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Search Results (2,527)

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21 pages, 19752 KiB  
Article
Phase Characterisation for Recycling of Shredded Waste Printed Circuit Boards
by Laurance Donnelly, Duncan Pirrie, Matthew Power and Andrew Menzies
Recycling 2025, 10(4), 157; https://doi.org/10.3390/recycling10040157 - 6 Aug 2025
Abstract
In this study, we adopt a geometallurgical analytical approach common in mineral processing in the characterization of samples of shredded waste printed circuit board (PCB) E-waste, originating from Europe. Conventionally, bulk chemical analysis provides a value for E-waste; however, chemical analysis alone does [...] Read more.
In this study, we adopt a geometallurgical analytical approach common in mineral processing in the characterization of samples of shredded waste printed circuit board (PCB) E-waste, originating from Europe. Conventionally, bulk chemical analysis provides a value for E-waste; however, chemical analysis alone does not provide information on the textural variability, phase complexity, grain size, particle morphology, phase liberation and associations. To address this, we have integrated analysis using binocular microscopy, manual scanning electron microscopy, phase, textural and compositional analyses by automated (SEM-EDS), phase analysis based on (Automated Material Identification and Classification System (AMICS) software, and elemental analysis using micro-XRF. All methods used have strengths and limitations, but an integration of these analytical tools allows the detailed characterization of the texture and composition of the E-waste feeds, ahead of waste reprocessing. These data can then be used to aid the design of optimized processing circuits for the recovery of the key payable components, and assist in the commercial trading of e-scrap. Full article
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17 pages, 304 KiB  
Article
Classroom Culture Wars: Experimental Evidence of the Influence of Religion on Educational Content Regulation and Punishment
by Brady Arrenius, Cameron Shook and Andre P. Audette
Religions 2025, 16(8), 1016; https://doi.org/10.3390/rel16081016 - 6 Aug 2025
Abstract
The intersection of religion and education in the United States dates to colonial times, as do attempts by religious institutions and individuals to regulate educational content. After a prominent retreat by religious fundamentalists following the Scopes Monkey Trial, conservative Christians have once again [...] Read more.
The intersection of religion and education in the United States dates to colonial times, as do attempts by religious institutions and individuals to regulate educational content. After a prominent retreat by religious fundamentalists following the Scopes Monkey Trial, conservative Christians have once again entered political debates about educational content in the form of modern culture wars issues. Both conservatives and liberals have attempted to punish educators for political comments made in class, but the influence of religion on individual attitudes has yet to be examined. In this article, we use an original survey experiment to examine individuals’ propensity to punish a professor who makes politically charged comments in class. We also assess whether religious individuals are more likely to punish professors for comments disparaging conservatives or liberals. We find that high-attending religious individuals, including both Evangelicals and Catholics, are more likely to support punishing the professor. However, we find that the propensity to punish is not related to the target of the professor’s comments. These findings suggest a resurgence of religious interest in education as a cultural issue at the individual, and not just institutional, level and a coalition between Evangelicals and Catholics on this issue. Full article
21 pages, 2168 KiB  
Review
Homeownership and Working-Class Suburbs in Barcelona
by David Hernández Falagán, Manel Guàrdia, José Luis Oyón and Maribel Rosselló
Encyclopedia 2025, 5(3), 113; https://doi.org/10.3390/encyclopedia5030113 - 4 Aug 2025
Abstract
In comparative analyses, specific features of the Spanish welfare and housing systems have often been emphasized. The case of Barcelona illustrates the extent to which these features are the result of a long-standing historical trajectory and the decisive impact of the challenges and [...] Read more.
In comparative analyses, specific features of the Spanish welfare and housing systems have often been emphasized. The case of Barcelona illustrates the extent to which these features are the result of a long-standing historical trajectory and the decisive impact of the challenges and policy responses adopted during Franco’s lengthy, dark, and gloomy regime. This period marked a significant shift, not only due to the persistent shortage of social rental housing, but also because of the early consolidation of a homeownership culture and its dominance in working-class suburban areas—a legacy that is completely different from that of the welfare states of Western Europe. Through a review of the literature and the analysis of primary sources, ongoing research on Barcelona seeks to clarify the factors and processes that led to this transformation, as well as its evolution during the democratic period, within an international context of economic liberalization and the dismantling of the welfare state. Full article
(This article belongs to the Collection Encyclopedia of Social Sciences)
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9 pages, 805 KiB  
Article
Feasibility and Safety of Liberal Fluid Fasting in an Orthogeriatric Department: A Prospective Before-and-After Cohort Study
by Thomas Saller, Janine Allmendinger, Patricia Knabe, Max Knabe, Lina Lenninger, Anne-Marie Just, Denise Seidenspinner, Boris Holzapfel, Carl Neuerburg and Roland Tomasi
J. Clin. Med. 2025, 14(15), 5477; https://doi.org/10.3390/jcm14155477 - 4 Aug 2025
Viewed by 9
Abstract
Background: The rationale for strict fluid fasting for pediatric and adult patients has been questioned recently. Point-of-care tools for the evaluation of gastric content have evolved over time, often using gastric ultrasound. Usually, the gastric antral cross-sectional area (CSA) is determined. A liberal [...] Read more.
Background: The rationale for strict fluid fasting for pediatric and adult patients has been questioned recently. Point-of-care tools for the evaluation of gastric content have evolved over time, often using gastric ultrasound. Usually, the gastric antral cross-sectional area (CSA) is determined. A liberal fluid fasting regimen, that is, ingestion of liquid fluids until the call for theatre, does not delay gastric emptying compared to midnight fasting, as evaluated with gastric ultrasound. Anesthesia is safe, and no adverse events result from a liberal regimen. Methods: The ethics committee of LMU Munich approved the study (21-0903). Liberal fluid fasting in a geriatric orthopedic surgery department (LFFgertrud) is a sub-study within a project investigating perioperative neurocognitive disorders (Study Registration: DRKS00026801). After obtaining informed consent from 134 geriatric patients 70 years or older, we investigated the gastric antral cross-sectional area (CSA) prior to and postimplementation of liberal fluid management, respectively. Results: After the implementation of liberal fluid fasting, fasting times for solid food and liquids decreased from 8.8 (±5.5) to 1.8 (±1.8) hours (p < 0.0001). In 39 patients where CSA was obtained, a slight increase in fluid was encountered. No critical amount of gastric content was observed, and no adverse events occurred. Conclusions: A liberal fluid fasting concept was safe even for comorbid elderly patients in orthopedic surgery. Applying a gastric ultrasound may be helpful to increase safety. According to the incidence of complications encountered in our study, it seems indispensable. Full article
(This article belongs to the Section Anesthesiology)
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34 pages, 4961 KiB  
Article
Study on Grinding Optimization of Cassiterite Polymetallic Sulfide Ore Based on Single-Factor Test Method
by Jinlin Yang, Pengyan Zhu, Xingjian Deng, Hengjun Li, Shaojian Ma and Dingzheng Wang
Minerals 2025, 15(8), 827; https://doi.org/10.3390/min15080827 - 3 Aug 2025
Viewed by 117
Abstract
Cassiterite polymetallic sulfide ore exhibits a complex mineral composition and significant variations in mineral properties, which frequently lead to issues such as the over-grinding of cassiterite and under-grinding of sulfide minerals during the grinding process. These issues consequently impair liberation performance in subsequent [...] Read more.
Cassiterite polymetallic sulfide ore exhibits a complex mineral composition and significant variations in mineral properties, which frequently lead to issues such as the over-grinding of cassiterite and under-grinding of sulfide minerals during the grinding process. These issues consequently impair liberation performance in subsequent beneficiation stages. Among these factors, the grinding media ratios stand as one of the critical factors influencing grinding efficiency. Based on these, the paper adopts the single-factor test method to systematically study the influence law of factors such as grinding time, mill rotational rate, and mill filling rate on the particle size composition of ore grinding products and the grinding technology efficiency under different media conditions; in addition, it is compared with the influence law of different conditions of media ratios on the grinding efficiency of ore. The results show that the optimal parameters of the grinding operation are obtained at the grinding time of 4 min, the mill rotational rate of 60%, and the filling rate of 35%. The grinding time and mill filling rate have a relatively more significant effect on the product particle size distribution, while the effect of the mill rotational rate is relatively less significant. When the parameters of grinding operations are optimal, the yield of qualified particle size and grinding technical efficiency are used as the evaluation indices, respectively. Overall, the order of the grinding effect of different media conditions was as follows: steel ball combination of Φ20 mm and Φ25 mm > steel balls of three single sizes > steel ball combination of Φ20 mm and Φ30 mm. The optimal grinding media ratios are Φ20 mm and Φ25 mm (the percentage of the Φ20 mm ball is 90%). The reasonable media ratios will effectively coordinate the optimal grinding effect between different media. The research results can provide the necessary basic data for the subsequent grinding optimization of cassiterite polymetallic sulfide ores. Full article
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19 pages, 1247 KiB  
Article
Improving News Retrieval with a Learnable Alignment Module for Multimodal Text–Image Matching
by Rui Song, Jiwei Tian, Peican Zhu and Bin Chen
Electronics 2025, 14(15), 3098; https://doi.org/10.3390/electronics14153098 - 3 Aug 2025
Viewed by 208
Abstract
With the diversification of information retrieval methods, news retrieval tasks have gradually evolved towards multimodal retrieval. Existing methods often encounter issues such as inaccurate alignment and unstable feature matching when handling cross-modal data like text and images, limiting retrieval performance. To address this, [...] Read more.
With the diversification of information retrieval methods, news retrieval tasks have gradually evolved towards multimodal retrieval. Existing methods often encounter issues such as inaccurate alignment and unstable feature matching when handling cross-modal data like text and images, limiting retrieval performance. To address this, this paper proposes an innovative multimodal news retrieval method by introducing the Learnable Alignment Module (LAM), which establishes a learnable alignment relationship between text and images to improve the accuracy and stability of cross-modal retrieval. Specifically, the LAM, through trainable label embeddings (TLEs), enables the text encoder to dynamically adjust category information during training, thereby enhancing the alignment capability of text and images in the shared embedding space. Additionally, we propose three key alignment strategies: logits calibration, parameter consistency, and semantic feature matching, to further optimize the model’s multimodal learning ability. Extensive experiments conducted on four public datasets—Visual News, MMED, N24News, and EDIS—demonstrate that the proposed method outperforms existing state-of-the-art approaches in both text and image retrieval tasks. Notably, the method achieves significant improvements in low-recall scenarios (R@1): for text retrieval, R@1 reaches 47.34, 44.94, 16.47, and 19.23, respectively; for image retrieval, R@1 achieves 40.30, 38.49, 9.86, and 17.95, validating the effectiveness and robustness of the proposed method in multimodal news retrieval. Full article
(This article belongs to the Topic Graph Neural Networks and Learning Systems)
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24 pages, 913 KiB  
Article
Fermentation Efficiency and Profile of Volatile Compounds in Rye Grain Mashes from Crops Fertilised with Agrifood Waste Ashes
by Łukasz Ściubak, Andrzej Baryga, Maria Balcerek, Katarzyna Pielech-Przybylska, Urszula Dziekońska-Kubczak and Stanisław Brzeziński
Molecules 2025, 30(15), 3251; https://doi.org/10.3390/molecules30153251 - 2 Aug 2025
Viewed by 195
Abstract
The utilisation of agrifood waste ashes has the potential to enhance the nutrient content of cereal crops, thereby optimising both yield and grain quality. This study investigated rye grain composition, the fermentation efficiency, and volatile compounds in mashes made from crops fertilised with [...] Read more.
The utilisation of agrifood waste ashes has the potential to enhance the nutrient content of cereal crops, thereby optimising both yield and grain quality. This study investigated rye grain composition, the fermentation efficiency, and volatile compounds in mashes made from crops fertilised with agrifood waste ashes derived from the combustion of corn cob, wood chips, and biomass with defecation lime. The ashes were applied at 2, 4, and 8 t/ha, separately and as mixtures of corn cob (25%) with wood chips (75%) and corn cob (50%) with biomass and defecation lime (50%). Rye mashes were prepared using the pressureless starch liberation method. The starch content in the majority of the rye grains was comparable to the control sample (57.12 g/100 g). The range of ethanol concentrations observed in the fermented mashes was from 55.55 to 68.12 g/L, which corresponded to fermentation yields of 67.25–76.59% of theoretical. The lowest fermentation yield was exhibited by the mash derived from rye cultivated on soil fertilised with a 50:50 mixture of ashes from corn cob and biomass with defecation lime at 8 t/ha. This mash contained more than double the acetaldehyde concentration and total aldehyde content compared to the other samples. These findings demonstrate the potential of using waste biomass ash as a source of macro- and microelements for rye cultivation, enabling the production of agricultural distillates. To ensure high fermentation efficiency and low aldehyde levels, ash dosage and composition need to be established based on experimental optimisation. Full article
(This article belongs to the Section Food Chemistry)
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4 pages, 176 KiB  
Editorial
Strategic Communication and Democratic Resilience in the European Union: Journalism, Citizens and the Geopolitics of Narrative
by Concha Pérez-Curiel, Ricardo Domínguez-García and João Pedro Baptista
Journal. Media 2025, 6(3), 123; https://doi.org/10.3390/journalmedia6030123 - 31 Jul 2025
Viewed by 191
Abstract
The European Union, like other liberal democracies around the world, is currently undergoing a profound transformation of its communication ecosystem [...] Full article
18 pages, 6795 KiB  
Article
Strain-Rate-Dependent Tensile Behaviour and Viscoelastic Modelling of Kevlar® 29 Plain-Woven Fabric for Ballistic Applications
by Kun Liu, Ying Feng, Bao Kang, Jie Song, Zhongxin Li, Zhilin Wu and Wei Zhang
Polymers 2025, 17(15), 2097; https://doi.org/10.3390/polym17152097 - 30 Jul 2025
Viewed by 176
Abstract
Aramid fibre has become a critical material for individual soft body armour due to its lightweight nature and exceptional impact resistance. To investigate its energy absorption mechanism, quasi-static and dynamic tensile experiments were conducted on Kevlar® 29 plain-woven fabric using a universal [...] Read more.
Aramid fibre has become a critical material for individual soft body armour due to its lightweight nature and exceptional impact resistance. To investigate its energy absorption mechanism, quasi-static and dynamic tensile experiments were conducted on Kevlar® 29 plain-woven fabric using a universal material testing machine and a Split Hopkinson Tensile Bar (SHTB) apparatus. Tensile mechanical responses were obtained under various strain rates. Fracture morphology was characterised using scanning electron microscopy (SEM) and ultra-depth three-dimensional microscopy, followed by an analysis of microstructural damage patterns. Considering the strain rate effect, a viscoelastic constitutive model was developed. The results indicate that the tensile mechanical properties of Kevlar® 29 plain-woven fabric are strain-rate dependent. Tensile strength, elastic modulus, and toughness increase with strain rate, whereas fracture strain decreases. Under quasi-static loading, the fracture surface exhibits plastic flow, with slight axial splitting and tapered fibre ends, indicating ductile failure. In contrast, dynamic loading leads to pronounced axial splitting with reduced split depth, simultaneous rupture of fibre skin and core layers, and fibrillation phenomena, suggesting brittle fracture characteristics. The modified three-element viscoelastic constitutive model effectively captures the strain-rate effect and accurately describes the tensile behaviour of the plain-woven fabric across different strain rates. These findings provide valuable data support for research on ballistic mechanisms and the performance optimisation of protective materials. Full article
(This article belongs to the Section Polymer Composites and Nanocomposites)
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13 pages, 256 KiB  
Article
Attempt to Quantify Molecules of Host Plant Volatiles Evoking an Electroantennographic Response in Anoplophora glabripennis Antennae
by Rui Zhang, Jian-Ming Shi, Yi-Bei Jiang, Hui-Quan Sun, Dan-Dan Cao, Hui-Ling Hao and Jian-Rong Wei
Insects 2025, 16(8), 781; https://doi.org/10.3390/insects16080781 - 30 Jul 2025
Viewed by 272
Abstract
Anoplophora glabripennis, is one of the most devastating wood borers of many broad leaf trees. Our previous results indicated that antennae of A. glabripennis showed electroantennogram (EAG) responses to several host plant volatiles. However, the quantities of active compounds necessary to trigger [...] Read more.
Anoplophora glabripennis, is one of the most devastating wood borers of many broad leaf trees. Our previous results indicated that antennae of A. glabripennis showed electroantennogram (EAG) responses to several host plant volatiles. However, the quantities of active compounds necessary to trigger an EAG response remains unclear. To relate EAG responses with quantities of active molecules, we quantified the level of molecular triggering in the EAG response of A. glabripennis by a series of procedures. First, we used the EAG apparatus to measure EAG responses of A. glabripennis to five concentrations of eight chemicals and obtained dose–response curves. Second, volatiles released after blowing air over filter paper loaded with volatiles for different numbers of times (purging) were collected by solid-phase microextraction (SPME) and quantified by gas chromatography (GC), so we obtained the quantity of chemical released from each purge; the minimum number of molecules in each purge in the EAG was calculated by the molar mass for different compounds. For instance, the number of molecules of (Z)-3-hexenol reaching the female antennal segment in EAG was 8.68 × 108 at 0.01 ng/μL concentration, and 1.39 × 105 at 0.01 mV potential value. Finally, by comparing sensilla numbers on tested antennal segments with the entire antennae, the minimum number of molecules, or molecular flow, of tested compounds required to elicit an electrophysiological response from two antennae of ALB could be estimated either at a minimum concentration (2.49 × 108 at 0.01 ng/μL concentration of (Z)-3-Hexenol, for female) or at a minimum potentiometric response value (3.99 × 104 at 0.01 mV potential value). Full article
(This article belongs to the Section Insect Pest and Vector Management)
16 pages, 235 KiB  
Article
Populist Radical Right: Illiberal Erosion or Liberal Decay? Assessing Theoretical Explanations in the Wake of the 2024 European Parliament Election
by Alfonso A. López-Rodríguez and Jesus M. Benitez-Baleato
Societies 2025, 15(8), 211; https://doi.org/10.3390/soc15080211 - 30 Jul 2025
Viewed by 427
Abstract
This article identifies the structural factors underlying the rise of the Populist Radical Right (PRR) in Europe and evaluates its implications for liberal democracies. Our research finds that the emergence of the PRR is driven by the decay of democratic institutions resulting from [...] Read more.
This article identifies the structural factors underlying the rise of the Populist Radical Right (PRR) in Europe and evaluates its implications for liberal democracies. Our research finds that the emergence of the PRR is driven by the decay of democratic institutions resulting from the neoliberal globalization that was catalyzed by the collapse of the Soviet Union. We argue that the electoral success of the PRR lies in its capacity to use emotionally charged, single-issue narratives that resonate with the political demands of orphaned electorates, who engage in protest voting to express their frustrated expectations. Far from being an ephemeral phenomenon, we show that the PRR reflects structural transformations of the liberal political architecture, and is capable to further eroding democratic institutions by procedurally adopting liberal norms as a means to undermine them. A critical reassessment of the liberal perspective is necessary to address the dysfunctions of democratic institutions. Full article
18 pages, 284 KiB  
Article
Islam at the Margins: Salafi and Progressive Muslims Contesting the Mainstream in Germany
by Arndt Emmerich and Mehmet T. Kalender
Religions 2025, 16(8), 990; https://doi.org/10.3390/rel16080990 - 29 Jul 2025
Viewed by 400
Abstract
Based on ethnographic data collected in Germany, this article compares ultra-conservative Salafi and progressive, LGBTQI-plus Muslim movements and examines their negotiation of religious identity and practice within and in contrast to ‘mainstream Islam’ (e.g., DİTİB). While on the surface these movements appear to [...] Read more.
Based on ethnographic data collected in Germany, this article compares ultra-conservative Salafi and progressive, LGBTQI-plus Muslim movements and examines their negotiation of religious identity and practice within and in contrast to ‘mainstream Islam’ (e.g., DİTİB). While on the surface these movements appear to be on the fringes of Islam and clearly opposed to each other, a closer look reveals interesting moments of convergence and publicly gained prominence. In doing so, this article explores the actor biography issues that drive affiliation, including negative experiences with mainstream mosques and the search for authentic expression and roots. It analyses the politics of labelling (e.g., ‘Salafi’, ‘liberal’), and how these groups define their target audiences in relation to the perceived mainstream. It examines the negotiation of cultural diversity and Islamic ‘purity’, contrasting Salafi reform with progressive interpretations. Finally, it examines strategies for challenging mainstream institutions. By comparing these groups, the article offers a nuanced insight into Islamic practices at the margins. It sheds light on the various strategies employed to discredit mainstream Islamic institutions, ranging from theological differences to power struggles within the contested religious field. Full article
27 pages, 3262 KiB  
Article
Energy-Efficient Gold Flotation via Coarse Particle Generation Using VSI and HPGR Comminution
by Sindhura Thatipamula and Sheila Devasahayam
Materials 2025, 18(15), 3553; https://doi.org/10.3390/ma18153553 - 29 Jul 2025
Viewed by 192
Abstract
This study investigates the impact of two comminution technologies—Vertical Shaft Impactors (VSI) and High-Pressure Grinding Rolls (HPGR)—on gold flotation performance, using ore samples from the Ballarat Gold Mine, Australia. The motivation stems from the growing need to improve energy efficiency and flotation recovery [...] Read more.
This study investigates the impact of two comminution technologies—Vertical Shaft Impactors (VSI) and High-Pressure Grinding Rolls (HPGR)—on gold flotation performance, using ore samples from the Ballarat Gold Mine, Australia. The motivation stems from the growing need to improve energy efficiency and flotation recovery in mineral processing, particularly under increasing economic and environmental constraints. Despite the widespread use of HPGR and VSI in the industry, limited comparative studies have explored their effects on downstream flotation behavior. Laboratory-scale experiments were conducted across particle size fractions (300–600 µm) using two collector types—Potassium Amyl Xanthate (PAX) and DSP002 (a proprietary dithiophosphate collector) to assess differences in flotation recovery, concentrate grade, and specific energy consumption. The results reveal that HPGR produces more fines and micro-cracks, enhancing liberation but also increasing gangue entrainment and energy demand. Conversely, VSI produces coarser, cubical particles with fewer slimes, achieving higher flotation grades and recoveries at lower energy input. VSI at 600 µm demonstrated the highest flotation efficiency (4241) with only 9.79 kWh/t energy input. These findings support the development of hybrid or tailored comminution strategies for improved flotation selectivity and sustainable processing. Full article
(This article belongs to the Section Construction and Building Materials)
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16 pages, 6356 KiB  
Article
Simulation-Based Verification and Application Research of Spatial Spectrum Modulation Technology for Optical Imaging Systems
by Yucheng Li, Yang Zhang, Houyun Liu, Daokuan Wang and Jiahui Yuan
Photonics 2025, 12(8), 755; https://doi.org/10.3390/photonics12080755 - 27 Jul 2025
Viewed by 503
Abstract
Leveraging Fourier optics theory and Abbe’s imaging principle, this study establishes that optical imaging fundamentally involves selective spatial spectrum recombination at the Fourier plane. Three classical experiments quantitatively validate universal spectrum manipulation mechanisms: (1) The Abbe-Porter experiment confirmed spectral filtering, directly demonstrating image [...] Read more.
Leveraging Fourier optics theory and Abbe’s imaging principle, this study establishes that optical imaging fundamentally involves selective spatial spectrum recombination at the Fourier plane. Three classical experiments quantitatively validate universal spectrum manipulation mechanisms: (1) The Abbe-Porter experiment confirmed spectral filtering, directly demonstrating image synthesis from transmitted spectral components. (2) Zernike phase-contrast microscopy quantified spectral phase modulation, overcoming the weak-phase-object detection limit by significantly enhancing contrast. (3) Optical joint transform correlation (JTC) demonstrated efficient spectral amplitude modulation for high-speed, high-accuracy image recognition. Collectively, these results form a comprehensive framework for active light field manipulation at the spectral plane, extending modulation capabilities to phase and amplitude dimensions. This work provides a foundational theoretical and technical framework for designing advanced optical systems, extending modulation capabilities to phase and amplitude dimensions. Full article
(This article belongs to the Special Issue Advanced Research in Computational Optical Imaging)
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17 pages, 424 KiB  
Article
HyMePre: A Spatial–Temporal Pretraining Framework with Hypergraph Neural Networks for Short-Term Weather Forecasting
by Fei Wang, Dawei Lin, Baojun Chen, Guodong Jing, Yi Geng, Xudong Ge, Daoming Wei and Ning Zhang
Appl. Sci. 2025, 15(15), 8324; https://doi.org/10.3390/app15158324 - 26 Jul 2025
Viewed by 269
Abstract
Accurate short-term weather forecasting plays a vital role in disaster response, agriculture, and energy management, where timely and reliable predictions are essential for decision-making. Graph neural networks (GNNs), known for their ability to model complex spatial structures and relational data, have achieved remarkable [...] Read more.
Accurate short-term weather forecasting plays a vital role in disaster response, agriculture, and energy management, where timely and reliable predictions are essential for decision-making. Graph neural networks (GNNs), known for their ability to model complex spatial structures and relational data, have achieved remarkable success in meteorological forecasting by effectively capturing spatial dependencies among distributed weather stations. However, most existing GNN-based approaches rely on pairwise station connections, limiting their capacity to represent higher-order spatial interactions. Moreover, their dependence on supervised learning makes them vulnerable to spatial heterogeneity and temporal non-stationarity. This paper introduces a novel spatial–temporal pretraining framework, Hypergraph-enhanced Meteorological Pretraining (HyMePre), which combines hypergraph neural networks with self-supervised learning to model high-order spatial dependencies and improve generalization across diverse climate regimes. HyMePre employs a two-stage masking strategy, applying spatial and temporal masking separately, to learn disentangled representations from unlabeled meteorological time series. During forecasting, dynamic hypergraphs group stations based on meteorological similarity, explicitly capturing high-order dependencies. Extensive experiments on large-scale reanalysis datasets show that HyMePre outperforms conventional GNN models in predicting temperature, humidity, and wind speed. The integration of pretraining and hypergraph modeling enhances robustness to noisy data and improves generalization to unseen climate patterns, offering a scalable and effective solution for operational weather forecasting. Full article
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