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10 pages, 861 KiB  
Article
Can Viewing Modality Affect Frontal Mandibular Bone Height Measurement? A Comparison Between 3D Digital Imaging and Communications in Medicine Viewer and Printed Portable Document Format Cone Beam Computer Tomography Reports
by Michael Solomonov, Yoav Shapinko, Ella Lalum, Joe Ben Itzhak, Sapir Argaman, Matan Schottig, Amit Halpern, Nirit Yavnai and Idan Stiklaru
Dent. J. 2025, 13(1), 22; https://doi.org/10.3390/dj13010022 - 3 Jan 2025
Viewed by 441
Abstract
Objectives: Buccal cortical bone dimensions are crucial in dental radiology, as they impact orthodontic treatment outcomes. Changes in alveolar bone dimensions can result in malocclusion and require interdisciplinary approaches for correction. The accurate quantification of buccal bone dimensions is crucial for appropriate treatment [...] Read more.
Objectives: Buccal cortical bone dimensions are crucial in dental radiology, as they impact orthodontic treatment outcomes. Changes in alveolar bone dimensions can result in malocclusion and require interdisciplinary approaches for correction. The accurate quantification of buccal bone dimensions is crucial for appropriate treatment planning and avoiding medico-legal issues. This study aimed to compare buccal bone height measurements between three-dimensional (3D) digital imaging and communications in medicine (DICOM) data and portable document format (PDF) cone beam computer topography reports for mandibular frontal teeth, testing the hypothesis of no difference in values between the two modalities. Methods: Each of the five observers performed a total of 720 height measurements (360 by DICOM and 360 by PDF), yielding a total of 3600 measurements overall. Results: Compared with the DICOM format, using PDF files was associated with a significantly greater rate of inability to carry out the measurements (8.8% vs. 3%, respectively, p < 0.001, chi-square). The average buccal bone height measured in the DICOM was 11.51 mm, which was significantly greater than the 10.35 mm measured in the PDF (p < 0.001). The mean height measured by the DICOM was consistently greater than that measured by the PDF, with highly significant differences in the findings of four of the examiners (p < 0.001). Conclusions: Viewing modality significantly affected the height of the buccal bone in the frontal mandibular area. Compared with the generated PDF reports, the 3D DICOM viewer performed better than the printed PDF and enabled more measurements in the target area. Full article
(This article belongs to the Special Issue Updates on Endodontics)
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<p>The buccal bone heights in the 3D DICOM and the PDF are similar.</p>
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<p>Compared with that in the PDF, the height of the buccal bone in the 3D DICOM is much greater.</p>
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16 pages, 628 KiB  
Article
Impact of Different Sugar Syrups on the Development of the Fat Body in Worker Bees (Apis mellifera macedonica)
by Svilen B. Lazarov, Petya M. Veleva, Atanas Z. Atanasov, Ivaylo S. Hristakov and Zlatko Puškadija
Agriculture 2025, 15(1), 83; https://doi.org/10.3390/agriculture15010083 - 2 Jan 2025
Viewed by 308
Abstract
Global climate change, intensive agriculture, and anthropogenic pollution adversely affect flowering plants and the vitality of bee colonies. In nutritional stress conditions, bees deplete the food reserves of their fat body to sustain colony life. Beekeepers play a critical role by providing supplemental [...] Read more.
Global climate change, intensive agriculture, and anthropogenic pollution adversely affect flowering plants and the vitality of bee colonies. In nutritional stress conditions, bees deplete the food reserves of their fat body to sustain colony life. Beekeepers play a critical role by providing supplemental nutrient solutions. This study examines the effects of various sugar syrups on the fat body development of worker bees (Apis mellifera macedonica). The colonies were divided into one control group and five experimental groups: one fed with 1:1 sugar/water syrup, one with 2:1 sugar/water syrup, one with inverted syrup (Apiinvert), one with HFCS (high-fructose corn syrup) (Isosweet), and one with 1:1 honey/water syrup. Fat body development was assessed through meticulous dissection, and the degrees of development were documented using a USB digital microscope (Bresser). The results indicate significant seasonal variations in fat body development, with winter depletion and recovery influenced by supplemental feeding. Apiinvert and honey/water syrup promoted higher fat body stages, while Isosweet led to elevated fifth degrees of development but raised concerns about potential toxicity due to the hydroxymethylfurfural (HMF) formation of improperly stored syrups. This study concludes that adequate supplemental feeding with easily digestible sugars is critical for promoting fat body development, enhancing winter survival, and ensuring overall colony health. These findings provide practical guidance for beekeepers to optimize feeding strategies and support resilient bee colonies. Full article
(This article belongs to the Special Issue Recent Advances in Bee Rearing and Production)
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<p>Degrees of development of the fat body.</p>
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16 pages, 436 KiB  
Article
Improved Localization and Recognition of Handwritten Digits on MNIST Dataset with ConvGRU
by Yalin Wen, Wei Ke and Hao Sheng
Appl. Sci. 2025, 15(1), 238; https://doi.org/10.3390/app15010238 - 30 Dec 2024
Viewed by 297
Abstract
Video location prediction for handwritten digits presents unique challenges in computer vision due to the complex spatiotemporal dependencies and the need to maintain digit legibility across predicted frames, while existing deep learning-based video prediction models have shown promise, they often struggle with preserving [...] Read more.
Video location prediction for handwritten digits presents unique challenges in computer vision due to the complex spatiotemporal dependencies and the need to maintain digit legibility across predicted frames, while existing deep learning-based video prediction models have shown promise, they often struggle with preserving local details and typically achieve clear predictions for only a limited number of frames. In this paper, we present a novel video location prediction model based on Convolutional Gated Recurrent Units (ConvGRU) that specifically addresses these challenges in the context of handwritten digit sequences. Our approach introduces three key innovations. Firstly, we introduce a specialized decoupling model using modified Generative Adversarial Networks (GANs) that effectively separates background and foreground information, significantly improving prediction accuracy. Secondly, we introduce an enhanced ConvGRU architecture that replaces traditional linear operations with convolutional operations in the gating mechanism, substantially reducing spatiotemporal information loss. Finally, we introduce an optimized parameter-tuning strategy that ensures continuous feature transmission while maintaining computational efficiency. Extensive experiments on both the MNIST dataset and custom mobile datasets demonstrate the effectiveness of our approach. Our model achieves a structural similarity index of 0.913 between predicted and actual sequences, surpassing current state-of-the-art methods by 1.2%. Furthermore, we demonstrate superior performance in long-term prediction stability, with consistent accuracy maintained across extended sequences. Notably, our model reduces training time by 9.5% compared to existing approaches while maintaining higher prediction accuracy. These results establish new benchmarks for handwritten digit video prediction and provide practical solutions for real-world applications in digital education, document processing, and real-time handwriting recognition systems. Full article
(This article belongs to the Special Issue Advances in Image Recognition and Processing Technologies)
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<p>Enhanced discriminator architecture for spatiotemporal feature learning.</p>
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<p>Structure diagram of ConvGRU.</p>
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<p>Feature decoupling and processing architecture.</p>
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23 pages, 14524 KiB  
Article
Everyday-Carry Equipment Mapping: A Portable and Low-Cost Method for 3D Digital Documentation of Architectural Heritage by Integrated iPhone and Microdrone
by Nan Zhang and Xijian Lan
Buildings 2025, 15(1), 89; https://doi.org/10.3390/buildings15010089 - 30 Dec 2024
Viewed by 354
Abstract
Mapping constitutes a critical component of architectural heritage research, providing the groundwork for both conservation and utilization efforts. Three-dimensional (3D) digital documentation represents a prominent form of mapping in the contemporary era, and its value is widely recognized. However, cost and portability constraints [...] Read more.
Mapping constitutes a critical component of architectural heritage research, providing the groundwork for both conservation and utilization efforts. Three-dimensional (3D) digital documentation represents a prominent form of mapping in the contemporary era, and its value is widely recognized. However, cost and portability constraints often limit its widespread use in routine research and conservation initiatives. This study proposes a cost-effective and portable approach to 3D digital documentation, employing everyday-carry (EDC) equipment, the iPhone 15 Pro and DJI Mini 4 Pro, for data acquisition in architectural heritage. The workflow was subsequently optimized, and the datasets from the iPhone-LiDAR and microdrone were seamlessly integrated, resulting in an integrated 3D digital model of both the indoor and outdoor spaces of the architectural heritage site. The model demonstrated an overall relative error of 4.93%, achieving centimeter-level accuracy, precise spatial alignment between indoor and outdoor sections, clear and smooth texture mapping, high visibility, and suitability for digital display applications. This optimized workflow leverages the strengths of both EDC equipment types while addressing the limitations identified in prior studies. Full article
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<p>Study site condition of ‘Shuangmei Mansion’.</p>
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<p>EDC equipment used in this study.</p>
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<p>‘Wrap-around’ acquisition method for six indoor spaces using iPhone-LiDAR scanning (the blue line in each space is the path of the scan.).</p>
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<p>Camera positions for microdrone data acquisition using the DJI Mini 4 Pro.</p>
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<p>Step-by-step workflow optimization approach.</p>
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<p>Optimized workflow in CloudCompare: (<b>a</b>) point cloud alignment using ‘same points matching’; (<b>b</b>) accurate point cloud registration using the ICP algorithm; (<b>c</b>) handling intersections between the replaced and original point clouds.</p>
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<p>Comparison of real images (<b>left</b>) and corresponding 3D model (<b>right</b>).</p>
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<p>Enlargement of spatial joints of the ground floor (<b>top</b>) and the first floor (<b>bottom</b>).</p>
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<p>Axonometric views of the profile along the y-axis.</p>
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<p>Results of the doming effect in the outdoor environment.</p>
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<p>Results of the doming effect in indoor spaces.</p>
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<p>Comparison of the first floor plan models generated by three methods: (<b>a</b>) 3D model of each space exported using different technologies; (<b>b</b>) 3D model generated using SfM photogrammetry only; (<b>c</b>) 3D model with optimization method applied.</p>
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<p>Comparison of only SfM photogrammetry model (<b>left</b>) and optimized model (<b>right</b>).</p>
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30 pages, 9528 KiB  
Article
Romanian University Website Survey Regarding the Evaluation of Informational and Documentary Resources Provided to Students
by Ștefan Cristian Ciortan, Elena Tîrziman, Maria Micle and Angela Repanovici
Sustainability 2025, 17(1), 181; https://doi.org/10.3390/su17010181 - 29 Dec 2024
Viewed by 485
Abstract
The universities website has become an established tool, serving as an interface between an organization and its audience. For university websites, they act as portals for information and communication with students, facilitating educational and research objectives while promoting the institution’s image. Based on [...] Read more.
The universities website has become an established tool, serving as an interface between an organization and its audience. For university websites, they act as portals for information and communication with students, facilitating educational and research objectives while promoting the institution’s image. Based on this perspective, the authors conducted a strategic monitoring/documentation process, employing both quantitative and qualitative methodologies to analyze the vast textual content from the websites of 101 universities in Romania. Data collection occurred from January 2021 to March 2022. These websites were monitored and analyzed comparatively for quality based on Minerva EU principles, which serve as the analytical standard, utilizing predefined categories: identification, relevance, maintenance, accessibility, user orientation, responsiveness, multilingualism, and interoperability. Additionally, the study assesses whether the websites provide useful information for students’ specific activities, including accessible informational and documentary resources within the university library’s digital environment. The results indicate that state universities (54 in total, both civilian and military) are the most relevant. They continually enhance their websites to serve as a vital access point for specific informational resources, including administrative, educational, documentary, and cultural resources. Full article
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<p>Website analysis grid.</p>
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<p>General analysis of the website.</p>
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<p>Graphic representation of the principle of identification.</p>
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<p>Graphical representation of the principle of relevance.</p>
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<p>Graphic representation of the principle of maintenance.</p>
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<p>Graphic representation of the principle of accessibility.</p>
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<p>Graphic representation of the user orientation principle.</p>
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<p>Graphic representation of multilingualism.</p>
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<p>Graphic representation of the principle of multilingualism.</p>
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<p>Graphic representation of the principle of perennity.</p>
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<p>Graphic representation of information for students.</p>
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<p>Graphic representation of the user orientation principle form different point of view.</p>
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<p>Graphic representation of e-learning platforms (academic year 2019–2022).</p>
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<p>Graphic representation of e-learning platforms.</p>
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<p>Graphic representation of e-learning platforms (academic year 2020–2021).</p>
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<p>Graphic representation of university publishing houses.</p>
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<p>Graphical representations of the publishing house own resources on the websites of the universities.</p>
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<p>Graphic representation of university libraries.</p>
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<p>Graphic representation of OPAC of university libraries.</p>
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<p>Graphic representation of access to bibliographic databases.</p>
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<p>Graphic representation of the university library’s own resources.</p>
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21 pages, 401 KiB  
Article
Pedagogical Documentation as a “Bridge” Between Parents and the Early Childhood Curriculum
by Domna (Mika) Kakana and Alexandra Gkloumpou
Soc. Sci. 2025, 14(1), 7; https://doi.org/10.3390/socsci14010007 - 29 Dec 2024
Viewed by 356
Abstract
Parents’ involvement in early childhood education is of great importance. In Greece, many educators still hesitate to involve parents in their school’s daily program. They also do not use pedagogical documentation in the educational process as it is not included in the official [...] Read more.
Parents’ involvement in early childhood education is of great importance. In Greece, many educators still hesitate to involve parents in their school’s daily program. They also do not use pedagogical documentation in the educational process as it is not included in the official curriculum. Our main goal was to bring parents closer to the early childhood curriculum, in an active and participatory way, through the documentation process. The main research question referred to the way in which the systematic use of pedagogical documentation can help parents understand the kindergarten’s daily curriculum and participate in it in a new way, in a country where pedagogical documentation is not mandatory. We used collaborative action research between ten kindergarten educators from five schools and two researchers from the same university department. The methodological tools were a researchers’ diary, two digital questionnaires for the educators (pre-/post-implementation) and a post-implementation digital questionnaire for the parents. The results showed that the documentation helped the educators to bring the parents closer to the kindergarten’s daily program and made them feel as if they could participate in it creatively. Also, the documentation derived from the children, educators and parents constructed a community of relations, participation, shared values and learning among them. Full article
(This article belongs to the Special Issue Family Involvement in Early Childhood Education)
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<p>The process of the collaborative action research.</p>
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<p>The combination of the parameters of our program.</p>
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22 pages, 5903 KiB  
Article
FPGA-Based Manchester Decoder for IEEE 802.15.7 Visible Light Communications
by Stefano Ricci, Stefano Caputo and Lorenzo Mucchi
Electronics 2025, 14(1), 96; https://doi.org/10.3390/electronics14010096 - 29 Dec 2024
Viewed by 352
Abstract
Visible Light Communication (VLC) is a cutting-edge transmission technique where data is sent by modulating light intensity. Manchester On–Off Keying (OOK) is among the most used modulation techniques in VLC and is normed by IEEE 802.15.7 standard for wireless networks. Various Manchester decoder [...] Read more.
Visible Light Communication (VLC) is a cutting-edge transmission technique where data is sent by modulating light intensity. Manchester On–Off Keying (OOK) is among the most used modulation techniques in VLC and is normed by IEEE 802.15.7 standard for wireless networks. Various Manchester decoder schemes are documented in the literature, often leveraging minimal two-level analog-to-digital converters followed by straightforward digital logic. These methods often compromise performance for simplicity. However, the VLC applications in fields like automotive and/or aerospace require the maximum performance in terms of bit error rate (BER) with respect to Signal-to-Noise Ratio (SNR), together with a real-time low-latency implementation. In this work, we introduce a high-performance Manchester decoder and detail its implementation in a Field Programmable Gate Array (FPGA). The decoder operates by acquiring a fully resolved signal (12-bit resolution) and by calculating the phase of the transmitted bit. Additionally, the proposed decoder achieves and maintains synchronization with the incoming signal, tolerating frequency shifts and jitter up to 1%. The Manchester decoder was tested in a VLC system with automotive-certified headlamps, realizing an IEEE 802.15.7-compliant link at 100 kb/s. The proposed decoder ensures a BER below 10−2 for SNR > −12 dB and, compared to a standard decoder, achieves the same BER when the input signal has an SNR of 10 dB lower. Full article
(This article belongs to the Special Issue System-on-Chip (SoC) and Field-Programmable Gate Array (FPGA) Design)
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<p>The “Sync.” block cuts the signal in slices of <span class="html-italic">N</span> samples; the “Proc.” block processes the slices for detecting the bits, and produces a feedback to Sync. which maintains the correct synchronism with respect to the bit boundaries.</p>
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<p>The receiver tentatively places the borders of the first bit in the position delimited by the red-dashed segments. The phase error with respect to the true bit is calculated and used to correct the border positions (magenta dashed lines) for the 2nd bit.</p>
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<p>Relation between the position of the rising edge with respect to the tentative bit start (phase error <math display="inline"><semantics> <mrow> <msub> <mrow> <mi mathvariant="sans-serif">φ</mi> </mrow> <mrow> <mi>e</mi> </mrow> </msub> </mrow> </semantics></math>) and the phase <math display="inline"><semantics> <mrow> <mi mathvariant="sans-serif">φ</mi> </mrow> </semantics></math> calculated through (7). Blue and magenta curves refer to the bit values of ‘0’ and ‘1’, respectively. A selection of waveforms are reported on top (bit ‘1’) and bottom (bit ‘0’) of the graph in the position of the phase error they represent.</p>
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<p>Top: Comparison between inverse tangent (red-dashed curve) and proposed approximations (blue and magenta curves) in the first octant, where the atan argument x ranges from 0 to 1. Bottom: Error of proposed approximations.</p>
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<p>BER measured when a data packet of 1 Mbit affected by white noise from 0 to −25 dB is received by applying different <math display="inline"><semantics> <mrow> <msub> <mrow> <mi>Z</mi> </mrow> <mrow> <mo>%</mo> </mrow> </msub> </mrow> </semantics></math>.</p>
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<p>BER measured by receiving a data packet of 1 Mbit when frequency error of 1% (<b>a</b>) and noise jitter (<b>b</b>) are present. SNR is reported in <span class="html-italic">x</span>-axis, different curves refer to receptions obtained with different saturation levels <math display="inline"><semantics> <mrow> <msub> <mrow> <mi>Z</mi> </mrow> <mrow> <mo>%</mo> </mrow> </msub> </mrow> </semantics></math>.</p>
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<p>(<b>a</b>) Manchester reference decoder. (<b>b</b>) BER comparison between the proposed (blue continuous curve) and the reference decoder (red-dashed curve).</p>
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<p>“Bird’s eye” view of the decoder architecture implemented in FPGA.</p>
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<p>Acquired data are temporarily stored in the circular buffer. They are written from the 10 MHz side, and read from the 100 MHz domain in blocks of 100 samples that represent the data covering a <math display="inline"><semantics> <mrow> <msub> <mrow> <mi>T</mi> </mrow> <mrow> <mi>b</mi> </mrow> </msub> </mrow> </semantics></math>.</p>
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<p>I/Q demodulator.</p>
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<p>Phase calculation in FPGA.</p>
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<p>Comparison of BERs measured by a receiver working with ideal mathematic (IM, dashed curves) and real mathematic (RM, continuous curves). Tests are performed with SNR from 0 to −25 dB and <math display="inline"><semantics> <mrow> <msub> <mrow> <mi>Z</mi> </mrow> <mrow> <mo>%</mo> </mrow> </msub> </mrow> </semantics></math> of 6%, 10%, and 20%.</p>
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<p>Temporal budget of the processing in the receiver. Every bit must be processed in 1000 clock cycles on average. Small fluctuations are tolerated thanks to the circular buffer in input.</p>
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<p>In the experiments, we employed one VLC systems: one acts like TX (left) and is connected to the automotive lamp, the second like RX (right) and is connected the PDAPC2 photodetector.</p>
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<p>BER measured at different levels of input signal S. Input signal is normalized with respect to receiver dynamics. Red circles report experimental measurements. Received constellations are shown in four selected cases.</p>
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14 pages, 838 KiB  
Article
Cardiovascular Disease Screening in Primary School Children
by Alena Bagkaki, Fragiskos Parthenakis, Gregory Chlouverakis, Emmanouil Galanakis and Ioannis Germanakis
Children 2025, 12(1), 38; https://doi.org/10.3390/children12010038 - 29 Dec 2024
Viewed by 353
Abstract
Background: Screening for cardiovascular disease (CVD) and its associated risk factors in childhood facilitates early detection and timely preventive interventions. However, limited data are available regarding screening tools and their diagnostic yield when applied in unselected pediatric populations. Aims: To evaluate the performance [...] Read more.
Background: Screening for cardiovascular disease (CVD) and its associated risk factors in childhood facilitates early detection and timely preventive interventions. However, limited data are available regarding screening tools and their diagnostic yield when applied in unselected pediatric populations. Aims: To evaluate the performance of a CVD screening program, based on history, 12-lead ECG and phonocardiography, applied in primary school children. Methods: The methods used were prospective study, with voluntary participation of third-grade primary school children in the region of Crete/Greece, over 6 years (2018–2024). Personal and family history were collected by using a standardized questionnaire and physical evaluation (including weight, height, blood pressure measurement), and cardiac auscultation (digital phonocardiography (PCG)) and 12-lead electrocardiogram (ECG) were recorded at local health stations (Phase I). Following expert verification of responses and obtained data, assisted by designated electronic health record with incorporated decision support algorithms (phase II), pediatric cardiology evaluation at the tertiary referral center followed (phase III). Results: A total of 944 children participated (boys 49.6%). A total of 790 (83.7%) had Phase I referral indication, confirmed in 311(32.9%) during Phase II evaluation. Adiposity (10.8%) and hypertension (3.2%) as risk factors for CVD were documented in 10.8% and 3.2% of the total population, respectively. During Phase III evaluations (n = 201), the majority (n = 132, 14% of total) of children were considered as having a further indication for evaluation by other pediatric subspecialties for their reported symptoms. Abnormal CVD findings were present in 69 (7.3%) of the study population, including minor/trivial structural heart disease in 23 (2.4%) and 17 (1.8%), respectively, referred due to abnormal cardiac auscultation, and ECG abnormalities in 29 (3%), of which 6 (0.6%) were considered potentially significant (including 1 case of genetically confirmed channelopathy-LQT syndrome). Conclusions: CVD screening programs in school children can be very helpful for the early detection of CVD risk factors and of their general health as well. Expert cardiac auscultation and 12-lead ECG allow for the detection of structural and arrhythmogenic heard disease, respectively. Further study is needed regarding performance of individual components, accuracy of interpretation (including computer assisted diagnosis) and cost-effectiveness, before large-scale application of CVD screening in unselected pediatric populations. Full article
(This article belongs to the Section Pediatric Cardiology)
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<p>Flow diagram. CVD screening in primary school children. Referral indications and final diagnoses.</p>
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21 pages, 11587 KiB  
Article
Intensification of Natural Disasters in the State of Pará and the Triggering Mechanisms Across the Eastern Amazon
by Everaldo B. de Souza, Douglas B. S. Ferreira, Luciano J. S. Anjos, Alan C. Cunha, João Athaydes Silva, Eliane C. Coutinho, Adriano M. L. Sousa, Paulo J. O. P. Souza, Waleria P. Monteiro Correa, Thaiane S. Silva Dias, Alexandre M. C. do Carmo, Carlos B. B. Gutierrez, Giordani R. C. Sodré, Aline M. M. Lima, Edson J. P. Rocha, Bergson C. Moraes, Luciano P. Pezzi and Tercio Ambrizzi
Atmosphere 2025, 16(1), 7; https://doi.org/10.3390/atmos16010007 - 25 Dec 2024
Viewed by 335
Abstract
Based on statistical analyses applied to official data from the Digital Atlas of Disasters in Brazil over the last 25 years, we evidenced a consistent intensification in the annual occurrence of natural disasters in the state of Pará, located in the eastern Brazilian [...] Read more.
Based on statistical analyses applied to official data from the Digital Atlas of Disasters in Brazil over the last 25 years, we evidenced a consistent intensification in the annual occurrence of natural disasters in the state of Pará, located in the eastern Brazilian Amazon. The quantitative comparison between the averages of the most intense period of disasters (2017 to 2023) and the earlier years (1999 to 2016) revealed a remarkable percentage increase of 473%. Approximately 81% of the state’s municipalities were affected, as indicated by disaster mapping. A clear seasonal pattern was observed, with Hydrological disasters (Inundations, Flash floods, and Heavy rainfall) peaking between February and May, while Climatological disasters (Droughts and Forest fires) were most frequent from August to October. The catastrophic impacts on people and the economy were documented, showing a significant rise in the number of homeless individuals and those directly affected, alongside considerable material damage and economic losses for both the public and private sectors. Furthermore, we conducted a comprehensive composite analysis on the tropical ocean–atmosphere dynamic structure that elucidated the various triggering mechanisms of disasters arising from Inundations, Droughts, and Forest fires (on seasonal scale), and Flash floods and Heavy rainfall (on sub-monthly scale) in Pará. The detailed characterization of disasters on a municipal scale is relevant in terms of the scientific contribution applied to the strategic decision-making, planning, and implementation of public policies aimed at early risk management (rather than post-disaster response), which is critical for safeguarding human well-being and strengthening the resilience of Amazonian communities vulnerable to climate change. Full article
(This article belongs to the Special Issue Climate Change and Extreme Weather Disaster Risks)
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<p>Study area in the state of Pará with the municipalities hit by disasters. Circles show the location of the municipal seats, the main rivers are described on the map, and the elevation (topography) is indicated by shading contours.</p>
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<p>Temporal distribution of total annual number of natural disasters by groups in the municipalities of the state of Pará. The linear trend is indicated by the black dashed line, and the averages covering the two time periods 1999/2016 and 2017/2023 are shown by the gray dashed lines.</p>
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<p>(<b>a</b>) Climatological percentages of disaster groups (external graph) and their respective typologies (internal graphs); (<b>b</b>) ranking by typologies. Base period: 1999 to 2023.</p>
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<p>Ranking of municipalities considering the percentage of all typologies of disaster illustrated by (<b>a</b>) bar graph, and (<b>b</b>) map with the respective geographic locations of municipalities in the state of Pará. The top 15 municipalities are numbered and highlighted on the map. Base period: 1999 to 2023.</p>
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<p>Monthly climatological percentages (relative to the annual total) considering (<b>a</b>) all disasters; and (<b>b</b>) in each typology of disaster. Base period: 1999 to 2023.</p>
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<p>Annual time series of (<b>a</b>) Human damage (number of people): Deaths, Injured, Homeless, and Affected; (<b>b</b>) Economic losses (USD): material damage and public and private losses considering all typologies of disaster in the state of Pará. Dashed lines show the averages in the periods 1999/2016 and 2017/2023 with the arrows indicating the percentage increases.</p>
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<p>(<b>a</b>) Map with the percentage of Inundations by municipalities, (<b>b</b>) total annual number from 1999 to 2023, (<b>c</b>) composites of monthly SPI in the state of Para for February, March, April, and May, (<b>d</b>) composites of seasonal SST anomalies (°C, shaded) and OLR anomalies (W/m<sup>2</sup>, contours, only negative values −5, −10, and −15 are plotted) over Pacific/Americas/Atlantic region for Nov–Dec–Jan and Feb–Mar–Apr–May.</p>
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<p>(<b>a</b>) Map with the percentage of Droughts by municipalities, (<b>b</b>) total annual number from 1999 to 2023, (<b>c</b>) composites of monthly SPI in the state of Para for August, September, October, and November, (<b>d</b>) composites of seasonal SST anomalies (°C, shaded), OLR anomalies (W/m<sup>2</sup>, blue contours, only positive values 5, 10, 15, and 20 are plotted), and SLP (hPa, cyan contours, only values 1018, 1020, and 1022 are plotted) over Pacific/Americas/Atlantic region, and composites of Hadley vertical circulation (vectors) and Omega (shaded) average between 60 W and 30 W for Jun–Jul–Aug and Sep–Oct–Nov. Note that vertical section is rotated 90° to the right, i.e., vertical levels are on x-axis.</p>
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<p>(<b>a</b>) Map with the percentage of Forest fires by municipalities, (<b>b</b>) total annual number from 1999 to 2023, (<b>c</b>) monthly composites of active fires (km, shaded), and (<b>d</b>) SPI (shaded) over the state of Pará, (<b>e</b>) MSLP (hPa, shaded), surface wind (m/s, vectors) with RHUM (%, colors inside vectors) over South America and Atlantic Ocean for August, September, and October, (<b>f</b>) composites of seasonal SST anomalies (°C, shaded), OLR anomalies (W/m<sup>2</sup>, blue contours, only positive values 5, 10, 15, and 20 are plotted), and composites of Hadley vertical circulation (vectors) and Omega (shaded) average between 60 W and 30 W for Aug–Sep–Oct. Note that vertical section is rotated 90° to the right, i.e., vertical levels are on x-axis.</p>
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<p>(<b>a</b>) Map with the percentage of Flash floods, Heavy rainfall and Floods by municipalities, (<b>b</b>) total annual number from 1999 to 2023, (<b>c</b>) daily composites of PREC CHIRPS (mm/day, shaded) in the state of Pará, (<b>d</b>) OLR (W/m<sup>2</sup>, shaded), surface wind (m/s, vectors) with RHUM (%, colors inside vectors) over South America and Atlantic Ocean.</p>
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22 pages, 9016 KiB  
Article
Leveraging Transformer-Based OCR Model with Generative Data Augmentation for Engineering Document Recognition
by Wael Khallouli, Mohammad Shahab Uddin, Andres Sousa-Poza, Jiang Li and Samuel Kovacic
Electronics 2025, 14(1), 5; https://doi.org/10.3390/electronics14010005 - 24 Dec 2024
Viewed by 345
Abstract
The long-standing practice of document-based engineering has resulted in the accumulation of a large number of engineering documents across various industries. Engineering documents, such as 2D drawings, continue to play a significant role in exchanging information and sharing knowledge across multiple engineering processes. [...] Read more.
The long-standing practice of document-based engineering has resulted in the accumulation of a large number of engineering documents across various industries. Engineering documents, such as 2D drawings, continue to play a significant role in exchanging information and sharing knowledge across multiple engineering processes. However, these documents are often stored in non-digitized formats, such as paper and portable document format (PDF) files, making automation difficult. As digital engineering transforms processes in many industries, digitizing engineering documents presents a crucial challenge that requires advanced methods. This research addresses the problem of automatically extracting textual content from non-digitized legacy engineering documents. We introduced an optical character recognition (OCR) system for text detection and recognition that leverages transformer-based generative deep learning models and transfer learning approaches to enhance text recognition accuracy in engineering documents. The proposed system was evaluated on a dataset collected from ships’ engineering drawings provided by a U.S. agency. Experimental results demonstrated that the proposed transformer-based OCR model significantly outperformed pretrained off-the-shelf OCR models. Full article
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<p>An example of a high-quality MSC document with an easy-to-recognize font.</p>
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<p>An example of an MSC document with a more challenging font to recognize.</p>
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<p>An example of an MSC document with multiple fonts.</p>
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<p>Framework of the proposed OCR pipeline. The MSC document first goes through a preprocessing step to enhance its quality. Subsequently, text detection and text recognition are performed on the enhanced document.</p>
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<p>ScrabbleGAN architecture [<a href="#B45-electronics-14-00005" class="html-bibr">45</a>]: The generator creates a text image of ‘DWG’ using trained character generators. The discriminator (<span class="html-italic">D</span>) checks if the image looks realistic and if the font is transferred accurately. The text recognition network (<span class="html-italic">R</span>) ensures readability.</p>
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<p>Convolutional recurrent neural network for text recognition: it consists of convolutional layers for visual feature extraction from input images, recurrent layers for sequence modeling and character classification, and a transcription layer for converting the output of the sequence model into the final label sequence.</p>
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<p>TrOCR architecture [<a href="#B18-electronics-14-00005" class="html-bibr">18</a>]. The input image is divided into a sequence of patches, with each being projected into a <span class="html-italic">D</span>-dimensional vector by BERT. The RoBERTa model then recognizes the input text.</p>
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<p>An example of an aircraft engineering drawing provided by AirCorps.</p>
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<p>Examples of annotated word images from MSC documents.</p>
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<p>Examples of annotated word images from AirCorps documents.</p>
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<p>Synthetic samples generated by ScrabbleGAN [<a href="#B45-electronics-14-00005" class="html-bibr">45</a>].</p>
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<p>Results by OCR models on a selected challenging document. (<b>a</b>) Pre-trained KerasOCR: 19 ✓ vs. 9 ×. (<b>b</b>) Pre-trained TrOCR (large): 22 ✓ vs. 6 ×. (<b>c</b>) Fine-tuned KerasOCR with MSC: 3 ✓ vs. 25 ×. (<b>d</b>) Fine-tuned KerasOCR with Aug: 10 ✓ vs. 18 ×. (<b>e</b>) Fine-tuned TrOCR (small) with MSC: 19 ✓ vs. 9 ×. (<b>f</b>) Fine-tuned TrOCR (large) with MSC: 24 ✓ vs. 4 ×.</p>
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<p>Results by OCR models on a selected high-quality MSC document. (<b>a</b>) Pre-trained KerasOCR: 14 ✓ vs. 3 ×. (<b>b</b>) Pre-trained TrOCR (large): 16 ✓ vs. 1 ×. (<b>c</b>) Fine-tuned KerasOCR with MSC: 16 ✓ vs. 1 ×. (<b>d</b>) Fine-tuned KerasOCR with Aug: 16 ✓ vs. 1 ×. (<b>e</b>) Fine-tuned TrOCR (small) with MSC: 16 ✓ vs. 1 ×. (<b>f</b>) Fine-tuned TrOCR (large) with MSC: 16 ✓ vs. 1 ×.</p>
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<p>Results by OCR models on a selected challenging document featuring an irregular and hard-to-recognize font. (<b>a</b>) Pre-trained KerasOCR: 11 ✓ vs. 11 ×. (<b>b</b>) Pre-trained TrOCR (large): 17 ✓ vs. 5 ×. (<b>c</b>) Fine-tuned KerasOCR with MSC: 4 ✓ vs. 18 ×. (<b>d</b>) Fine-tuned KerasOCR with Aug: 3 ✓ vs. 19 ×. (<b>e</b>) Fine-tuned TrOCR (small) with MSC: 16 ✓ vs. 6 ×. (<b>f</b>) Fine-tuned TrOCR (large) with MSC: 17 ✓ vs. 5 ×.</p>
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16 pages, 5896 KiB  
Article
Anatomical Facial Characteristics of Teeth and Tooth Analysis
by Sybrand Gerhard de Bruin, Sundika Ishwarkumar-Govender and Pamela Pillay
Dent. J. 2025, 13(1), 2; https://doi.org/10.3390/dj13010002 - 24 Dec 2024
Viewed by 300
Abstract
Background: This study aimed to document the angulation, inclination, and facial anatomical characteristics of teeth in a select South African population to determine if there are any population norms. Digital intra-oral scans were used, to analyze the morphology of teeth and measure the [...] Read more.
Background: This study aimed to document the angulation, inclination, and facial anatomical characteristics of teeth in a select South African population to determine if there are any population norms. Digital intra-oral scans were used, to analyze the morphology of teeth and measure the facial clinical crown. Methods: A quantitative observational research design with 60 3D intra-oral scans of a select South African population group was used. Morphometric analysis of 3D intra-oral scans was performed for a select South African population group, measuring the clinical crown height, width, angulation, and inclination of each tooth. Results: Significant differences in crown widths between male and female subjects were observed for several teeth in the maxillary and mandibular arches: males exhibited larger mean widths and larger crown dimensions than females. The South African Black group showed more sexual dimorphism compared to the South African Indian group. Clinical crown length and tooth angulation differed significantly between South African Indian and South African Black populations, while crown width and inclination remained consistent across these population groups and crown inclination between sex groups. Conclusions: Certain teeth exhibited notable variations between South African Indian and South African Black population groups; specifically, crown length and angulation had significant differences, whereas crown inclination and width remained consistent across these population groups. Full article
(This article belongs to the Special Issue Women's Research in Dentistry)
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<p>The mesiodistal line (clinical crown width), passing through the FA point on the FACC.</p>
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<p>Occlusal view of the 3 points selected to form the occlusal plane.</p>
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<p>Anterior view showing the construction of the angulation plane perpendicular to the occlusal plane.</p>
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<p>Anterior view of the three points selected to form the inclination plane.</p>
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<p>Lateral view showing the construction of the inclination plane perpendicular to the occlusal plane.</p>
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<p>A statistical comparison analysis of clinical crown length between Indian female and Indian male subjects.</p>
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<p>A statistical comparison analysis of the mean clinical crown length between Indian female and Indian male subjects.</p>
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<p>A statistical comparison analysis of clinical crown length between African female and African male subjects.</p>
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<p>A statistical comparison analysis of the mean clinical crown length between African female and African male subjects.</p>
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<p>A statistical comparison analysis of clinical crown width between African female and African male subjects.</p>
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<p>A statistical comparison analysis of the mean maxillary clinical crown width between African female and African male subjects.</p>
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<p>A statistical comparison analysis of the mean mandibular clinical crown width between African female and African male subjects.</p>
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<p>A statistical comparison analysis of clinical crown length between African male and Indian male subjects.</p>
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<p>A statistical comparison analysis of the mean clinical crown length between African male and Indian male subjects.</p>
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<p>A statistical comparison analysis of clinical crown angulation between African female and Indian female subjects.</p>
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<p>A statistical comparison analysis of the mean clinical crown angulation between African female and Indian female subjects.</p>
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<p>A statistical comparison analysis of maxillary clinical crown length between African and Indian samples.</p>
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<p>A statistical comparison analysis of the mean maxillary clinical crown length between African and Indian samples.</p>
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21 pages, 51554 KiB  
Article
Airborne LiDAR Applications at the Medieval Site of Castel Fenuculus in the Lower Valley of the Calore River (Benevento, Southern Italy)
by Antonio Corbo
Land 2024, 13(12), 2255; https://doi.org/10.3390/land13122255 - 23 Dec 2024
Viewed by 267
Abstract
This paper explores the application of Airborne Laser Scanning (ALS) technology in the investigation of the medieval Norman site of Castel Fenuculus, in the lower Calore Valley, Southern Italy. This research aims to assess the actual potential of the ALS dataset provided by [...] Read more.
This paper explores the application of Airborne Laser Scanning (ALS) technology in the investigation of the medieval Norman site of Castel Fenuculus, in the lower Calore Valley, Southern Italy. This research aims to assess the actual potential of the ALS dataset provided by the Italian Ministry of the Environment (MATTM) for the detection and visibility of archaeological features in a difficult environment characterised by dense vegetation and morphologically complex terrain. The study focuses on improving the detection and interpretation of archaeological features through a systematic approach that includes the acquisition of ALS point clouds, the implementation of classification algorithms, and the removal of vegetation layers to reveal the underlying terrain and ruined structures. Furthermore, the aim was to test different classification and filtering techniques to identify the best one to use in complex contexts, with the intention of providing a comprehensive and replicable methodological framework. Finally, the Digital Elevation Model (DTM), and various LiDAR-derived models (LDMs), were generated to visualise and highlight topographical features potentially related to archaeological remains. The results obtained demonstrate the significant potential of LiDAR in identifying and documenting archaeological features in densely vegetated and wooded landscapes. Full article
(This article belongs to the Section Landscape Archaeology)
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<p>(<b>A</b>) Topographic overview of the study area; (<b>B</b>) orthophoto with the investigated area delimited in red.</p>
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<p>Flowchart of the methodological approach.</p>
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<p>(<b>A</b>) Ground points classified with lasground “Wilderness”; (<b>B</b>) ground points classified with lasground “Forest or Hills”; (<b>C</b>) ground points classified with lasground “Archaeology”; (<b>D</b>) ground points classified with lasground_new “Custom” conservative method; (<b>E</b>) ground points classified with lasground_new “Custom” aggressive method; (<b>F</b>) merging of ground points classified with lasground_new “Custom” conservative and aggressive methods; (<b>G</b>) ground points classified with Classify LAS Ground “Strandard”; (<b>H</b>) ground points classified with Classify LAS Ground “Aggressive”.</p>
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<p>(<b>A</b>) DTM interpolate with LAStools; (<b>B</b>) Hillshade; (<b>C</b>) Slope Analysis; (<b>D</b>) Oppenness Positive.</p>
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<p>(<b>A</b>) Anisotropic Sky View Factor; (<b>B</b>) Sky View Factor; (<b>C</b>) Visualisation for Archaeological Topography (Hillshade); (<b>D</b>) Visualisation for Archaeological Topography (Multi-Hillshade).</p>
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<p>(<b>A</b>) Visualisation for Archaeological Topography (VAT) with solid lines in red are certain walls, and dashed lines are hypothesised archaeological structures; (<b>B</b>) topographical map of the site, derived from DTM, with numerical indications of the plots where field inspections were carried out and mapping of the archaeological elements based on the indications obtained from all the derived models created (nos. 1–3 = <a href="#land-13-02255-f007" class="html-fig">Figure 7</a>; nos. 4–8 = <a href="#land-13-02255-f008" class="html-fig">Figure 8</a>; nos. 9–12 = <a href="#land-13-02255-f009" class="html-fig">Figure 9</a>; nos. 15, 17 = <a href="#land-13-02255-f010" class="html-fig">Figure 10</a>).</p>
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<p>Donjon (<b>A</b>) pictured from the south; (<b>B</b>) pictured from the north; (<b>C</b>) pictured from the west.</p>
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<p>(<b>A</b>) Cistern; (<b>B</b>) tower masonry pictured from the west; (<b>C</b>) tower masonry pictured from the south; (<b>D</b>) tower masonry pictured from the north; (<b>E</b>) southern wall remains.</p>
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<p>(<b>A</b>) Southern wall remains; (<b>B</b>–<b>D</b>) northwest wall remains.</p>
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<p>(<b>A</b>–<b>C</b>) Donjon, with detailed photos about construction techniques; (<b>D</b>–<b>F</b>) partially preserved remains of collapsed structures found on the northwestern slopes of the hill.</p>
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18 pages, 1205 KiB  
Systematic Review
Dimensional Accuracy of Intraoral Scanners in Recording Digital Impressions of Post and Core Preparations: A Systematic Review
by Saeed M. Alqahtani, Mohammed Salman Almalki, Mai Almarzouki, Saad Saleh AlResayes, Nisreen Nabiel Hassan, Arwa Jaber I. Mohana, Majed S. Altoman and Mohammed E. Sayed
Diagnostics 2024, 14(24), 2890; https://doi.org/10.3390/diagnostics14242890 - 23 Dec 2024
Viewed by 289
Abstract
Background: This study aims to perform a review by selecting, analyzing, and evaluating articles that discuss the accuracy of intraoral scanners (IOSs) in recording post space compared to conventional impression-making techniques. Methods: The review question framed using the PITR framework (participant, index test, [...] Read more.
Background: This study aims to perform a review by selecting, analyzing, and evaluating articles that discuss the accuracy of intraoral scanners (IOSs) in recording post space compared to conventional impression-making techniques. Methods: The review question framed using the PITR framework (participant, index test, targeted condition, and reference standard) is as follows: What is the dimensional accuracy (T) of impressions made using intraoral scanners (I) for post space (P) compared to impressions made using conventional techniques and digitalized using extraoral scanners (R)? Four electronic databases were searched using pre-set keywords. The guidelines and strategies recommended by PRISMA formed the basis for planning, executing, and documenting this systematic review. QUADAS-2 was used to critically analyze the quality of all the selected articles. Results: After excluding ineligible articles, the end synthesis has nine studies (n = 9) for qualitative analysis. All nine evaluated studies were found to be at risk of bias, with high or unclear risk in one or more domains. Three out of nine evaluated studies had unclear concerns regarding the applicability, and the remaining six had low concerns. In all the included studies, the IOSs were reported to have deviations in accuracy compared to the conventional techniques for making digital impressions of post space. Conclusions: The accuracy of IOSs was found to be inversely proportional to the length of post space and directly proportional to the diameter of post space. IOSs, when used adequately in short post spaces, can be an alternative to conventional impression-making for making custom posts and cores. Full article
(This article belongs to the Special Issue New Possibilities for Digital Diagnosis and Planning in Dentistry)
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<p>Article selection strategy based on PRISMA guidelines.</p>
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<p>Graphical presentation of QUADAS-2 results.</p>
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<p>Research trends on IOS use in post and core impressions.</p>
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25 pages, 36221 KiB  
Article
3D Representation of Rituals in HBIM: The Central Pillar and Fire Pit Space in the Tibetan-Yi Corridor
by Xiang Li, Lorenzo Teppati Losè and Fulvio Rinaudo
Heritage 2024, 7(12), 7273-7297; https://doi.org/10.3390/heritage7120336 - 19 Dec 2024
Viewed by 468
Abstract
In architectural heritage research, rituals and human activities are often overlooked but are crucial for maintaining authenticity and reflecting various cultural values. In the Tibetan-Yi Corridor, one of China’s most renowned heritage routes, rituals and behaviours around the central pillar or fire pit [...] Read more.
In architectural heritage research, rituals and human activities are often overlooked but are crucial for maintaining authenticity and reflecting various cultural values. In the Tibetan-Yi Corridor, one of China’s most renowned heritage routes, rituals and behaviours around the central pillar or fire pit reflect the shared culture and history of Di-Qiang ethnic groups, serving as critical indicators in studying their origins. A scientific method linking physical spaces with intangible cultural information is essential to preserve these rituals or activities and understand their interactions with architectural spaces. This study introduces a method utilising HBIM technology to document and analyse the 3D structures of Di-Qiang ethnic architecture and the rituals. It deconstructs rituals into bodily movements represented within the BIM space to simulate the behaviours of various roles. This method visualises ritual types and critical information by encoding different rituals and movements through geometric shapes, sizes, and colours, effectively linking architectural spaces with intangible cultural elements. The study’s two main contributions are (i) the HBIM archival method for Di-Qiang ethnic architecture, standardising geometric modelling and semantic information recording to digitise Di-Qiang architectural heritage, and forming a foundational 3D model library and semantic database; and (ii) the 3D representation method for ritual movements, which offers a way to manage intangible cultural information and spatially assess cultural behaviours, and evaluates the authenticity and quality of architectural heritage by analysing bodily rituals in space. This approach introduces a novel method for documenting and researching intangible heritage in cultural studies. Additionally, the digital technology-based research method offers a convenient platform for integrating and connecting digital heritage with digital humanities in the future. Full article
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<p>Culture and architecture of different ethnic groups in the Tibetan-Yi Corridor.</p>
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<p>Different forms of central pillars (images from Qin FQ [<a href="#B13-heritage-07-00336" class="html-bibr">13</a>]). (<b>A</b>) Malcon Djokovic official residence; (<b>B</b>) Mosuo (female pillar); (<b>C</b>) Mosuo (male pillar); and (<b>D</b>) Tibetan central pillar of the lama pagoda.</p>
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<p>Different forms of fire pits among the Di-Qiang ethnic group. (<b>A</b>) Table type; (<b>B</b>) bowl style; (<b>C</b>) bed style; (<b>D</b>) pit type; (<b>E</b>) ground type; and (<b>F</b>) Guozhuang stone type. (<b>A</b>,<b>D</b>,<b>E</b>) are from Qin Fuqiang [<a href="#B13-heritage-07-00336" class="html-bibr">13</a>]; (<b>B</b>,<b>C</b>) are from “Yunnan Dwellings” [<a href="#B14-heritage-07-00336" class="html-bibr">14</a>].</p>
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<p>Different types of Guozhuang stones. (The tripod’s (or stones’) placement follows strict rules).</p>
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<p>The orientation is reflected in the seating etiquette around the fire pit. (<b>A</b>) Yi nationality; (<b>B</b>) Qiang nationality; and (<b>C</b>) Tibetan nationality.</p>
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<p>Different construction phases in Di-Qiang. (Redrawn based on Ms. Fu Jiaqi’s original survey).</p>
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<p>Different bodily behaviour in Di-Qiang. (<b>A</b>) Approaching: Tibetan blessing ceremony. (<b>B</b>) Placement: Nu people lay the corn for a good harvest. (<b>C</b>) Circumambulation: Tibetan dance. (<b>D</b>) Stillness: the song of the Nu people around the centre pillar. (<b>E</b>) Stillness: Mosuo coming-of-age ceremony (female). (<b>F</b>) Stillness: Mosuo coming-of-age ceremony (male). (<b>G</b>) Circumambulation: Tibetan wedding circling. (<b>H</b>) Circumambulation: Tibetan dance Yangzhuo.</p>
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<p>The complete workflow of HBIM modelling of the Di-Qiang ethnic minority.</p>
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<p>3D modelling of the dwellings of different Di-Qiang ethnic minorities. (<b>A</b>) Mosuo; (<b>B</b>) Nu; (<b>C</b>) Pumi; and (<b>D</b>) Lisu.</p>
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<p>Parametric design of different architectural structures. (<b>A</b>,<b>B</b>) Mosuo ethnic group: the parametric family structure of lift-beam-style houses. (<b>C</b>,<b>D</b>) Nu ethnic group: the adaptive family of log-cabin construction.</p>
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<p>Fire pits management through Revit and Database.</p>
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<p>Rooms and spaces management.</p>
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<p>Visualisation and comparison of the construction process of different ethnic minorities (the left is the Nu nationality architectural sample, and the right is the Mosuo nationality architectural sample).</p>
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<p>3D symbolic representation of body movements.</p>
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<p>Modelling behaviours related to central pillars and fire pits in the ‘coming-of-age ceremony’ of Mosuo ethnic sample architecture. (<b>A</b>) Phase 1; (<b>B</b>) Phase 2; and (<b>C</b>) Phase 3.</p>
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<p>The expression of rituals around the central pillar–fire pit in different Di-Qiang ethnic groups. (<b>A</b>) Pumi seating etiquette; (<b>B</b>) Nu’s placement for harvest; (<b>C</b>) Tibetan wedding—stillness; and (<b>D</b>) Mosuo’s coming-of-age ceremony.</p>
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<p>In this study, two methods are used to establish a link between Revit object parameters and data template spreadsheets. The upper approach utilises the Dynamo tool for dynamic parameter transfer, while the lower approach involves using a Revit plugin and integrating it with predefined formulas in WPS Office for parameter auto-population.</p>
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<p>Dynamo script of visual analysis.</p>
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<p>View analysis of different actors in the same ritual. (Mosuo coming-of-age ceremony).</p>
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18 pages, 2142 KiB  
Review
The Evolution of Construction 5.0: Challenges and Opportunities for the Construction Industry
by Uttam Kumar Pal, Chengyi Zhang, Theo C. Haupt, Huimin Li and Limin Su
Buildings 2024, 14(12), 4010; https://doi.org/10.3390/buildings14124010 - 18 Dec 2024
Viewed by 1053
Abstract
Progress and development in the overall industrial sector have been revolutionized by the advent of advanced digital tools and technologies, transitioning towards Industry 5.0 (I5.0), and the term Construction 5.0 (C5.0) is derived from the emergence of I5.0 in Europe. Given its currency, [...] Read more.
Progress and development in the overall industrial sector have been revolutionized by the advent of advanced digital tools and technologies, transitioning towards Industry 5.0 (I5.0), and the term Construction 5.0 (C5.0) is derived from the emergence of I5.0 in Europe. Given its currency, C5.0 remains a nascent and under-explored research area. This review article presents a bibliometric analysis of studies on C5.0, identifying and analyzing challenges and opportunities in its adoption and exploring the strategies to overcome such challenges and ways to maximize productivity from potential opportunities. Fifty-seven relevant documents were studied to accomplish the aim of this study, which were identified from the Scopus database, evaluated, and included based on the PRISMA framework. The findings showed a relatively small but growing body of literature on C5.0 research, which is disseminated globally and grouped into four specific objective categories. This pattern suggests a growing recognition of C5.0’s potential in the construction field, reflecting its expanding influence in the scientific community. Furthermore, the study examined seven critical challenges, including insufficient technological maturity, the absence of standardization, privacy concerns, ethical considerations, and more. It also explores four potential opportunities associated with the adoption of the C5.0 vision, emphasizing its alignment with societal objectives, sustainability initiatives, personalization, and profitability. Full article
(This article belongs to the Section Construction Management, and Computers & Digitization)
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<p>Number of publications in I4.0, C4.0, I5.0, and C5.0 (As of May 2024, Scopus).</p>
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<p>PRISMA flow diagram [<a href="#B50-buildings-14-04010" class="html-bibr">50</a>].</p>
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<p>Annual scientific production of studies, Biblioshiny.</p>
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<p>Collaboration network of researchers in C5.0 (Created using Pajek).</p>
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<p>Network visualization of country collaboration and publication output, (Created in Biblioshiny).</p>
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<p>Visual representation of the co-occurrence analysis.</p>
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