulties inherent in memory work without access to eyewitnesses. Through the interaction of printed text and images, Austerlitz subtly references Lurianic mysticism’s concept of tikkun and Tree of Life (ilanot) diagrams. The result is a depiction of memory that is both process-based and embodies absence. My reading of Austerlitz traces a Jewish heritage within the work of a non-Jewish German author by attending to a tradition of mystical thought embedded in the novel. This situates Sebald’s fiction in a much longer Jewish history that stretches out on either end of the event of the Holocaust. Structurally, Sebald develops a tikkun-like process of (re)creation which relies on gathering material scraps of the past and imaginatively engaging with their absences in the present. Images, just as much as text, are central to this process. Reading Austerlitz in the context of Kabbalah reveals an intellectual and artistic link to a Jewish history that, while predating the Holocaust, nonetheless sheds light on post-Holocaust memories of loss. Full article
(This article belongs to the Special Issue Jewish Thought in Times of Crisis)
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17 pages, 1171 KiB  
Article
An Innovative Metal–Synthetic Hybrid Thread for the Construction of Aquaculture Nets
by Alexis Conides, Efthimia Cotou, Dimitris Klaoudatos and Branko Glamuzina
J. Mar. Sci. Eng. 2025, 13(8), 1384; https://doi.org/10.3390/jmse13081384 - 22 Jul 2025
Viewed by 229
Abstract
Based on the experience gained worldwide from potential solutions to the fouling problem of fisheries and aquaculture infrastructure, we attempted to design, construct and test the antifouling efficiency of a new hybrid filament created from non-laminated copper wire braided with synthetic fibers made [...] Read more.
Based on the experience gained worldwide from potential solutions to the fouling problem of fisheries and aquaculture infrastructure, we attempted to design, construct and test the antifouling efficiency of a new hybrid filament created from non-laminated copper wire braided with synthetic fibers made of Dyneema. The design involved the creation of a hybrid twine substituting a percentage of the synthetic fibers with 0.1–0.15 mm diameter copper wire at 5%, 10%, 20% and 40% levels. There is limited information in the international literature for comparison with our results, since there has never been any attempt to create such a hybrid net. The results showed that for the 6 mm mesh, the maximum openness obtained after the 8-month experimental period was 8.72%, with Cu wire substitution at 35%. For the 12 mm mesh, these values were 27.07% at 26%, and for the 20 mm mesh, they were 33.68% at 28%. A conservative average independent from mesh size to achieve optimum openness in the long term is 30 ± 4.73% Cu wire substitution. In addition, we found that both the mesh size (mm) and the copper substitution percentage affected the fouling process during the experimental period, which lasted 8 months. Full article
(This article belongs to the Section Marine Aquaculture)
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31 pages, 15881 KiB  
Article
Fused Space in Architecture via Multi-Material 3D Printing Using Recycled Plastic: Design, Fabrication, and Application
by Jiangjing Mao, Lawrence Hsu and Mai Altheeb
Buildings 2025, 15(15), 2588; https://doi.org/10.3390/buildings15152588 - 22 Jul 2025
Viewed by 268
Abstract
The innovation of multi-material offers significant benefits to architectural systems. The fusion of multiple materials, transitioning from one to another in a graded manner, enables the creation of fused space without the need for mechanical connections. Given that plastic is a major contributor [...] Read more.
The innovation of multi-material offers significant benefits to architectural systems. The fusion of multiple materials, transitioning from one to another in a graded manner, enables the creation of fused space without the need for mechanical connections. Given that plastic is a major contributor to ecological imbalance, this research on fused space aims to recycle plastic and use it as a multi-material for building applications, due to its capacity for being 3D printed and fused with other materials. Furthermore, to generate diverse properties for the fused space, several nature-inspired forming algorithms are employed, including Swarm Behavior, Voronoi, Game of Life, and Shortest Path, to shape the building enclosure. Subsequently, digital analyses, such as daylight analysis, structural analysis, porosity analysis, and openness analysis, are conducted on the enclosure, forming the color mapping digital diagram, which determines the distribution of varying thickness, density, transparency, and flexibility gradation parameters, resulting in spatial diversity. During the fabrication process, Dual Force V1 and Dual Force V2 were developed to successfully print multi-material gradations with fused plastic following an upgrade to the cooling system. Finally, three test sites in London were chosen to implement the fused space concept using multi-material. Full article
(This article belongs to the Section Building Structures)
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15 pages, 1443 KiB  
Article
Prediction of Waiting Lists for Medical Specialties in Hospitals in Costa Rica Using Queuing Theory and Monte Carlo Simulation
by Bernal Vargas-Vargas, Erick Pérez-Murillo, Jaime González-Domínguez and Justo García-Sanz-Calcedo
Hospitals 2025, 2(3), 17; https://doi.org/10.3390/hospitals2030017 - 22 Jul 2025
Viewed by 155
Abstract
This study applies stochastic discrete event modeling to demonstrate that reducing wait times for specialized outpatient clinics in the Costa Rican public healthcare system is possible. The classification process identified four medical specialties with the longest wait times. It includes the creation of [...] Read more.
This study applies stochastic discrete event modeling to demonstrate that reducing wait times for specialized outpatient clinics in the Costa Rican public healthcare system is possible. The classification process identified four medical specialties with the longest wait times. It includes the creation of a separate queuing theory model for each specialty. The birth and death model allowed for estimating the number of arrivals and consultations in the simulation. Validation was performed by comparing the model’s input and output data with real-world statistical reports. An analysis of medical specialists revealed that approximately 22% of patients referred to secondary care did not require specialized medical consultation. Through simulation and the use of stochastic input data, patient waiting times decreased. In an optimistic scenario, waiting times decreased steadily across all specialties over 24 months. Ophthalmology and orthopedics reduced their waiting times to less than 300 days. Otorhinolaryngology decreased from 370 to 250 days, and urology showed the most significant improvement, decreasing from 350 to 100 days in the first year and remaining stable. This evidence transforms the traditional paradigm of increasing capacity as the only solution to the waiting list problem and positions improving the referral process as an alternative. To achieve these results, the study highlights the importance of implementing improved triage protocols in primary care, integrating decision-support tools for general practitioners using machine learning, for example, to reduce unnecessary referrals. Training programs and feedback mechanisms could also align referral practices with specialty criteria. While these strategies were not implemented in this study, the simulation results provide a solid basis for their design and future evaluation. Full article
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28 pages, 2139 KiB  
Article
An Improved Approach to DNS Covert Channel Detection Based on DBM-ENSec
by Xinyu Li, Xiaoying Wang, Guoqing Yang, Jinsha Zhang, Chunhui Li, Fangfang Cui and Ruize Gu
Future Internet 2025, 17(7), 319; https://doi.org/10.3390/fi17070319 - 21 Jul 2025
Viewed by 142
Abstract
The covert nature of DNS covert channels makes them a widely utilized method for data exfiltration by malicious attackers. In response to this challenge, the present study proposes a detection methodology for DNS covert channels that employs a Deep Boltzmann Machine with Enhanced [...] Read more.
The covert nature of DNS covert channels makes them a widely utilized method for data exfiltration by malicious attackers. In response to this challenge, the present study proposes a detection methodology for DNS covert channels that employs a Deep Boltzmann Machine with Enhanced Security (DBM-ENSec). This approach entails the creation of a dataset through the collection of malicious traffic associated with various DNS covert channel attacks. Time-dependent grouping features are excluded, and feature optimization is conducted on individual traffic data through feature selection and normalization to minimize redundancy, enhancing the differentiation and stability of the features. The result of this process is the extraction of 23-dimensional features for each DNS packet. The extracted features are converted to gray scale images to improve the interpretability of the model and then fed into an improved Deep Boltzmann Machine for further optimization. The optimized features are then processed by an ensemble of classifiers (including Random Forest, XGBoost, LightGBM, and CatBoost) for detection purposes. Experimental results show that the proposed method achieves 99.92% accuracy in detecting DNS covert channels, with a validation accuracy of up to 98.52% on publicly available datasets. Full article
(This article belongs to the Section Cybersecurity)
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19 pages, 398 KiB  
Article
EUDR Compliance in Ghana’s Natural Rubber Sector and Its Implications for Smallholders
by Stephan Mabica, Erasmus Narteh Tetteh, Ingrid Fromm and Caleb Melenya Ocansey
Commodities 2025, 4(3), 14; https://doi.org/10.3390/commodities4030014 - 21 Jul 2025
Viewed by 249
Abstract
The enforcement of the European Union Deforestation Regulation (EUDR) may reduce the supply of natural rubber to the European Union (EU), potentially leading to price increases due to the inelastic nature of rubber demand. This study assesses the potential financial implications for smallholder [...] Read more.
The enforcement of the European Union Deforestation Regulation (EUDR) may reduce the supply of natural rubber to the European Union (EU), potentially leading to price increases due to the inelastic nature of rubber demand. This study assesses the potential financial implications for smallholder producers in Ghana, considering both the opportunities and risks associated with the evolving regulatory environment under EUDR and local market access conditions. A cost–benefit analysis (CBA) was conducted to evaluate the impact of different EUDR-related export decline scenarios on the net present value (NPV) of a standard 4-hectare plantation. The results suggest that even a minor 2.5% decline in global exports to the EU could increase the NPV by 17% for an independent compliant producer. However, a simulated COVID-19-like crisis in the fifth year of production leads to a 20% decline in NPV, reflecting vulnerability to external shocks. Based on these findings, the study identifies two priorities. This first is improving the coordination and harmonization of compliance efforts across the value chain to enable more producers to benefit from potential EUDR-related price increases. The recent creation of the Association of Natural Rubber Actors of Ghana (ANRAG) presents an opportunity to support such collective mechanisms. Second, minimizing losses during demand shocks requires the Tree Crops Development Authority (TCDA) to establish clear rules and transparent reporting for authorizing unprocessed rubber exports when factories reduce purchases due to low international prices—thus preserving market access for vulnerable producers. Together, these approaches would ensure that the potential benefits of the EUDR are realized inclusively, remain stable despite market downturns, and do not undermine value addition in domestic processing factories. Full article
(This article belongs to the Special Issue Trends and Changes in Agricultural Commodities Markets)
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