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Search Results (1,027)

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15 pages, 1397 KiB  
Article
Impact of Temperature, pH, Electrolytes, Approach Speed, and Contact Area on the Coalescence Time of Bubbles in Aqueous Solutions with Methyl Isobutyl Carbinol
by Jorge H. Saavedra, Gonzalo R. Quezada, Paola D. Bustos, Joaquim Contreras, Ignacio Salazar, Pedro G. Toledo and Leopoldo Gutiérrez
Polymers 2025, 17(14), 1974; https://doi.org/10.3390/polym17141974 - 18 Jul 2025
Abstract
The prevention of bubble coalescence is essential in various industrial processes, such as mineral flotation, where the stability of air–liquid interfaces significantly affects performance. The combined influence of multiple physicochemical parameters on bubble coalescence remains insufficiently understood, particularly under conditions relevant to flotation. [...] Read more.
The prevention of bubble coalescence is essential in various industrial processes, such as mineral flotation, where the stability of air–liquid interfaces significantly affects performance. The combined influence of multiple physicochemical parameters on bubble coalescence remains insufficiently understood, particularly under conditions relevant to flotation. This study explores the key factors that influence the inhibition of bubble coalescence in aqueous solutions containing methyl isobutyl carbinol (MIBC), providing a systematic comparative analysis to assess the effect of each variable on coalescence inhibition. An experimental method was employed in which two air bubbles were formed from identical capillaries and brought into contact either head-to-head or side-by-side, then held until coalescence occurred. This setup allows for reliable measurements of coalescence time with minimal variability regarding the conditions under which the bubbles interact. The study examined the effects of several factors: temperature, pH, salt concentration and type, bubble approach speed, contact area, and contact configuration. The results reveal that coalescence is delayed at lower temperatures, alkaline pH conditions, high salt concentrations, and larger interfacial contact areas between bubbles. Within the range studied, the influence of approach speed was found to be insignificant. These findings provide valuable insights into the fundamental mechanisms governing bubble coalescence and offer practical guidance for optimizing industrial processes that rely on the controlled stabilization of air–liquid interfaces. By understanding and manipulating the factors that inhibit coalescence, it is possible to design more efficient and sustainable mineral flotation systems, thereby reducing environmental impact and conserving water resources. Full article
(This article belongs to the Special Issue Polymers at Surfaces and Interfaces)
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9 pages, 2589 KiB  
Case Report
Hit and Miss: Trauma Pancreatoduodenectomy in the Setting of Penetrating Vascular Injury
by Jessica Falon, Krishna Kotecha, Wafa Araz Mokari, Anubhav Mittal and Jaswinder Samra
Trauma Care 2025, 5(3), 17; https://doi.org/10.3390/traumacare5030017 - 14 Jul 2025
Viewed by 117
Abstract
This case report describes index pancreatoduodenectomy in a 32-year-old male following a close-range gunshot wound to the abdomen, with consequent 4 cm pancreatic head defect, duodenal and common bile duct perforation, right kidney laceration, and through-and-through inferior vena cava (IVC) injury. Although standard [...] Read more.
This case report describes index pancreatoduodenectomy in a 32-year-old male following a close-range gunshot wound to the abdomen, with consequent 4 cm pancreatic head defect, duodenal and common bile duct perforation, right kidney laceration, and through-and-through inferior vena cava (IVC) injury. Although standard trauma protocols often favor damage control surgery (DCS) with delayed reconstruction in unstable patients, this patient’s hemodynamic stability—attributed to retroperitoneal self-tamponade—enabled a single-stage definitive approach. The rationale for immediate reconstruction was to prevent the risks associated with delayed management, such as ongoing pancreatic and biliary leakage, chemical peritonitis, and subsequent sepsis or hemorrhage. This case highlights that, in select stable patients with severe pancreaticoduodenal trauma, immediate pancreatoduodenectomy may be preferable to DCS, provided care is delivered in a high-volume hepatopancreaticobiliary (HPB) center with appropriate expertise and resources. Full article
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23 pages, 88853 KiB  
Article
RSW-YOLO: A Vehicle Detection Model for Urban UAV Remote Sensing Images
by Hao Wang, Jiapeng Shang, Xinbo Wang, Qingqi Zhang, Xiaoli Wang, Jie Li and Yan Wang
Sensors 2025, 25(14), 4335; https://doi.org/10.3390/s25144335 - 11 Jul 2025
Viewed by 356
Abstract
Vehicle detection in remote sensing images faces significant challenges due to small object sizes, scale variation, and cluttered backgrounds. To address these issues, we propose RSW-YOLO, an enhanced detection model built upon the YOLOv8n framework, designed to improve feature extraction and robustness against [...] Read more.
Vehicle detection in remote sensing images faces significant challenges due to small object sizes, scale variation, and cluttered backgrounds. To address these issues, we propose RSW-YOLO, an enhanced detection model built upon the YOLOv8n framework, designed to improve feature extraction and robustness against environmental noise. A Restormer module is incorporated into the backbone to model long-range dependencies via self-attention, enabling better handling of multi-scale features and complex scenes. A dedicated detection head is introduced for small objects, focusing on critical channels while suppressing irrelevant information. Additionally, the original CIoU loss is replaced with WIoU, which dynamically reweights predicted boxes based on their quality, enhancing localization accuracy and stability. Experimental results on the DJCAR dataset show mAP@0.5 and mAP@0.5:0.95 improvements of 5.4% and 6.2%, respectively, and corresponding gains of 4.3% and 2.6% on the VisDrone dataset. These results demonstrate that RSW-YOLO offers a robust and accurate solution for UAV-based vehicle detection, particularly in urban scenes with dense or small targets. Full article
(This article belongs to the Section Sensors and Robotics)
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17 pages, 607 KiB  
Systematic Review
Incorporating Orthodontics in Maxillofacial Prosthetic Rehabilitation Following Tumor-Ablative Surgery: A Systematic Review
by Nikolaos Gavounelis, Heleni Vastardis and Ioli Ioanna Artopoulou
Prosthesis 2025, 7(4), 81; https://doi.org/10.3390/prosthesis7040081 - 11 Jul 2025
Viewed by 228
Abstract
Background/Objectives: The aim of this systematic review was to identify the role of orthodontics in patients undergoing tumor-ablative surgery, in collaboration with maxillofacial prosthodontic rehabilitation in a multidisciplinary fashion. Methods: This systematic review was conducted in accordance with the Preferred Reporting Items for [...] Read more.
Background/Objectives: The aim of this systematic review was to identify the role of orthodontics in patients undergoing tumor-ablative surgery, in collaboration with maxillofacial prosthodontic rehabilitation in a multidisciplinary fashion. Methods: This systematic review was conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines and was registered in the International Prospective Register of Systematic Reviews (PROSPERO) database (CRD42024582050). The focused question was constructed using the PICO (participant, intervention, comparison, and outcome) approach. A three-stage search was performed in PubMed, Scopus, and Web of Science using Medical Subject Heading (MeSH) terms. To assess the risk of bias, the National Institute of Health (NIH) “Quality Assessment Tool for case series/reports” was used. All data was synthesized qualitatively, according to the Synthesis Without Meta-analysis (SWiM) reporting guideline. Results: The initial search yielded 624 articles, of which 22 met the inclusion criteria after screening and eligibility assessment, with most being single-patient case reports and one case series involving 12 patients. The included studies primarily involved tumors in the mandible (64.5%) and maxilla (32.3%). Orthodontic treatment was initiated at various time points, ranging from one month pre-surgery to 19 years post-surgery, primarily utilizing fixed appliances (77.8%). In some studies, orthodontic appliances were used to enhance the stability of maxillofacial prostheses. The results of this study indicate that orthodontic treatment may facilitate prosthetic rehabilitation by improving conditions prior to prosthetic intervention and increasing the retention of the obturator prosthesis. Conclusions: Orthodontic treatment can enhance maxillofacial prosthetic rehabilitation after tumor-ablative surgery by optimizing jaw growth, improving occlusion, and facilitating prosthetic retention or space creation. Further research is needed to establish treatment guidelines. Orthodontic miniscrews may improve temporary prosthesis retention before final implant placement, when indicated. Full article
(This article belongs to the Section Prosthodontics)
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17 pages, 5309 KiB  
Article
Application of Carbon Nanotube-Based Elastomeric Matrix for Capacitive Sensing in Diabetic Foot Orthotics
by Monisha Elumalai, Andre Childs, Samantha Williams, Gabriel Arguello, Emily Martinez, Alaina Easterling, Dawn San Luis, Swaminathan Rajaraman and Charles M. Didier
Micromachines 2025, 16(7), 804; https://doi.org/10.3390/mi16070804 - 11 Jul 2025
Viewed by 311
Abstract
Diabetic foot ulcers (DFUs) represent a critical global health issue, necessitating the development of advanced smart, flexible, and wearable sensors for continuous monitoring that are reimbursable within foot orthotics. This study presents the design and characterization of a pressure sensor implemented into a [...] Read more.
Diabetic foot ulcers (DFUs) represent a critical global health issue, necessitating the development of advanced smart, flexible, and wearable sensors for continuous monitoring that are reimbursable within foot orthotics. This study presents the design and characterization of a pressure sensor implemented into a shoe insole to monitor diabetic wound pressures, emphasizing the need for a high sensitivity, durability under cyclic mechanical loading, and a rapid response time. This investigation focuses on the electrical and mechanical properties of carbon nanotube (CNT) composites utilizing Ecoflex and polydimethylsiloxane (PDMS). Morphological characterization was conducted using Transmission Electron Microscopy (TEM), Laser Confocal Microscopy, and Scanning Electron Microscopy (SEM). The electrical and mechanical properties of the CNT/Ecoflex- and the CNT/PDMS-based sensor composites were then investigated. CNT/Ecoflex was then further evaluated due to its lower variability performance between cycles at the same pressure, as well as its consistently higher capacitance values across all trials in comparison to CNT/PDMS. The CNT/Ecoflex composite sensor showed a high sensitivity (2.38 to 3.40 kPa−1) over a pressure sensing range of 0 to 68.95 kPa. The sensor’s stability was further assessed under applied pressures simulating human weight. A custom insole prototype, incorporating 12 CNT/Ecoflex elastomeric matrix-based sensors (as an example) distributed across the metatarsal heads, midfoot, and heel regions, was developed and characterized. Capacitance measurements, ranging from 0.25 pF to 60 pF, were obtained across N = 3 feasibility trials, demonstrating the sensor’s response to varying pressure conditions linked to different body weights. These results highlight the potential of this flexible insole prototype for precise and real-time plantar surface monitoring, offering an approachable avenue for a challenging diabetic orthotics application. Full article
(This article belongs to the Special Issue Bioelectronics and Its Limitless Possibilities)
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37 pages, 438 KiB  
Review
Three-Dimensionally Printed Splints in Dentistry: A Comprehensive Review
by Luka Šimunović, Samir Čimić and Senka Meštrović
Dent. J. 2025, 13(7), 312; https://doi.org/10.3390/dj13070312 - 10 Jul 2025
Viewed by 258
Abstract
Three-dimensional (3D) printing has emerged as a transformative technology in dental splint fabrication, offering significant advancements in customization, production speed, material efficiency, and patient comfort. This comprehensive review synthesizes the current literature on the clinical use, benefits, limitations, and future directions of 3D-printed [...] Read more.
Three-dimensional (3D) printing has emerged as a transformative technology in dental splint fabrication, offering significant advancements in customization, production speed, material efficiency, and patient comfort. This comprehensive review synthesizes the current literature on the clinical use, benefits, limitations, and future directions of 3D-printed dental splints across various disciplines, including prosthodontics, orthodontics, oral surgery, and restorative dentistry. Key 3D printing technologies such as stereolithography (SLA), digital light processing (DLP), and material jetting are discussed, along with the properties of contemporary photopolymer resins used in splint fabrication. Evidence indicates that while 3D-printed splints generally meet ISO standards for flexural strength and wear resistance, their mechanical properties are often 15–30% lower than those of heat-cured PMMA in head-to-head tests (flexural strength range 50–100 MPa vs. PMMA 100–130 MPa), and study-to-study variability is high. Some reports even show significantly reduced hardness and fatigue resistance in certain resins, underscoring material-specific heterogeneity. Clinical applications reviewed include occlusal stabilization for bruxism and temporomandibular disorders, surgical wafers for orthognathic procedures, orthodontic retainers, and endodontic guides. While current limitations include material aging, post-processing complexity, and variability in long-term outcomes, ongoing innovations—such as flexible resins, multi-material printing, and AI-driven design—hold promise for broader adoption. The review concludes with evidence-based clinical recommendations and identifies critical research gaps, particularly regarding long-term durability, pediatric applications, and quality control standards. This review supports the growing role of 3D printing as an efficient and versatile tool for delivering high-quality splint therapy in modern dental practice. Full article
(This article belongs to the Special Issue Digital Dentures: 2nd Edition)
12 pages, 3998 KiB  
Review
Bifocal Radial Fracture/Dislocation and Distal Ulnar Fracture—A Rare Case of Proximal Forearm Instability Not Yet Classified and Literature Review
by Michele Dario Gurzì, Giacomo Capece, Guido Bocchino, Alessandro El Motassime, Rocco Maria Comodo, Massimiliano Nannerini, Giulio Maccauro and Raffaele Vitiello
J. Clin. Med. 2025, 14(13), 4694; https://doi.org/10.3390/jcm14134694 - 2 Jul 2025
Viewed by 259
Abstract
Introduction: Monteggia fractures, first described by Giovanni Battista Monteggia, involve a fracture of the proximal ulna with anterior dislocation of the radial head. Bado’s 1967 classification divides these injuries into four types. Rare mixed patterns exist, overlapping with other forearm injuries such as [...] Read more.
Introduction: Monteggia fractures, first described by Giovanni Battista Monteggia, involve a fracture of the proximal ulna with anterior dislocation of the radial head. Bado’s 1967 classification divides these injuries into four types. Rare mixed patterns exist, overlapping with other forearm injuries such as Galeazzi and Essex–Lopresti lesions. These complex fractures/dislocations pose significant diagnostic and therapeutic challenges and are not adequately represented in current classification systems. Methods and Case Presentation: We report the case of a 56-year-old woman with a complex forearm injury sustained from a fall, presenting with radial head fracture/dislocation, mid-shaft radial fracture, distal ulna fracture, and ulnar collateral ligament rupture. Intraoperative imaging confirmed DRUJ stability and partial interosseous membrane disruption. Surgical management included radial head prosthesis implantation, radial shaft fixation with an anatomical locking plate, intramedullary nailing of the distal ulna, and ligament reconstruction. At two-year follow-up, the patient demonstrated full recovery of elbow flexion–extension and satisfactory forearm function. A narrative literature review was also conducted, focusing on hybrid injury variants. Results: Intraoperative examination under anesthesia revealed good elbow stability with 130° flexion, 15° extension lag, and forearm pronation/supination of 70°/60°. An initial Mayo Elbow Performance Score (MEPS) of 65 was recorded, limited by range of motion and stability. Pain during passive mobilization was mild, with a Visual Analogue Scale (VAS) score of 3/10. Postoperative recovery included 15 days of immobilization followed by structured rehabilitation. At two years, the patient regained full elbow flexion–extension but had residual deficits in pronation–supination, attributed to pre-existing conditions. Conclusions: This case illustrates a previously unreported hybrid Monteggia variant, combining features of Monteggia, Galeazzi, and Essex–Lopresti injuries. It highlights the limitations of current classification systems and supports the need for an expanded diagnostic framework. Successful management required a multidisciplinary surgical approach tailored to the injury’s complexity. Further studies are warranted to refine classification and treatment strategies for these rare combined injuries. Full article
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13 pages, 1827 KiB  
Article
Exploring the Impact of Different Fertilization Practices and Regional Climate Variables on Cabbage (Brassica oleracea L. Var. Capitata) Yield
by Ping-Fu Hou and Yao-Tsung Chang
Sustainability 2025, 17(13), 6086; https://doi.org/10.3390/su17136086 - 2 Jul 2025
Viewed by 280
Abstract
Maintaining stable crop yields is crucial for sustainable agriculture. This study investigated the impact of various fertilization regimes, combined with regional climate variables, on the yield stability of cabbage (Brassica oleracea L. var. capitata) in southern Taiwan. Conducted from 2011 to 2023 [...] Read more.
Maintaining stable crop yields is crucial for sustainable agriculture. This study investigated the impact of various fertilization regimes, combined with regional climate variables, on the yield stability of cabbage (Brassica oleracea L. var. capitata) in southern Taiwan. Conducted from 2011 to 2023 on well-maintained soils that were established in 1988, the study examined two crop rotation systems (R1 and R2) and three fertilization treatments: chemical fertilizer, integrated fertilizer, and organic fertilizer. Despite the consistent annual application of fertilizers, the regression analysis revealed a significant decline in cabbage yields across all six treatment combinations, mainly due to reduced weights of single cabbages. To identify contributing factors, the yield data were analyzed alongside weather and soil data, collected over more than a decade. A Pearson correlation analysis showed that increased sunshine duration, solar radiation, and higher relative humidity were significantly negatively correlated with cabbage yields in both the R1 and R2 rotation systems. Additionally, the regression tree analysis indicated that solar radiation exceeding 16.917 MJ m−2 per day was associated with lower yields. A further analysis of the total nitrogen accumulation revealed increasing nitrogen concentrations in the outer leaves of cabbages during this period, potentially contributing to the reduced head yields. These findings highlight that fertilization had a minimal influence on yield, even in well-established soils. Mitigating the effects of weather variables is, therefore, critical to reducing their adverse impact on crop yields. Full article
(This article belongs to the Special Issue Achieving Sustainable Agriculture Practices and Crop Production)
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14 pages, 2172 KiB  
Article
Engineering Properties and Microscopic Mechanisms of Permeable and Flexible Polymer-Improved Sand
by Yang Zeng, Yongli Xie and Jiaxiang Liu
Polymers 2025, 17(13), 1856; https://doi.org/10.3390/polym17131856 - 2 Jul 2025
Viewed by 257
Abstract
Grouting is an effective method for enhancing the stability of poor strata such as sand layers. The performance of the grouting materials directly influences the effect of stratum reinforcement. To meet the urgent demand for efficient grouting materials, this study selected a high-permeability, [...] Read more.
Grouting is an effective method for enhancing the stability of poor strata such as sand layers. The performance of the grouting materials directly influences the effect of stratum reinforcement. To meet the urgent demand for efficient grouting materials, this study selected a high-permeability, flexible polymer (PFP) as the grouting material. The influences of the PFP content, curing time, and dry density on the mechanical and impermeable properties of PFP-improved sand were systematically analyzed via unconfined compressive tests, split tensile tests, and variable head permeability tests. Moreover, the section morphology and pore characteristics of the PFP-improved sand were qualitatively described and quantitatively analyzed by scanning electron microscopy (SEM) and image processing software. The results indicated that the mechanical properties and impermeability of the test sand were significantly improved by adding the PFP, and the improvement effect continued to increase with increasing PFP content, curing time, and dry density. The compressive strength and splitting tensile strength of PFP30 (PFP content of 30%, curing time of 28 d, dry density of 1.5 g/cm3) reached 8.3 MPa and 1.4 MPa, respectively. The permeability coefficient reduced to 5.41 × 10−6 cm/s. The microscopic results revealed that the PFP effectively cemented the isolated sand particles through bridging, filling, and encapsulation as well as substantially filled the internal pores of the test sand. The percentage of the pore area, the total number of pores, and the maximum pore diameter of the test sand were significantly reduced. The pore area percentage, the total number of pores, and the maximum pore diameter of PFP30 were reduced to 0.124, 30, and 213.84 μm, respectively. This study reveals that PFP has potential for application in the grouting construction of poor strata, such as sand layers. Full article
(This article belongs to the Special Issue Polymers Reinforced Civil Engineering Materials and Components)
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24 pages, 5011 KiB  
Article
Evaluating Non-Invasive Computer Vision-Based Quantification of Neonatal Movement as a Marker of Development in Preterm Infants: A Pilot Study
by Janet Pigueiras-del-Real, Lionel C. Gontard, Isabel Benavente-Fernández, Syed Taimoor Hussain, Syed Adil Hussain, Simón P. Lubián-López and Angel Ruiz-Zafra
Healthcare 2025, 13(13), 1577; https://doi.org/10.3390/healthcare13131577 - 1 Jul 2025
Viewed by 199
Abstract
Background: Traditional neonatal assessments rely on anthropometric measures such as weight, body size, and head circumference. However, recent studies suggest that objective movement quantification may serve as a complementary clinical indicator of development in preterm infants. Methods: This study evaluates non-invasive [...] Read more.
Background: Traditional neonatal assessments rely on anthropometric measures such as weight, body size, and head circumference. However, recent studies suggest that objective movement quantification may serve as a complementary clinical indicator of development in preterm infants. Methods: This study evaluates non-invasive computer vision-based quantification of neonatal movement using contactless pose tracking based on computer vision. We analyzed approximately 800,000 postural data points from ten preterm infants to identify reliable algorithms, optimal recording duration, and whether whole-body or regional tracking is sufficient. Results: Our findings show that 30 s video segments are adequate for consistent motion quantification. Optical flow methods produced inconsistent results, while distance-based algorithms—particularly Chebyshev and Minkowski—offered greater stability, with coefficients of variation of 5.46% and 6.40% in whole-body analysis. Additionally, Minkowski and Mahalanobis metrics applied to the lower body yielded results similar to full-body tracking, with minimal differences of 0.89% and 1%. Conclusions: The results demonstrate that neonatal movement can be quantified objectively and without physical contact using computer vision techniques and reliable computational methods. This approach may serve as a complementary clinical indicator of neonatal progression, alongside conventional measures such as weight and size, with applications in continuous monitoring and early clinical decision-making for preterm infants. Full article
(This article belongs to the Section Perinatal and Neonatal Medicine)
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16 pages, 4039 KiB  
Review
Management of Acetabular Fractures with Total Hip Replacement: A Narrative Literature Review
by Domenico Tigani, Luigigiuseppe Lamattina, Andrea Assenza, Giuseppe Melucci, Alex Pizzo and Cesare Donadono
J. Pers. Med. 2025, 15(7), 282; https://doi.org/10.3390/jpm15070282 - 1 Jul 2025
Viewed by 373
Abstract
Open reduction and internal fixation (ORIF) is widely regarded as the primary treatment for acetabular fractures, but limitations arise in complex cases, leading to non-anatomical reductions and increased risk of post-traumatic osteoarthritis. Given the high incidence of secondary arthritis (12–57%) following ORIF, total [...] Read more.
Open reduction and internal fixation (ORIF) is widely regarded as the primary treatment for acetabular fractures, but limitations arise in complex cases, leading to non-anatomical reductions and increased risk of post-traumatic osteoarthritis. Given the high incidence of secondary arthritis (12–57%) following ORIF, total hip arthroplasty (THA) is often necessitated, particularly in scenarios unsuitable for ORIF, such as extensive comminution or combined femoral head and neck fractures. The surgical landscape has shifted from a traditional “fix or replace” to a more integrated “fix and replace” approach, especially beneficial in managing elderly patients with osteoporotic bones. THA is applied across various timelines, including acute (0–3 weeks), delayed (3 weeks to 3 months), and late (beyond 3 months), each presenting distinct challenges and requiring specific strategies to optimize outcomes. The importance of precise bone defect classifications and the role of dual mobility cups in reducing dislocation risks are highlighted, alongside the use of modern surgical and fixation techniques to improve stability and patient outcomes. Enhanced recovery protocols and meticulous postoperative management are critical to addressing complications, such as infections and hardware interference, tailoring treatment approaches to each patient’s needs, and advancing care for complex acetabular fractures. Full article
(This article belongs to the Special Issue Orthopedic Trauma: New Perspectives and Innovative Techniques)
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26 pages, 7645 KiB  
Article
Prediction of Rice Chlorophyll Index (CHI) Using Nighttime Multi-Source Spectral Data
by Cong Liu, Lin Wang, Xuetong Fu, Junzhe Zhang, Ran Wang, Xiaofeng Wang, Nan Chai, Longfeng Guan, Qingshan Chen and Zhongchen Zhang
Agriculture 2025, 15(13), 1425; https://doi.org/10.3390/agriculture15131425 - 1 Jul 2025
Viewed by 384
Abstract
The chlorophyll index (CHI) is a crucial indicator for assessing the photosynthetic capacity and nutritional status of crops. However, traditional methods for measuring CHI, such as chemical extraction and handheld instruments, fall short in meeting the requirements for efficient, non-destructive, and continuous monitoring [...] Read more.
The chlorophyll index (CHI) is a crucial indicator for assessing the photosynthetic capacity and nutritional status of crops. However, traditional methods for measuring CHI, such as chemical extraction and handheld instruments, fall short in meeting the requirements for efficient, non-destructive, and continuous monitoring at the canopy level. This study aimed to explore the feasibility of predicting rice canopy CHI using nighttime multi-source spectral data combined with machine learning models. In this study, ground truth CHI values were obtained using a SPAD-502 chlorophyll meter. Canopy spectral data were acquired under nighttime conditions using a high-throughput phenotyping platform (HTTP) equipped with active light sources in a greenhouse environment. Three types of sensors—multispectral (MS), visible light (RGB), and chlorophyll fluorescence (ChlF)—were employed to collect data across different growth stages of rice, ranging from tillering to maturity. PCA and LASSO regression were applied for dimensionality reduction and feature selection of multi-source spectral variables. Subsequently, CHI prediction models were developed using four machine learning algorithms: support vector regression (SVR), random forest (RF), back-propagation neural network (BPNN), and k-nearest neighbors (KNNs). The predictive performance of individual sensors (MS, RGB, and ChlF) and sensor fusion strategies was evaluated across multiple growth stages. The results demonstrated that sensor fusion models consistently outperformed single-sensor approaches. Notably, during tillering (TI), maturity (MT), and the full growth period (GP), fused models achieved high accuracy (R2 > 0.90, RMSE < 2.0). The fusion strategy also showed substantial advantages over single-sensor models during the jointing–heading (JH) and grain-filling (GF) stages. Among the individual sensor types, MS data achieved relatively high accuracy at certain stages, while models based on RGB and ChlF features exhibited weaker performance and lower prediction stability. Overall, the highest prediction accuracy was achieved during the full growth period (GP) using fused spectral data, with an R2 of 0.96 and an RMSE of 1.99. This study provides a valuable reference for developing CHI prediction models based on nighttime multi-source spectral data. Full article
(This article belongs to the Section Digital Agriculture)
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16 pages, 1782 KiB  
Systematic Review
Relationship Between Shooting Performance and Biomechanical Parameters Associated with Body Stability in Archery: A Systematic Review
by João Santos, Joana Barreto, Tiago Atalaia and Pedro Aleixo
Biomechanics 2025, 5(3), 48; https://doi.org/10.3390/biomechanics5030048 - 1 Jul 2025
Viewed by 240
Abstract
Background/Objectives: Body stability plays a decisive role in archery, particularly during the aiming phase. A systematic review was conducted, in accordance with PRISMA guidelines, to critically examine the existing evidence on the association between body stability parameters and shooting performance. Methods: [...] Read more.
Background/Objectives: Body stability plays a decisive role in archery, particularly during the aiming phase. A systematic review was conducted, in accordance with PRISMA guidelines, to critically examine the existing evidence on the association between body stability parameters and shooting performance. Methods: A comprehensive search of the MEDLINE Complete, CINAHL Complete, SportDiscus, and Cochrane Reviews databases was performed. Studies published until 12 July 2024 were considered. Results: Sixteen articles were selected, and we analyzed the following biomechanical parameters related to body stability: center of pressure displacement, velocity, and ellipse area; bow sway; and sway of markers placed on the head, sternum, and pelvis. The findings consistently showed that reduced center of pressure displacement and velocity, along with smaller center of pressure ellipse area, were associated with superior shooting outcomes. Although studies are scarce, data suggest that lower bow sway is associated with better shooting performance. The scarcity of research on the sway of markers placed in anatomical points does not allow for conclusions about their effectiveness as performance predictors. Despite its relevance, no studies have assessed the center of gravity data. Therefore, further research is needed to address this important point. Conclusions: Although studies have examined several parameters, the literature remains inconclusive regarding which of these parameters best predicts shooting quality. Full article
(This article belongs to the Section Sports Biomechanics)
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16 pages, 33950 KiB  
Article
VDMS: An Improved Vision Transformer-Based Model for PM2.5 Concentration Prediction
by Tong Zhao and Meixia Qu
Appl. Sci. 2025, 15(13), 7346; https://doi.org/10.3390/app15137346 - 30 Jun 2025
Viewed by 212
Abstract
China’s accelerating industrialization has led to worsening air pollution, characterized by recurrent haze episodes. The accurate quantification of PM2.5 distribution is crucial for air quality assessment and public health management. Although traditional prediction models can effectively identify PM2.5 concentration fluctuations with [...] Read more.
China’s accelerating industrialization has led to worsening air pollution, characterized by recurrent haze episodes. The accurate quantification of PM2.5 distribution is crucial for air quality assessment and public health management. Although traditional prediction models can effectively identify PM2.5 concentration fluctuations with moderate accuracy, their dependence relies heavily on extensive ground-based monitoring station data, limiting their applicability in areas with sparse monitoring coverage. To address this limitation, this study proposes a novel algorithm for high-precision PM2.5 concentration prediction, termed VDMS (Vision Transformer with DLSTM Multi-Head Self-Attention and Self-supervision). Based on the traditional Vision Transformer (ViT) architecture, VDMS incorporates a Double-Layered Long Short-Term Memory (DLSTM) network and a Multi-Head Self-Attention mechanism to enhance the model’s capacity to capture temporal sequence features and global dependencies. These enhancements contribute to greater stability and robustness in feature representation, ultimately improving prediction performance. Cross-validation experimental results show that the VDMS model outperforms benchmark models in PM2.5 concentration prediction tasks, achieving a coefficient of determination (R2) of 0.93, a root mean square error (RMSE) of 4.05 μg/m3, and a mean absolute error (MAE) of 3.23 μg/m3. Furthermore, experiments conducted in areas with sparse ground monitoring stations demonstrate that the model maintains high predictive accuracy, further validating its applicability and generalization capability in data-limited scenarios. Moreover, the VDMS model adopts a modular design, offering strong scalability that allows its architecture to be adjusted according to specific requirements. This adaptability renders it suitable for monitoring various atmospheric pollutants, providing essential technical support for precise environmental management and air quality forecasting. Full article
(This article belongs to the Special Issue Air Quality Monitoring, Analysis and Modeling)
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16 pages, 4197 KiB  
Article
Optimization of Reinforcement Schemes for Stabilizing the Working Floor in Coal Mines Based on an Assessment of Its Deformation State
by Denis Akhmatnurov, Nail Zamaliyev, Ravil Mussin, Vladimir Demin, Nikita Ganyukov, Krzysztof Zagórski, Krzysztof Skrzypkowski, Waldemar Korzeniowski and Jerzy Stasica
Materials 2025, 18(13), 3094; https://doi.org/10.3390/ma18133094 - 30 Jun 2025
Viewed by 322
Abstract
In the Karaganda coal basin, deteriorating geomechanical conditions have been observed, including seam disturbances, diminished strength of argillite–aleurolite strata, water ingress, and pronounced floor heave, all of which markedly increase the labor intensity of maintaining developmental headings. The maintenance and operation of these [...] Read more.
In the Karaganda coal basin, deteriorating geomechanical conditions have been observed, including seam disturbances, diminished strength of argillite–aleurolite strata, water ingress, and pronounced floor heave, all of which markedly increase the labor intensity of maintaining developmental headings. The maintenance and operation of these entries for a reference coal yield of 1000 t necessitate 72–75 man-shifts, of which 90–95% are expended on mitigating ground pressure effects and restoring support integrity. Conventional heave control measures—such as relief drifts, slotting, drainage, secondary blasting, and the application of concrete or rock–bolt systems—deliver either transient efficacy or incur prohibitive labor and material expenditures while lacking unified methodologies for predictive forecasting and support parameter design. This study therefore advocates for an integrated framework that synergizes geomechanical characterization, deformation prognosis, and the tailored selection of reinforcement schemes (incorporating both sidewall and floor-anchoring systems with directed preloading), calibrated to seam depth, geometry, and lithological properties. Employing deformation state assessments to optimize reinforcement layouts for floor stabilization in coal mine workings is projected to curtail repair volumes by 30–40% whilst significantly enhancing operational safety, efficiency, and the punctuality of face preparation. Full article
(This article belongs to the Section Materials Physics)
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