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36 pages, 5250 KB  
Article
Nonlinear Gravity-Wave Effects on the Distribution of Chemical Constituents in a Vertically-Sheared Atmospheric Flow
by Ahmed S. Almohaimeed and Lucy J. Campbell
Mathematics 2026, 14(2), 322; https://doi.org/10.3390/math14020322 (registering DOI) - 17 Jan 2026
Abstract
The dynamical processes in the atmosphere are coupled with the chemistry of the atmosphere. Internal gravity waves influence the distribution of chemical constituents in the atmosphere through their effects on the background wind or mean flow. We examine a coupled system of equations [...] Read more.
The dynamical processes in the atmosphere are coupled with the chemistry of the atmosphere. Internal gravity waves influence the distribution of chemical constituents in the atmosphere through their effects on the background wind or mean flow. We examine a coupled system of equations comprising a nonlinear transport equation of Fisher type for the distribution of the chemical species, along with nonlinear Boussinesq equations for internal gravity waves in a vertically stratified and vertically sheared fluid flow in a two-dimensional region. In our model, a horizontally localized gravity-wave packet is generated and propagates upward into a localized region where the chemical species is present. Numerical solutions show that the wave-induced mean flow resulting from nonlinear gravity-wave interactions in the vicinity of a critical level leads to modifications in the distribution of the chemical. An asymptotic analysis of a related qualitatively similar problem gives us information on the dominant behaviour of the chemical concentration perturbation. We conclude that nonlinearity and vertical shear play a vital role in the interplay between gravity-wave dynamics and chemical distributions in the atmosphere. Full article
(This article belongs to the Special Issue Nonlinear Waves: Theory and Applications)
20 pages, 325 KB  
Article
Sharp Bounds on the Spectral Radius and Energy of Arithmetic–Geometric Matrix
by Hilal A. Ganie and Amal Alsaluli
Mathematics 2026, 14(2), 321; https://doi.org/10.3390/math14020321 (registering DOI) - 17 Jan 2026
Abstract
Let Z be a graph of order n with m edges. Let Aag(Z) represents the arithmetic–geometric matrix of Z. The eigenvalues of the matrix Aag(Z) are called the arithmetic–geometric eigenvalues, and the [...] Read more.
Let Z be a graph of order n with m edges. Let Aag(Z) represents the arithmetic–geometric matrix of Z. The eigenvalues of the matrix Aag(Z) are called the arithmetic–geometric eigenvalues, and the eigenvalue with the largest modulus is called the arithmetic–geometric spectral radius of Z. The sum of the absolute values of the arithmetic–geometric eigenvalues is called the arithmetic–geometric energy of Z. In this paper, we establish sharp upper and lower bounds for the AM-GM spectral radius in terms of various graph parameters and provide a complete characterization of the extremal graphs that attain these bounds. Additionally, we derive new bounds for the AM-GM energy of a graph and identify the corresponding extremal structures. In both contexts, our results significantly improve upon several existing bounds reported in the literature. Full article
27 pages, 6733 KB  
Article
Structural and Chemical Degradation of Archeological Wood: Synchrotron XRD and FTIR Analysis of a 26th Dynasty Egyptian Polychrome Wood Statuette
by Dina M. Atwa, Rageh K. Hussein, Ihab F. Mohamed, Shimaa Ibrahim, Emam Abdullah, G. Omar, Moez A. Ibrahim and Ahmed Refaat
Polymers 2026, 18(2), 258; https://doi.org/10.3390/polym18020258 (registering DOI) - 17 Jan 2026
Abstract
This study investigates a 26th Dynasty Ptah–Sokar–Osiris wooden statuette excavated from the Tari cemetery, Giza Pyramids area, to decode ancient Egyptian manufacturing techniques and establish evidence-based conservation strategies of such wooden objects. Using minimal sampling (1.0–2.0 mm2), integrated XRF, synchrotron-based X-ray [...] Read more.
This study investigates a 26th Dynasty Ptah–Sokar–Osiris wooden statuette excavated from the Tari cemetery, Giza Pyramids area, to decode ancient Egyptian manufacturing techniques and establish evidence-based conservation strategies of such wooden objects. Using minimal sampling (1.0–2.0 mm2), integrated XRF, synchrotron-based X-ray diffraction, FTIR, and confocal microscopy distinguished original technological choices from burial-induced alterations. The 85 cm Vachellia nilotica sculpture exhibits moderate structural preservation (cellulose crystallinity index 62.9%) with partial chemical deterioration (carbonyl index 2.22). Complete pigment characterization identified carbon black, Egyptian Blue (cuprorivaite, 55 ± 5 wt %), atacamite-dominated green (65 ± 5 wt %) with residual malachite (10 ± 2 wt %), orpiment (60 ± 5 wt %), red ochre (hematite, 60% ± 5 wt %), white pigments (93 ± 5 wt % calcite), and metallic gold (40 ± 5 wt %). Confocal microscopy revealed sophisticated multi-pigment mixing strategies, with black carbon systematically blended with chromophores for nuanced color effects. Atacamite predominance over malachite provides evidence for chloride-mediated diagenetic transformation over 2600 years of burial. Consistent calcite detection (~ 20–45%) across colored layers confirms systematic ground layer application, establishing technological baseline data for 26th Dynasty Lower Egyptian workshops. Near-complete organic binder loss, severe lignin oxidation, and ongoing salt-mediated mineral transformations indicate urgent conservation needs requiring specialized consolidants, paint layer stabilization, and controlled environmental storage. This investigation demonstrates synchrotron methods’ advantages while establishing a minimally invasive framework for studying polychrome wooden artifacts. Full article
(This article belongs to the Special Issue New Challenges in Wood and Wood-Based Materials, 4th Edition)
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13 pages, 816 KB  
Systematic Review
Reduced Versus Full-Dose Direct Oral Anticoagulants for Long-Term Management of Venous Thromboembolism: A Systematic Review
by Manar Al Arifi, Walaa A. Alshahrani, Abdulmajeed M. Alshehri and Majed S. Al Yami
J. Clin. Med. 2026, 15(2), 770; https://doi.org/10.3390/jcm15020770 (registering DOI) - 17 Jan 2026
Abstract
Background: Venous thromboembolism (VTE) is still a serious clinical problem because many patients still have a significant chance of having it happen again after their first course of anticoagulation is over. In recent years, reduced-dose direct oral anticoagulants (DOACs) have been investigated as [...] Read more.
Background: Venous thromboembolism (VTE) is still a serious clinical problem because many patients still have a significant chance of having it happen again after their first course of anticoagulation is over. In recent years, reduced-dose direct oral anticoagulants (DOACs) have been investigated as a means to ensure prolonged protection while diminishing the risk of bleeding complications. This systematic review aims to summarize the available evidence comparing reduced-dose and full-dose DOAC regimens during the extended phase of VTE treatment. Methods: A systematic search of PubMed and the Cochrane Library (January 2010–November 2025) identified randomized trials and one ambispective cohort study evaluating reduced-dose apixaban (2.5 mg BID), rivaroxaban (10 mg OD), dabigatran (110 mg BID), or edoxaban (30 mg OD). Methodological quality was assessed using RoB-2 for trials and the Newcastle–Ottawa Scale for observational data. Because of differences in study designs and outcome definitions, a narrative synthesis was applied. Results: Five studies met the inclusion criteria. Across trials, reduced-dose DOACs maintained consistently low rates of recurrent VTE: 1.7% in AMPLIFY-EXT versus 8.8% with placebo; 1.2–1.5% in EINSTEIN CHOICE versus 4.4% with aspirin; 2.2% in RENOVE versus 1.8% with full-dose therapy; and 1.3% in HI-PRO versus 10% with placebo. Real-world data from Valeriani et al. showed only a single recurrence (0.7%) over nearly three years. Major bleeding remained uncommon, ranging from 0.1 to 0.5% in randomized trials and 2.1–2.9% in longer-term observational cohorts. Conclusions: In summary, reduced-dose DOACs appear to offer a favorable balance of safety and efficacy, providing durable protection against recurrence with a lower bleeding burden. These findings support their role as a practical extended-treatment strategy in clinical practice. Full article
(This article belongs to the Section Vascular Medicine)
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20 pages, 4568 KB  
Article
From Coal to Carbon Quantum Dots by Chemical Oxidation: Effects of Synthesis Conditions and Coal Chemical Structure
by Jiaqi Ma, Jiawei Liu, Jun Xu, Limo He, Hengda Han, Kai Xu, Long Jiang, Yi Wang, Sheng Su, Song Hu and Jun Xiang
Processes 2026, 14(2), 332; https://doi.org/10.3390/pr14020332 (registering DOI) - 17 Jan 2026
Abstract
The synthesis of carbon dots (CDs) from coal represents a promising strategy for advancing both the efficient, low-carbon utilization of coal resources and the cost-effective production of CDs. To enable the controlled, high-quality conversion of CDs from coal, a comprehensive understanding of the [...] Read more.
The synthesis of carbon dots (CDs) from coal represents a promising strategy for advancing both the efficient, low-carbon utilization of coal resources and the cost-effective production of CDs. To enable the controlled, high-quality conversion of CDs from coal, a comprehensive understanding of the relationship between the coal chemical structure and the properties of CDs is crucial. This study prepared CDs from nine kinds of coal using a chemical oxidation method, and the correlations between properties of coal-based carbon dots and the original materials were revealed. The results show that the luminescence sites of coal-derived CDs are mostly distributed around 435 nm or 500 nm, where the former one relates to the confined sp2 domains and the latter one is associated with the defect structure. Coal with a volatile content of about 20–30% in the nine samples was found to produce higher CD yields, with a maximum mass yield of 19.96%, accompanied by stronger fluorescence intensity. During chemical oxidation processes, the unsaturated double bonds (C=C, C=O) and aliphatic chains firstly break, and then aromatic clusters are formed by dehydrocyclization between carbon crystallites, followed by the introduction of a C–O group. The growth of the C–O group in the CDs contributes to a stronger fluorescence property. Furthermore, strong correlations were found between the carbon skeleton structure of raw coal and photoluminescence characteristics of corresponding CDs, as reflected by Raman parameters AD1/AG, ID1/IG, and FWHMD. The findings offer significant insights into the precise modulation and control of coal-based carbon dot structures. Full article
(This article belongs to the Section Environmental and Green Processes)
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12 pages, 382 KB  
Article
Numerical Solution of Fractional Third-Order Nonlinear Emden–Fowler Delay Differential Equations via Chebyshev Polynomials
by Mashael M. AlBaidani
Axioms 2026, 15(1), 64; https://doi.org/10.3390/axioms15010064 (registering DOI) - 17 Jan 2026
Abstract
In the current study, we used Chebyshev’s Pseudospectral Method (CPM), a novel numerical technique, to solve nonlinear third-order Emden–Fowler delay differential (EF-DD) equations numerically. Fractional derivatives are defined by the Caputo operator. These kinds of equations are transformed to the linear or nonlinear [...] Read more.
In the current study, we used Chebyshev’s Pseudospectral Method (CPM), a novel numerical technique, to solve nonlinear third-order Emden–Fowler delay differential (EF-DD) equations numerically. Fractional derivatives are defined by the Caputo operator. These kinds of equations are transformed to the linear or nonlinear algebraic equations by the proposed approach. The numerical outcomes demonstrate the precision and efficiency of the suggested approach. The error analysis shows that the current method is more accurate than any other numerical method currently available. The computational analysis fully confirms the compatibility of the suggested strategy, as demonstrated by a few numerical examples. We present the outcome of the offered method in tables form, which confirms the appropriateness at each point. Additionally, the outcomes of the offered method at various non-integer orders are investigated, demonstrating that the result approaches closer to the accurate solution as a value approaches from non-integer order to an integer order. Additionally, the current study proves some helpful theorems about the convergence and error analysis related to the aforementioned technique. A suggested algorithm can effectively be used to solve other physical issues. Full article
(This article belongs to the Special Issue Advances in Differential Equations and Its Applications)
14 pages, 2202 KB  
Article
Brushless Wound-Field Synchronous Machine Topology with Excellent Rotor Flux Regulation Freedom
by Muhammad Ayub, Arsalan Arif, Atiq Ur Rehman, Azka Nadeem, Ghulam Jawad Sirewal, Mohamed A. Abido and Mudassir Raza Siddiqi
Machines 2026, 14(1), 110; https://doi.org/10.3390/machines14010110 (registering DOI) - 17 Jan 2026
Abstract
This paper presents a nine-switch inverter for brushless operation of wound-field synchronous machines with excellent rotor flux regulation freedom. The manufacturing cost of permanent magnet machines is high due to the instability of rare-earth magnet prices in the global market. Moreover, conventional wound-field [...] Read more.
This paper presents a nine-switch inverter for brushless operation of wound-field synchronous machines with excellent rotor flux regulation freedom. The manufacturing cost of permanent magnet machines is high due to the instability of rare-earth magnet prices in the global market. Moreover, conventional wound-field synchronous machines (WFSMs) have problems with their rotor brushes and slip-ring assembly, wherein the assembly starts to malfunction in the long run. Furthermore, recently, some brushless WFSM topologies have been investigated to eliminate the problems associated with rotor brushes and slip rings, but they have either a high cost due to a double-inverter, or low flux regulation freedom due to a single inverter (−id). The proposed nine-switch topology achieves a low cost by using a single inverter with nine switches and excellent flux control through three variables (−id, iq, and if), making it highly suitable for wide-speed applications. In the proposed topology, the machine’s armature winding is divided into two sets of coils: ABC and XYZ. A 12-slot and 8-pole machine stator is wound with armature winding coils ABC and XYZ, creating six terminals for injecting currents and two neutrals from each ABC and XYZ coil set. The current to the ABC and XYZ coils is supplied by a nine-switch inverter. The inverter is specially designed to supply rated currents to the ABC winding coils and half of the rated current to the XYZ winding coils. The number of turns of the ABC and XYZ winding coils are kept the same so they produce the same winding function. However, the current in the XYZ winding coils is half compared to that of the ABC winding coils, which creates an asymmetrical airgap magnetomotive force (MMF). The asymmetrical airgap MMF contains two working harmonics, i.e., fundamental MMF for torque production and an additional sub-harmonic MMF component for rotor field brushless excitation. The rotor field is controlled by the difference in current of the two armature winding coils: ABC and XYZ. The proposed topology is validated through theoretical analysis and finite element simulations of electromagnetic and flux regulation. A 2D finite-element analysis is performed to verify the idea. The proposed topology is capable of establishing a 9.15 A dc current in the rotor field winding coil, which consequently generates a torque of 7.8 N·m with a 20.30% torque ripple. Rotor field flux regulation was analyzed from the stator ABC and XYZ coils current ratio ζ. The ratio ζ is analyzed as 2 to 1.3; subsequently, the inducted field currents were 9.15 A dc to 4.8 A dc, respectively. Full article
(This article belongs to the Section Electrical Machines and Drives)
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18 pages, 940 KB  
Article
An Improved Approach Based on a New Laplace Model Using Classical and Risk Measures
by Morad Alizadeh, Gauss M. Cordeiro, Jondeep Das, Partha Jyoti Hazarika, Javier E. Contreras-Reyes, Mohamed S. Hamed and Haitham M. Yousof
Math. Comput. Appl. 2026, 31(1), 14; https://doi.org/10.3390/mca31010014 (registering DOI) - 17 Jan 2026
Abstract
In this paper, we propose a generalized odd log-logistic standard Laplace model and study some of its main properties. The novelty of this model is based on classical and risk-based measures to effectively analyze the body mass index (BMI) data. The analysis underscores [...] Read more.
In this paper, we propose a generalized odd log-logistic standard Laplace model and study some of its main properties. The novelty of this model is based on classical and risk-based measures to effectively analyze the body mass index (BMI) data. The analysis underscores the importance of a multidisciplinary approach in addressing challenges related to health, performance, and risk management. The proposed methodology not only is helpful to understand the variability of BMI measurements, but also prove how common statistical models considered in financial field can be effectively adapted to other ones, offering insights that drive informed decision-making and strategic planning. Full article
(This article belongs to the Section Natural Sciences)
17 pages, 5374 KB  
Article
Impact of Recycled Rubber Mesh Size and Volume Fraction on Dynamic Mechanical and Fracture Characteristics of Polyester/Fiberglass Composites
by Essam B. Moustafa, Ghassan Mousa, Ahmed S. Abdel-Wanees, Tamer S. Mahmoud and Ahmed O. Mosleh
J. Compos. Sci. 2026, 10(1), 53; https://doi.org/10.3390/jcs10010053 (registering DOI) - 17 Jan 2026
Abstract
This work examines the impact of integrating recycled rubber particles on the dynamic mechanical properties of polyester/fiberglass (P/F) composites. Rubber particles of several mesh sizes (M20 and M40) and volume fractions (10%, 20%, and 30%) were included in the P/F composite. The findings [...] Read more.
This work examines the impact of integrating recycled rubber particles on the dynamic mechanical properties of polyester/fiberglass (P/F) composites. Rubber particles of several mesh sizes (M20 and M40) and volume fractions (10%, 20%, and 30%) were included in the P/F composite. The findings indicate that increasing rubber content reduces density and affects the tensile strength and fracture characteristics of the composites. Rubber often decreases stiffness while potentially enhancing damping, contingent on its interaction with the polyester matrix. The P/F/M40_20% composite demonstrates significant stiffness and moderate damping, indicating a distinctive reinforcing mechanism. The relationship between rubber tensile strength and fractured behavior is complex. M40 composites weaken at 30% owing to debonding, but M20 composites only slightly decrease in strength at 20% rubber. Interestingly, M20_30% has increased strength due to rubber–fracture interactions. Fiberglass reinforcement stiffens the material but reduces vibration absorption. Rubber enhances flexibility and may attenuate vibrations. A weighted scoring method determines that the P/F/M20_20% rubber composite is the most advantageous for attaining equilibrium of toughness, strength, and damping characteristics. This work elucidates how to optimize the performance of P/F composites by modifying the properties of rubber particles for targeted applications. Full article
(This article belongs to the Special Issue Research on Recycling Methods or Reuse of Composite Materials)
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11 pages, 1757 KB  
Article
SIMS Investigation of Al Diffusion Across Interfaces in AlGaN/GaN and AlN/GaN Heterostructures
by Jihed Laifi, Mohamed Fathy Hasaneen and Amor Bchetnia
Nanomaterials 2026, 16(2), 125; https://doi.org/10.3390/nano16020125 (registering DOI) - 17 Jan 2026
Abstract
This study investigates Metal–Organic Vapor Phase Epitaxy (MOVPE)-grown AlGaN/GaN and AlN/GaN heterostructures using high-temperature thermal annealing and Secondary Ion Mass Spectrometry (SIMS). By fitting experimental diffusion coefficients (DAl) to the Arrhenius equation, two crucial kinetic parameters were found: the activation energy (Ea [...] Read more.
This study investigates Metal–Organic Vapor Phase Epitaxy (MOVPE)-grown AlGaN/GaN and AlN/GaN heterostructures using high-temperature thermal annealing and Secondary Ion Mass Spectrometry (SIMS). By fitting experimental diffusion coefficients (DAl) to the Arrhenius equation, two crucial kinetic parameters were found: the activation energy (Ea) and the pre-factor (D0). In the AlGaN/GaN structure, the dominating out-diffusion of Al has a large D0 = 4.03 × 10−5 cm2 s−1 and a low activation energy in the range of [2.1–2.4 eV]. A substitutional diffusion mechanism in the crystal lattice mediated by defects is closely linked to the low Ea. Significantly higher activation energies (Ea) of 3.66 and 4.59 eV, respectively, control both in- and out-diffusion processes in the AlN/GaN structure. The better intrinsic thermal stability of the pure AlN layer, whose stability is attained by a strong energy barrier, is confirmed by the increase of more than 1.2 eV in Ea. Full article
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18 pages, 695 KB  
Review
Detection of Periapical Lesions Using Artificial Intelligence: A Narrative Review
by Alaa Saud Aloufi
Diagnostics 2026, 16(2), 301; https://doi.org/10.3390/diagnostics16020301 (registering DOI) - 17 Jan 2026
Abstract
Periapical lesions (PALs) are a common sequela of pulpal pathology, and accurate radiographic detection is essential for successful endodontic diagnosis and treatment outcome. With recent advancements in Artificial Intelligence (AI), deep learning systems have shown remarkable potential to enhance the diagnostic accuracy of [...] Read more.
Periapical lesions (PALs) are a common sequela of pulpal pathology, and accurate radiographic detection is essential for successful endodontic diagnosis and treatment outcome. With recent advancements in Artificial Intelligence (AI), deep learning systems have shown remarkable potential to enhance the diagnostic accuracy of PALs. This study highlights recent evidence on the use of AI-based systems in detecting PALs across various imaging modalities. These include intraoral periapical radiographs (IOPAs), panoramic radiographs (OPGs), and cone-beam computed tomography (CBCT). A literature search was conducted for peer-reviewed studies published from January 2021 to July 2025 evaluating artificial intelligence for detecting periapical lesions on IOPA, OPGs, or CBCT. PubMed/MEDLINE and Google Scholar were searched using relevant MeSH terms, and reference lists were hand screened. Data were extracted on imaging modality, AI model type, sample size, subgroup characteristics, ground truth, and outcomes, and then qualitatively synthesized by imaging modality and clinically relevant moderators (i.e., lesion size, tooth type and anatomical surroundings, root-filling status and effect on clinician’s performance). Thirty-four studies investigating AI models for detecting periapical lesions on IOPA, OPG, and CBCT images were summarized. Reported diagnostic performance was generally high across radiographic modalities. The study results indicated that AI assistance improved clinicians’ performance and reduced interpretation time. Performance varied by clinical context: it was higher for larger lesions and lower around complex surrounding anatomy, such as posterior maxilla. Heterogeneity in datasets, reference standards, and metrics limited pooling and underscores the need for external validation and standardized reporting. Current evidence supports the use of AI as a valuable diagnostic platform adjunct for detecting periapical lesions. However, well-designed, high-quality randomized clinical trials are required to assess the potential implementation of AI in the routine practice of periapical lesion diagnosis. Full article
(This article belongs to the Section Machine Learning and Artificial Intelligence in Diagnostics)
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17 pages, 15341 KB  
Article
Tuning Optical Absorption and Device Performance in P3HT:PCBM Organic Solar Cells Using Annealed Silver Thin Films
by Alaa Y. Mahmoud
Polymers 2026, 18(2), 254; https://doi.org/10.3390/polym18020254 (registering DOI) - 17 Jan 2026
Abstract
In this study, we investigated the effect of annealing ultrathin silver (Ag) films of varying thicknesses (1–6 nm) on both their optical absorption and the performance of poly(3-hexylthiophene-2,5-diyl) (P3HT) and [6,6]-phenyl-C61-butyric acid methyl ester (PCBM) organic solar cells (OSCs). The Ag [...] Read more.
In this study, we investigated the effect of annealing ultrathin silver (Ag) films of varying thicknesses (1–6 nm) on both their optical absorption and the performance of poly(3-hexylthiophene-2,5-diyl) (P3HT) and [6,6]-phenyl-C61-butyric acid methyl ester (PCBM) organic solar cells (OSCs). The Ag films were deposited on indium tin oxide (ITO) anodes and annealed at 300 °C for 1–2 h to modify the anodic interface. The optical and electrical properties of the resulting devices were systematically characterized and optimized. The results revealed that a 1 nm AgO layer annealed for 2 h significantly enhanced the device performance, yielding a 6% increase in power conversion efficiency compared to the standard configuration. This improvement is attributed to two main factors: (i) a 25% increase in light absorption of the AgO/P3HT:PCBM film due to localized surface plasmon resonance of Ag nanoparticles and (ii) an 11% reduction in series resistance resulting from the favorable alignment of the Ag work function with the ITO anode and the polymer HOMO, which facilitates efficient hole extraction. These findings highlight the potential of ultrathin, annealed Ag/AgO interfacial layers as an effective strategy to enhance light absorption and charge transport in OSCs. Full article
(This article belongs to the Special Issue Advances in Polymeric Organic Optoelectronic Materials and Devices)
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15 pages, 3094 KB  
Article
Schistosomiasis in Saudi Arabia (2002–2024): A National Analysis of Trends, Regional Heterogeneity, and Progress Toward Elimination
by Yasir Alruwaili
Trop. Med. Infect. Dis. 2026, 11(1), 25; https://doi.org/10.3390/tropicalmed11010025 (registering DOI) - 16 Jan 2026
Abstract
Schistosomiasis remains a major neglected tropical disease globally and presents particular challenges for countries transitioning from control to elimination. Saudi Arabia represents a unique epidemiological setting, having shifted from historical endemic transmission to very low reported incidence, yet long-term national analyses remain limited. [...] Read more.
Schistosomiasis remains a major neglected tropical disease globally and presents particular challenges for countries transitioning from control to elimination. Saudi Arabia represents a unique epidemiological setting, having shifted from historical endemic transmission to very low reported incidence, yet long-term national analyses remain limited. A retrospective longitudinal analysis of national schistosomiasis surveillance data from 2002 to 2024 was conducted to evaluate temporal trends, clinical subtypes, regional distribution, and demographic characteristics. Joinpoint regression was used to identify significant changes in temporal trends, and autoregressive integrated moving average (ARIMA) models were applied to forecast national and regional trajectories. National incidence declined markedly from 5.5 per 100,000 in 2002 to 0.12 per 100,000 in 2024, with a notable change around 2010, followed by sustained low-level incidence. Intestinal schistosomiasis accounted for most cases, with increasing concentration among adult non-Saudi males and near-elimination among children. Regionally, cases were confined to a limited number of western and southwestern regions, particularly Ta’if, Al Baha, Jazan, and Madinah. Forecasting analyses indicated continued low-level detection without evidence of national resurgence. These findings demonstrate a transition to an elimination-maintenance phase and highlight the need for sustained surveillance in historically endemic regions and mobile populations. Full article
24 pages, 1025 KB  
Article
Hallucination-Aware Interpretable Sentiment Analysis Model: A Grounded Approach to Reliable Social Media Content Classification
by Abdul Rahaman Wahab Sait and Yazeed Alkhurayyif
Electronics 2026, 15(2), 409; https://doi.org/10.3390/electronics15020409 (registering DOI) - 16 Jan 2026
Abstract
Sentiment analysis (SA) has become an essential tool for analyzing social media content in order to monitor public opinion and support digital analytics. Although transformer-based SA models exhibit remarkable performance, they lack mechanisms to mitigate hallucinated sentiment, which refers to the generation of [...] Read more.
Sentiment analysis (SA) has become an essential tool for analyzing social media content in order to monitor public opinion and support digital analytics. Although transformer-based SA models exhibit remarkable performance, they lack mechanisms to mitigate hallucinated sentiment, which refers to the generation of unsupported or overconfident predictions without explicit linguistic evidence. To address this limitation, this study presents a hallucination-aware SA model by incorporating semantic grounding, interpretability-congruent supervision, and neuro-symbolic reasoning within a unified architecture. The proposed model is based on a fine-tuned Open Pre-trained Transformer (OPT) model, using three fundamental mechanisms: a Sentiment Integrity Filter (SIF), a SHapley Additive exPlanations (SHAP)-guided regularization technique, and a confidence-based lexicon-deep fusion module. The experimental analysis was conducted on two multi-class sentiment datasets that contain Twitter (now X) and Reddit posts. In Dataset 1, the suggested model achieved an average accuracy of 97.6% and a hallucination rate of 2.3%, outperforming the current transformer-based and hybrid sentiment models. With Dataset 2, the framework demonstrated strong external generalization with an accuracy of 95.8%, and a hallucination rate of 3.4%, which is significantly lower than state-of-the-art methods. These findings indicate that it is possible to include hallucination mitigation into transformer optimization without any performance degradation, offering a deployable, interpretable, and linguistically complex social media SA framework, which will enhance the reliability of neural systems of language understanding. Full article
28 pages, 6082 KB  
Article
Parametric Design of an LCL Filter for Harmonic Suppression in a Three-Phase Grid-Connected Fifteen-Level CHB Inverter
by Madiha Sattar, Usman Masud, Abdul Razzaq Farooqi, Faraz Akram and Zeashan Khan
Designs 2026, 10(1), 6; https://doi.org/10.3390/designs10010006 (registering DOI) - 16 Jan 2026
Abstract
With the increasing integration of renewable energy sources into the grid, power quality at the point of common coupling (PCC)—particularly harmonic distortion introduced by power electronic converters—has become a critical concern. This paper presents a rigorous design and evaluation of a three-phase, fifteen-level [...] Read more.
With the increasing integration of renewable energy sources into the grid, power quality at the point of common coupling (PCC)—particularly harmonic distortion introduced by power electronic converters—has become a critical concern. This paper presents a rigorous design and evaluation of a three-phase, fifteen-level cascaded H-bridge multilevel inverter (CHB MLI) with an LCL filter, selected for its superior harmonic attenuation, compact size, and cost-effectiveness compared to conventional passive filters. The proposed system employs Phase-Shifted Pulse Width Modulation (PS PWM) for balanced operation and low output distortion. A systematic, reproducible methodology is used to design the LCL filter, which is then tested across a wide range of switching frequencies (1–5 kHz) and grid impedance ratios (X/R = 2–9) in MATLAB/Simulink R2025a. Comprehensive simulations confirm that the filter effectively reduces both voltage and current total harmonic distortion (THD) to levels well below the 5% limit specified by IEEE 519, with optimal performance (0.53% current THD, 0.69% voltage THD) achieved at 3 kHz and X/R ≈ 5.6. The filter demonstrates robust performance regardless of grid conditions, making it a practical and scalable solution for modern renewable energy integration. These results, further supported by parametric validation and clear design guidelines, provide actionable insights for academic research and industrial deployment. Full article
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