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27 pages, 5307 KiB  
Article
A Case Study on the Integration of Powerline Communications and Visible Light Communications from a Power Electronics Perspective
by Felipe Loose, Juan Ramón Garcia-Meré, Adrion Andrei Rosanelli, Carlos Henrique Barriquello, José Antonio Fernandez Alvárez, Juan Rodríguez and Diego González Lamar
Sensors 2024, 24(20), 6627; https://doi.org/10.3390/s24206627 (registering DOI) - 14 Oct 2024
Abstract
This paper presents a dual-purpose LED driver system that functions as both a lighting source and a Visible Light Communication (VLC) transmitter integrated with a Powerline Communication (PLC) network under the PRIME G3 standard. The system decodes PLC messages from the powerline grid [...] Read more.
This paper presents a dual-purpose LED driver system that functions as both a lighting source and a Visible Light Communication (VLC) transmitter integrated with a Powerline Communication (PLC) network under the PRIME G3 standard. The system decodes PLC messages from the powerline grid and transmits the information via LED light to an optical receiver under a binary phase shift keying (BPSK) modulation. The load design targets a light flux of 800 lumens, suitable for LED light bulb applications up to 10 watts, ensuring practicality and energy efficiency. The Universal Asynchronous Receiver-Transmitter (UART) module enables communication between the PLC and VLC systems, allowing for an LED driver with dynamic control and real-time operation. Key signal processing stages are commented and developed, including a hybrid buck converter with modulation capabilities and a nonlinear optical receiver to regenerate the BPSK reference signal for VLC. Results show a successful prototype working under a laboratory environment. Experimental validation shows successful transmission of bit streams from the PLC grid to the VLC setup. A design guideline is presented in order to dictate the design of the electronic devices involved in the experiment. Finally, this research highlights the feasibility of integrating PLC and VLC technologies, offering an efficient and cost-effective solution for data transmission over existing infrastructure. Full article
(This article belongs to the Special Issue Challenges and Future Trends in Optical Communications)
10 pages, 554 KiB  
Article
Media Usage and Adherence to the Mediterranean Diet in Children
by Alessandra Buja, Andrea Miatton, Anna Zanovello, Filippo Brocadello, Tatjana Baldovin, Marian Nur Muhiddin and Ilaria Spreghini
Nutrients 2024, 16(20), 3481; https://doi.org/10.3390/nu16203481 - 14 Oct 2024
Abstract
Background: Increased screen time in children is significantly associated with lower adherence to the Mediterranean diet (MD). The purpose of this study was to explore the association between different types of media use and the adherence to the MD in children. Methods: The [...] Read more.
Background: Increased screen time in children is significantly associated with lower adherence to the Mediterranean diet (MD). The purpose of this study was to explore the association between different types of media use and the adherence to the MD in children. Methods: The study sample included 332 children aged 10–11 years attending the fifth year of primary school in Veneto, north-east Italy. The children’s mothers were surveyed on their children’s adherence to the MD, using the KidMed questionnaire, and on the time of media use, using the Media Activity Form-Parent (MAF-P). A multivariable backward stepwise linear regression was applied, adjusting the association for other potential confounding factors. Results: Children’s primary digital activities were watching TV or streaming platforms (5.0 h/week) and video content (2.5 h/week), followed by digital games (2.3 h/week). Lower adherence to the Mediterranean diet was associated with digital games (regression coefficient −0.65, SE 0.29, p = 0.026) and time spent watching TV or streaming platforms (regression coefficient −0.60, SE 0.29, p = 0.04). Conclusion: Interventions to promote healthier diets justify an approach that includes media education. Providing parents with recommendations on children's use of digital media devices can empower them to improve their children's well-being. Full article
(This article belongs to the Section Pediatric Nutrition)
27 pages, 7003 KiB  
Article
Resonant Forcing by Solar Declination of Rossby Waves at the Tropopause and Implications in Extreme Precipitation Events and Heat Waves—Part 2: Case Studies, Projections in the Context of Climate Change
by Jean-Louis Pinault
Atmosphere 2024, 15(10), 1226; https://doi.org/10.3390/atmos15101226 - 14 Oct 2024
Abstract
Based on the properties of Rossby waves at the tropopause resonantly forced by solar declination in harmonic modes, which was the subject of a first article, case studies of heatwaves and extreme precipitation events are presented. They clearly demonstrate that extreme events only [...] Read more.
Based on the properties of Rossby waves at the tropopause resonantly forced by solar declination in harmonic modes, which was the subject of a first article, case studies of heatwaves and extreme precipitation events are presented. They clearly demonstrate that extreme events only form under specific patterns of the amplitude of the speed of modulated airflows of Rossby waves at the tropopause, in particular period ranges. This remains true even if extreme events appear as compound events where chaos and timing are crucial. Extreme events are favored when modulated cold and warm airflows result in a dual cyclone-anticyclone system, i.e., the association of two joint vortices of opposite signs. They reverse over a period of the dominant harmonic mode in spatial and temporal coherence with the modulated airflow speed pattern. This key role could result from a transfer of humid/dry air between the two vortices during the inversion of the dual system. Finally, focusing on the two period ranges 17.1–34.2 and 8.56–17.1 days corresponding to 1/16- and 1/32-year period harmonic modes, projections of the amplitude of wind speed at 250 mb, geopotential height at 500 mb, ground air temperature, and precipitation rate are performed by extrapolating their amplitude observed from January 1979 to March 2024. Projected amplitudes are regionalized on a global scale for warmest and coldest half-years, referring to extratropical latitudes. Causal relationships are established between the projected amplitudes of modulated airflow speed and those of ground air temperature and precipitation rate, whether they increase or decrease. The increase in the amplitude of modulated airflow speed of polar vortices induces their latitudinal extension. This produces a tightening of Rossby waves embedded in the polar and subtropical jet streams. In the context of climate change, this has the effect of increasing the efficiency of the resonant forcing of Rossby waves from the solar declination, the optimum of which is located at mid-latitudes. Hence the increased or decreased vulnerability to heatwaves or extreme precipitation events of some regions. Europe and western Asia are particularly affected, which is due to increased activity of the Arctic polar vortex between longitudes 20° W and 40° E. This is likely a consequence of melting ice and changing albedo, which appears to amplify the amplitude of variation in the period range 17.1–34.2 days of poleward circulation at the tropopause of the Arctic polar cell. Full article
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<p>Wind velocity at 250 mb (<b>a</b>,<b>b</b>), geopotential height at 500 mb (<b>c</b>,<b>d</b>), and precipitation rate (<b>e</b>,<b>f</b>), on 13 January 2011: (<b>a</b>,<b>c</b>,<b>e</b>) amplitude and (<b>b</b>,<b>d</b>,<b>f</b>) phase. The wind speed phase (<b>b</b>) indicates when the modulated airflows are coldest. The scale of amplitudes of geopotential height variation is referring to negative anomalies.</p>
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<p>Amplitude of variation of wind speed at 250 mb (<b>a</b>,<b>b</b>), geopotential height at 500 mb (<b>c</b>,<b>d</b>), and ground air temperature (<b>e</b>,<b>f</b>) in the period range 17.1–34.2 days (harmonic 1/16 year). The coordinates of each mesh considered are indicated in each of the figures. Values are averaged from October to March, that is over the coldest/warmest half-year in the northern/southern hemisphere (<b>a</b>,<b>c</b>,<b>e</b>) and from April to September, that is over the warmest/coldest half-year in the northern/southern hemisphere (<b>b</b>,<b>d</b>,<b>f</b>). The second-degree polynomial and the projected trend are represented.</p>
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<p>Wind velocity at 250 mb (<b>a</b>,<b>b</b>), geopotential height at 500 mb, and air temperature 2 m above the ground on 25 August 2022 in the period range 17.1 to 34.2 days: (<b>a</b>,<b>c</b>,<b>e</b>) amplitude and (<b>b</b>,<b>d</b>,<b>f</b>) phase. The wind speed phase (<b>b</b>) indicates when the modulated airflows are warmest. The scale of amplitudes of geopotential height variation is referring to positive anomalies.</p>
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<p>Wind velocity at 250 mb (<b>a</b>,<b>b</b>), geopotential height at 500 mb (<b>c</b>,<b>d</b>), and precipitation rate (<b>e</b>,<b>f</b>), on 17 July 2021: (<b>a</b>,<b>c</b>,<b>e</b>) amplitude and (<b>b</b>,<b>d</b>,<b>f</b>) phase. The wind speed phase (<b>b</b>) indicates when the modulated airflows are coldest. The scale of amplitudes of geopotential height is referring to negative anomalies.</p>
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<p>Wind velocity at 250 mb (<b>a</b>,<b>b</b>), geopotential height at 500 mb (<b>c</b>,<b>d</b>), and precipitation rate (<b>e</b>,<b>f</b>), on 29 August 2005: (<b>a</b>,<b>c</b>,<b>e</b>) amplitude and (<b>b</b>,<b>d</b>,<b>f</b>) phase. The wind speed phase (<b>b</b>) indicates when the modulated airflows are coldest.</p>
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<p>Wind velocity at 250 mb in the Northern Hemisphere on 29 August 2005 in the period range 8.56 to 17.1 days. Amplitude (m/s) in (<b>a</b>), and phase in (<b>b</b>). The wind speed phase (<b>b</b>) indicates when the modulated airflows are coldest.</p>
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<p>Projected amplitude in the period range 17.1 to 34.2 days of the variations in wind speed at 250 mb averaged over the coldest half-year (referring to extratropical latitudes).</p>
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<p>Projected amplitude in the period range 17.1 to 34.2 days of the variations in wind speed at 250 mb averaged over the warmest half-year (referring to extratropical latitudes).</p>
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<p>Projected amplitude in the period range 17.1 to 34.2 days of the variations in geopotential height at 500 mb averaged over the coldest half-year (referring to extratropical latitudes).</p>
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<p>Projected amplitude in the period range 17.1 to 34.2 days of the variations in geopotential height at 500 mb averaged over the warmest half-year (referring to extratropical latitudes).</p>
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<p>Projected amplitude in the period range 17.1 to 34.2 days of the variations in ground air temperature averaged over the coldest half-year (referring to extratropical latitudes).</p>
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<p>Projected amplitude in the period range 17.1 to 34.2 days of the variations in ground air temperature averaged over the warmest half-year (referring to extratropical latitudes).</p>
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<p>Projected amplitude in the period range 17.1 to 34.2 days of the variations in extratropical precipitation rate averaged over the coldest half-year.</p>
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<p>Projected amplitude in the period range 17.1 to 34.2 days of the variations in extratropical precipitation rate averaged over the warmest half-year.</p>
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15 pages, 3540 KiB  
Article
Exploring the Drivers Influencing Multidimensional Alpha and Beta Diversity of Macroinvertebrates in Mountain Streams
by Shudan Li, Xingzhong Wang, Lu Tan and Qinghua Cai
Water 2024, 16(20), 2915; https://doi.org/10.3390/w16202915 - 14 Oct 2024
Viewed by 206
Abstract
Understanding the driving mechanisms of diversity across multiple dimensions is a fundamental task in biodiversity conservation. Here, we examined the alpha and beta diversity of macroinvertebrates in the taxonomic, functional, and phylogenetic dimensions in mountain streams of northwestern Hubei Province, China. We also [...] Read more.
Understanding the driving mechanisms of diversity across multiple dimensions is a fundamental task in biodiversity conservation. Here, we examined the alpha and beta diversity of macroinvertebrates in the taxonomic, functional, and phylogenetic dimensions in mountain streams of northwestern Hubei Province, China. We also assessed how much local environmental, land use, climatic, and spatial variables affected these diversities. We found that (1) there were generally weak or no correlations of alpha and beta diversity between taxonomic, functional, and phylogenetic dimensions; (2) compared to both functional and phylogenetic beta diversity, which was mainly determined by nestedness, taxonomic beta diversity was mostly molded by turnover and was much higher; and (3) local environmental variables predominantly influenced taxonomic and functional dimensions of alpha and beta diversity, while spatial factors primarily drove phylogenetic dimension. These results suggest that regulating local habitats is crucial for lotic biodiversity conservation efforts, though spatial processes cannot be overlooked. Furthermore, our findings verify the supplemental role of functional and phylogenetic data in enriching insights provided by taxonomic data alone. This underscores the importance of a multidimensional approach for a more nuanced understanding of community assembly mechanisms, which is crucial for efficient ecosystem management and biodiversity conservation. Full article
(This article belongs to the Section Biodiversity and Functionality of Aquatic Ecosystems)
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<p>Location of the mountain streams and sampling sites in northwestern Hubei Province (China). SNNR denotes Shennongjia National Nature Reserve.</p>
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<p>Correlations of alpha diversity between multiple dimensions —taxonomic, functional, and phylogenetic—based on Pearson correlation analysis. The Pearson correlation coefficients (r) and <span class="html-italic">p</span>-values are shown.</p>
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<p>Pure and joint effects of local environmental, land use, climate, and spatial factors on alpha diversity: (<b>a</b>) taxonomic richness, (<b>b</b>) functional alpha diversity, and (<b>c</b>) phylogenetic alpha diversity. Negative effects are omitted. The adjusted R<sup>2</sup> values are provided. ** <span class="html-italic">p</span> &lt; 0.01, * <span class="html-italic">p</span> &lt; 0.05. Residuals denote unexplained variations of diversity.</p>
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<p>Decomposition of total beta diversity for the taxonomic, functional, and phylogenetic dimensions in mountain streams of northwestern Hubei Province.</p>
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<p>Correlations of beta diversity (including total beta diversity, turnover, and nestedness) between multiple dimensions—taxonomic, functional, and phylogenetic—based on Mantel tests. The Pearson correlation coefficients (r) and <span class="html-italic">p</span>-values are shown.</p>
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<p>Pure and joint effects of local environmental, land use, climatic, and spatial factors on beta diversity: (<b>a</b>) total taxonomic beta diversity, (<b>b</b>) taxonomic turnover, (<b>c</b>) taxonomic nestedness, (<b>d</b>) total functional beta diversity, (<b>e</b>) functional turnover, (<b>f</b>) functional nestedness, (<b>g</b>) phylogenetic turnover, and (<b>h</b>) phylogenetic nestedness. Negative effects are omitted. The adjusted R<sup>2</sup> values are provided. *** <span class="html-italic">p</span> &lt; 0.001, ** <span class="html-italic">p</span> &lt; 0.01, * <span class="html-italic">p</span> &lt; 0.05. Residuals denote unexplained variations of diversity.</p>
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14 pages, 1495 KiB  
Article
B-FLOWS: Biofouling Focused Learning and Observation for Wide-Area Surveillance in Tidal Stream Turbines
by Haroon Rashid, Houssem Habbouche, Yassine Amirat, Abdeslam Mamoune, Hosna Titah-Benbouzid and Mohamed Benbouzid
J. Mar. Sci. Eng. 2024, 12(10), 1828; https://doi.org/10.3390/jmse12101828 - 13 Oct 2024
Viewed by 337
Abstract
Biofouling, the accumulation of marine organisms on submerged surfaces, presents significant operational challenges across various marine industries. Traditional detection methods are labor intensive and costly, necessitating the development of automated systems for efficient monitoring. The study presented in this paper focuses on detecting [...] Read more.
Biofouling, the accumulation of marine organisms on submerged surfaces, presents significant operational challenges across various marine industries. Traditional detection methods are labor intensive and costly, necessitating the development of automated systems for efficient monitoring. The study presented in this paper focuses on detecting biofouling on tidal stream turbine blades using camera-based monitoring. The process begins with dividing the video into a series of images, which are then annotated to identify and select the bounding boxes containing objects to be detected. These annotated images are used to train YOLO version 8 to detect biofouled and clean blades in the images. The proposed approach is evaluated using metrics that demonstrate the superiority of this YOLO version compared to previous ones. To address the issue of misdetection, a data augmentation approach is proposed and tested across different YOLO versions, showing its effectiveness in improving detection quality and robustness. Full article
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<p>Biofouling accumulation on the Sabella tidal stream turbine. Reproduced from [<a href="#B4-jmse-12-01828" class="html-bibr">4</a>].</p>
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<p>Tidal stream turbine blades structure.</p>
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<p>Submerged tidal stream turbine structure (four turbines (A–D)). Courtesy of Prof. Yusaku Kyozuka [<a href="#B39-jmse-12-01828" class="html-bibr">39</a>].</p>
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<p>Proposed methodology flowchart.</p>
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<p>Detection samples.</p>
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<p>Confusion matrix.</p>
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<p>Data augmentation samples.</p>
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25 pages, 734 KiB  
Review
Holomics and Artificial Intelligence-Driven Precision Oncology for Medullary Thyroid Carcinoma: Addressing Challenges of a Rare and Aggressive Disease
by Thifhelimbilu Emmanuel Luvhengo, Maeyane Stephens Moeng, Nosisa Thabile Sishuba, Malose Makgoka, Lusanda Jonas, Tshilidzi Godfrey Mamathuntsha, Thandanani Mbambo, Shingirai Brenda Kagodora and Zodwa Dlamini
Cancers 2024, 16(20), 3469; https://doi.org/10.3390/cancers16203469 - 13 Oct 2024
Viewed by 446
Abstract
Background/Objective: Medullary thyroid carcinoma (MTC) is a rare yet aggressive form of thyroid cancer comprising a disproportionate share of thyroid cancer-related mortalities, despite its low prevalence. MTC differs from other differentiated thyroid malignancies due to its heterogeneous nature, presenting complexities in both hereditary [...] Read more.
Background/Objective: Medullary thyroid carcinoma (MTC) is a rare yet aggressive form of thyroid cancer comprising a disproportionate share of thyroid cancer-related mortalities, despite its low prevalence. MTC differs from other differentiated thyroid malignancies due to its heterogeneous nature, presenting complexities in both hereditary and sporadic cases. Traditional management guidelines, which are designed primarily for papillary thyroid carcinoma (PTC), fall short in providing the individualized care required for patients with MTC. In recent years, the sheer volume of data generated from clinical evaluations, radiological imaging, pathological assessments, genetic mutations, and immunological profiles has made it humanly impossible for clinicians to simultaneously analyze and integrate these diverse data streams effectively. This data deluge necessitates the adoption of advanced technologies to assist in decision-making processes. Holomics, which is an integrated approach that combines various omics technologies, along with artificial intelligence (AI), emerges as a powerful solution to address these challenges. Methods: This article reviews how AI-driven precision oncology can enhance the diagnostic workup, staging, risk stratification, management, and follow-up care of patients with MTC by processing vast amounts of complex data quickly and accurately. Articles published in English language and indexed in Pubmed were searched. Results: AI algorithms can identify patterns and correlations that may not be apparent to human clinicians, thereby improving the precision of personalized treatment plans. Moreover, the implementation of AI in the management of MTC enables the collation and synthesis of clinical experiences from across the globe, facilitating a more comprehensive understanding of the disease and its treatment outcomes. Conclusions: The integration of holomics and AI in the management of patients with MTC represents a significant advancement in precision oncology. This innovative approach not only addresses the complexities of a rare and aggressive disease but also paves the way for global collaboration and equitable healthcare solutions, ultimately transforming the landscape of treatment and care of patients with MTC. By leveraging AI and holomics, we can strive toward making personalized healthcare accessible to every individual, regardless of their economic status, thereby improving overall survival rates and quality of life for MTC patients worldwide. This global approach aligns with the United Nations Sustainable Development Goal 3, which aims to ensure healthy lives and promote well-being at all ages. Full article
(This article belongs to the Section Methods and Technologies Development)
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<p>Categories of AI processes arranged according to their complexities.</p>
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<p>Comparison of steps followed during development of training and validation models in radiomics and pathomics.</p>
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21 pages, 4833 KiB  
Article
Remote Sensing and Assessment of Compound Groundwater Flooding Using an End-to-End Wireless Environmental Sensor Network and Data Model at a Coastal Cultural Heritage Site in Portsmouth, NH
by Michael R. Routhier, Benjamin R. Curran, Cynthia H. Carlson and Taylor A. Goddard
Sensors 2024, 24(20), 6591; https://doi.org/10.3390/s24206591 (registering DOI) - 13 Oct 2024
Viewed by 366
Abstract
The effects of climate change in the forms of rising sea levels and increased frequency of storms and storm surges are being noticed across many coastal communities around the United States. These increases are impacting the timing and frequency of tidal and rainfall [...] Read more.
The effects of climate change in the forms of rising sea levels and increased frequency of storms and storm surges are being noticed across many coastal communities around the United States. These increases are impacting the timing and frequency of tidal and rainfall influenced compound groundwater flooding events. These types of events can be exemplified by the recent and ongoing occurrence of groundwater flooding within building basements at the historic Strawbery Banke Museum (SBM) living history campus in Portsmouth, New Hampshire. Fresh water and saline groundwater intrusion within basements of historic structures can be destructive to foundations, mortar, joists, fasteners, and the overlaying wood structure. Although this is the case, there appears to be a dearth of research that examines the use of wireless streaming sensor networks to monitor and assess groundwater inundation within historic buildings in near-real time. Within the current study, we designed and deployed a three-sensor latitudinal network at the SBM. This network includes the deployment and remote monitoring of water level sensors in the basements of two historic structures 120 and 240 m from the river, as well as one sensor within the river itself. Groundwater salinity levels were also monitored within the basements of the two historic buildings. Assessments and model results from the recorded sensor data provided evidence of both terrestrial rainfall and tidal influences on the flooding at SBM. Understanding the sources of compound flooding within historic buildings can allow site managers to mitigate better and adapt to the effects of current and future flooding events. Data and results of this work are available via the project’s interactive webpage and through a public touchscreen kiosk interface developed for and deployed within the SBM Rowland Gallery’s “Water Has a Memory” exhibit. Full article
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<p>Aerial Image looking south over the central green and a portion of the historic houses on the Strawbery Banke Museum campus in Portsmouth, New Hampshire. (Photo by: Taylor Goddard © 2023).</p>
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<p>Diagram of the Strawbery Banke Museum Environmental Sensor Network consisting of sensors, data loggers, a cloud server, a data and web server, and public-facing interfaces.</p>
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<p>Map of Strawbery Banke Museum Environmental Sensor Node Network within the South End of Portsmouth, New Hampshire.</p>
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<p>Installation of an MX2001-04-TI-S OnSet© water level sensor and a pHionics© STs series conductivity/salinity sensor located along the side of a drain pipe within a sump pump pit in the Jones house basement.</p>
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<p>Image of Rodney Rowland, Director of Environmental Sustainability, and Dr. Alix Martin, Archeologist of the Strawbery Banke Museum, utilizing its Sensor Network Touch Screen Kiosk found in the Rowland Gallery, “Water Has a Memory” exhibit.</p>
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<p>Graph portraying typical tidal variation in water level at the Piscataqua River sensor node. High tides vary from approximately 0.5 m above mean water to over 2 m above mean water.</p>
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<p>Graphs portraying Shapley Drisco Pridham (SDP) house. (<b>a</b>) Basement water levels from 3 March to 13 March 2024. (<b>b</b>) Daily average basement water levels vs. daily sum of precipitation. (<b>c</b>) Daily average basement water levels vs. daily high tide. (<b>d</b>) Daily average basement water levels vs. daily high tides &gt; 1.2 m.</p>
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<p>Graph portraying Shapley Drisco Pridham (SDP) house salinity levels (black, left axis) in basement water and precipitation (blue, right axis) measured at the Pease Air Force Base, Portsmouth, NH.</p>
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<p>Graphs portraying Jones house. (<b>a</b>) Basement water levels from 3 March to 13 March 2024. (<b>b</b>) Daily average basement water levels vs. daily sum of precipitation. (<b>c</b>) Daily average basement water levels vs. daily high tides. (<b>d</b>) Daily average basement water level vs. daily high tides &gt; 1.2 m.</p>
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<p>Graph portraying Jones house salinity levels (black, left axis) in basement water and precipitation (blue, right axis) measured at the Pease Air Force Base, Portsmouth, NH.</p>
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19 pages, 12366 KiB  
Article
An Effective Yak Behavior Classification Model with Improved YOLO-Pose Network Using Yak Skeleton Key Points Images
by Yuxiang Yang, Yifan Deng, Jiazhou Li, Meiqi Liu, Yao Yao, Zhaoyuan Peng, Luhui Gu and Yingqi Peng
Agriculture 2024, 14(10), 1796; https://doi.org/10.3390/agriculture14101796 - 12 Oct 2024
Viewed by 303
Abstract
Yak behavior is a valuable indicator of their welfare and health. Information about important statuses, including fattening, reproductive health, and diseases, can be reflected and monitored through several indicative behavior patterns. In this study, an improved YOLOv7-pose model was developed to detect six [...] Read more.
Yak behavior is a valuable indicator of their welfare and health. Information about important statuses, including fattening, reproductive health, and diseases, can be reflected and monitored through several indicative behavior patterns. In this study, an improved YOLOv7-pose model was developed to detect six yak behavior patterns in real time using labeled yak key-point images. The model was trained using labeled key-point image data of six behavior patterns including walking, feeding, standing, lying, mounting, and eliminative behaviors collected from seventeen 18-month-old yaks for two weeks. There were another four YOLOv7-pose series models trained as comparison methods for yak behavior pattern detection. The improved YOLOv7-pose model achieved the best detection performance with precision, recall, mAP0.5, and mAP0.5:0.95 of 89.9%, 87.7%, 90.4%, and 76.7%, respectively. The limitation of this study is that the YOLOv7-pose model detected behaviors under complex conditions, such as scene variation, subtle leg postures, and different light conditions, with relatively lower precision, which impacts its detection performance. Future developments in yak behavior pattern detection will amplify the simple size of the dataset and will utilize data streams like optical and video streams for real-time yak monitoring. Additionally, the model will be deployed on edge computing devices for large-scale agricultural applications. Full article
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<p>Layout of the pen and camera setting position.</p>
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<p>Sample image of each behavior.</p>
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<p>Nineteen key points of yak.</p>
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<p>The structure of the SPPFCSPC module.</p>
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<p>The structure of the dynamic head block.</p>
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<p>The structure of the YOLOv7-w6-pose model.</p>
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<p>The structure of the YOLOv7-tiny-pose model.</p>
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<p>The structure of the improved YOLOv7-pose model.</p>
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<p>Confusion matrix of the detection accuracy of six behavior patterns of yak. The diagonal represents the detection accuracy for each behavior. The color is darker for higher accuracies.</p>
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<p>Detection performance comparison of the YOLOv7-pose and improved YOLOv7-pose models.</p>
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<p>The detection performance of the improved behavior monitoring model based on the YOLOv7-pose and improved YOLOv7-pose models.</p>
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33 pages, 5132 KiB  
Article
Freshwater Fishes of the State of Rio de Janeiro, Southeastern Brazil: Biogeographic and Diversity Patterns in a Historically Well-Sampled Territory
by Luisa M. Sarmento-Soares, Felipe Vieira-Guimarães and Ronaldo F. Martins-Pinheiro
Ecologies 2024, 5(4), 538-570; https://doi.org/10.3390/ecologies5040033 (registering DOI) - 12 Oct 2024
Viewed by 252
Abstract
The fish fauna of Rio de Janeiro has been extensively studied, resulting in a comprehensive database of species collected over more than three centuries. This study aimed to provide a checklist of species, to identify patterns of diversity and the distribution of freshwater [...] Read more.
The fish fauna of Rio de Janeiro has been extensively studied, resulting in a comprehensive database of species collected over more than three centuries. This study aimed to provide a checklist of species, to identify patterns of diversity and the distribution of freshwater ichthyofauna, to delineate biogeographic units, and to explore changes in faunal composition among different areas. Analyzing data from ichthyological collections and the literature on original species descriptions revealed 206 freshwater fish species: 183 native and 23 allochthonous. The checklist includes updated species names. The sampling effort in Rio de Janeiro is extensive, especially in coastal lowlands. The findings indicate that inventory work is still needed in some areas, particularly within the Rio Paraíba do Sul basin. Seven bioregions of freshwater ichthyofauna were identified, including a major region of higher species richness and smaller areas with higher endemism of restricted-range species. This biogeographic assessment underscores the diverse and distinctive freshwater fish fauna in the basins of Rio de Janeiro, with well-defined biogeographic units. Full article
(This article belongs to the Special Issue Feature Papers of Ecologies 2024)
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<p>Hypsometric map of the state of Rio de Janeiro, illustrating its main mountain formations and its hydrographic network. In detail, the location of the state (black) in the Southeast Atlantic Hydrographic Region (dark gray) and in Brazil (light gray).</p>
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<p>The 9 hydrographic regions (<b>A</b>) and the 24 river basin groups (<b>B</b>) in the state of Rio de Janeiro.</p>
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<p>Quality of sampling per hydrographic regions (<b>A</b>) and municipalities (<b>B</b>). Green = good quality of both indices; yellow = average quality; red = poor quality.</p>
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<p>Temporal variation in the cataloging of fish records in museum collections.</p>
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<p>Taxonomic representativeness of freshwater fish orders (<b>A</b>) and families (<b>B</b>) of Rio de Janeiro state.</p>
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<p>Beta-diversity NMDS ordination plot (<b>A</b>) and the clusters of hydrographic regions discriminated by the analysis (<b>B</b>).</p>
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<p>Bioregions of the freshwater icthyofauna of Rio de Janeiro (<b>A</b>) and Jaccard similarity among these areas (<b>B</b>).</p>
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<p>Species richness interpolation within the state of Rio de Janeiro.</p>
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<p>Weight endemism interpolation within the state of Rio de Janeiro.</p>
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16 pages, 1480 KiB  
Article
Protecting Infinite Data Streams from Wearable Devices with Local Differential Privacy Techniques
by Feng Zhao and Song Fan
Information 2024, 15(10), 630; https://doi.org/10.3390/info15100630 (registering DOI) - 12 Oct 2024
Viewed by 248
Abstract
The real-time data collected by wearable devices enables personalized health management and supports public health monitoring. However, sharing these data with third-party organizations introduces significant privacy risks. As a result, protecting and securely sharing wearable device data has become a critical concern. This [...] Read more.
The real-time data collected by wearable devices enables personalized health management and supports public health monitoring. However, sharing these data with third-party organizations introduces significant privacy risks. As a result, protecting and securely sharing wearable device data has become a critical concern. This paper proposes a local differential privacy-preserving algorithm designed for continuous data streams generated by wearable devices. Initially, the data stream is sampled at key points to avoid prematurely exhausting the privacy budget. Then, an adaptive allocation of the privacy budget at these points enhances privacy protection for sensitive data. Additionally, the optimized square wave (SW) mechanism introduces perturbations to the sampled points. Afterward, the Kalman filter algorithm is applied to maintain data flow patterns and reduce prediction errors. Experimental validation using two real datasets demonstrates that, under comparable conditions, this approach provides higher data availability than existing privacy protection methods for continuous data streams. Full article
(This article belongs to the Special Issue Digital Privacy and Security, 2nd Edition)
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<p>Usage scenario of the algorithm.</p>
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<p>The framework design of WIDS-LDP.</p>
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<p>The impact of different window lengths on MRE (<b>left</b>: PAMAP, <b>right</b>: Taxi).</p>
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<p>The impact of different privacy budgets on MRE (<b>left</b>: PAMAP, <b>right</b>: Taxi).</p>
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<p>The impact of different data lengths on MRE (<b>left</b>: PAMAP, <b>right</b>: Taxi).</p>
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25 pages, 3228 KiB  
Article
Microexpression Recognition Method Based on ADP-DSTN Feature Fusion and Convolutional Block Attention Module
by Junfang Song, Shanzhong Lei and Wenzhe Wu
Electronics 2024, 13(20), 4012; https://doi.org/10.3390/electronics13204012 - 12 Oct 2024
Viewed by 364
Abstract
Microexpressions are subtle facial movements that occur within an extremely brief time frame, often revealing suppressed emotions. These expressions hold significant importance across various fields, including security monitoring and human–computer interaction. However, the accuracy of microexpression recognition is severely constrained by the inherent [...] Read more.
Microexpressions are subtle facial movements that occur within an extremely brief time frame, often revealing suppressed emotions. These expressions hold significant importance across various fields, including security monitoring and human–computer interaction. However, the accuracy of microexpression recognition is severely constrained by the inherent characteristics of these expressions. To address the issue of low detection accuracy regarding the subtle features present in microexpressions’ facial action units, this paper proposes a microexpression action unit detection algorithm, Attention-embedded Dual Path and Shallow Three-stream Networks (ADP-DSTN), that incorporates an attention-embedded dual path and a shallow three-stream network. First, an attention mechanism was embedded after each Bottleneck layer in the foundational Dual Path Networks to extract static features representing subtle texture variations that have significant weights in the action units. Subsequently, a shallow three-stream 3D convolutional neural network was employed to extract optical flow features that were particularly sensitive to temporal and discriminative characteristics specific to microexpression action units. Finally, the acquired static facial feature vectors and optical flow feature vectors were concatenated to form a fused feature vector that encompassed more effective information for recognition. Each facial action unit was then trained individually to address the issue of weak correlations among the facial action units, thereby facilitating the classification of microexpression emotions. The experimental results demonstrated that the proposed method achieved great performance across several microexpression datasets. The unweighted average recall (UAR) values were 80.71%, 89.55%, 44.64%, 80.59%, and 88.32% for the SAMM, CASME II, CAS(ME)3, SMIC, and MEGC2019 datasets, respectively. The unweighted F1 scores (UF1) were 79.32%, 88.30%, 43.03%, 81.12%, and 88.95%, respectively. Furthermore, when compared to the benchmark model, our proposed model achieved better performance with lower computational complexity, characterized by a Floating Point Operations (FLOPs) value of 1087.350 M and a total of 6.356 × 106 model parameters. Full article
(This article belongs to the Section Artificial Intelligence)
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<p>CASME II dataset showing peak frames corresponding to different emotions and their action units.</p>
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<p>Framework diagram of the microexpression recognition method based on the ADP-DSTN feature fusion and Convolutional Block Attention Module.</p>
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<p>Network structure diagram of microexpression optical flow feature extraction.</p>
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<p>Structure of the micro-block.</p>
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<p>Computational unit structure of a single structural block in the ADPN.</p>
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<p>The overall structure of the ADPN algorithm.</p>
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<p>Adaptive weight feature fusion module diagram.</p>
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<p>The UF1 and UAR values obtained from the CASME II, CAS(ME)<sup>3</sup>, SAMM, and SMIC datasets with only three emotion categories, presented as line plots: (<b>a</b>) Comparison on the CAS(ME)<sup>3</sup> dataset; (<b>b</b>) Comparison on the CASME II dataset; (<b>c</b>) Comparison on the SAMM dataset; (<b>d</b>) Comparison on the SMIC dataset.</p>
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<p>MEGC2019, CASME II, SMIC, and SAMM classification result confusion matrix.</p>
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<p>Introducing the attention mechanism to improve the visualization of network feature maps.</p>
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20 pages, 349 KiB  
Article
Conspiratorial Narratives and Ideological Constructs in the Russia–Ukraine Conflict: From the New World Order to the Golden Billion Theories
by Marino De Luca and Luigi Giungato
Genealogy 2024, 8(4), 131; https://doi.org/10.3390/genealogy8040131 - 12 Oct 2024
Viewed by 431
Abstract
This article explores the pervasive influence of conspiracy theories, specifically the New World Order (NWO) and Golden Billion theories, within the context of the ongoing conflict between Russia and Ukraine. These theories form key narrative frameworks in Russian state media and global conspiracy [...] Read more.
This article explores the pervasive influence of conspiracy theories, specifically the New World Order (NWO) and Golden Billion theories, within the context of the ongoing conflict between Russia and Ukraine. These theories form key narrative frameworks in Russian state media and global conspiracy communities, shaping perceptions of geopolitical events. This study dissects four pivotal episodes within the Russia–Ukraine conflict to illustrate how conspiracy theories shape public perception and policy direction, further entrenching ideological divides. In the first episode of the 2022 full-scale invasion, narratives of the Golden Billion were utilised to justify the attack, presenting Russia as a bastion against the Western elite’s plans to dominate the global economy and resources. The second episode examines the attack on Mariupol in 2022, framed by Russian propaganda as a necessary act to thwart the supposed expansion of NATO and the EU, underpinned by the NWO agenda aiming to dilute Russian influence in Eastern Europe. The third episode analyses the Nord Stream pipeline sabotage in 2022, interpreted by some conspiracy theorists as an act by the NWO to destabilise Europe’s energy security, thus consolidating control over energy routes and resources. The fourth episode delves into the 2024 Moscow terrorist attacks, which were seen by some as either a false flag operation conducted by Western powers or as a legitimate repercussion of Western encroachment orchestrated to weaken Russia’s resolve and international standing. Each episode is contextualised within a broader conspiratorial framework, highlighting the dualistic nature of the NWO and Golden Billion theories that paint the conflict not merely as territorial disputes but as a clash between fundamentally opposing worldviews and global orders. This narrative analysis not only underscores the role of conspiracy theories in shaping geopolitical discourse but also demonstrates their utility in mobilising domestic support, framing international criticism, and justifying military actions. Our findings suggest that these conspiratorial narratives provide a resilient, albeit misleading, lens through which supporters of the Kremlin’s policies can rationalise the war, attributing complex sociopolitical dynamics to the malevolent machinations of a global elite. This study contributes to understanding how modern conflicts are interpreted through ancient conspiratorial lenses, impacting national and international policy and public opinion. Full article
(This article belongs to the Special Issue Conspiracy Theories: Genealogies and Political Uses)
28 pages, 7687 KiB  
Review
Innovation Management: A Bibliometric Analysis of 50 Years of Research Using VOSviewer® and Scopus
by José Manuel Saiz-Alvarez
World 2024, 5(4), 901-928; https://doi.org/10.3390/world5040046 (registering DOI) - 11 Oct 2024
Viewed by 559
Abstract
Using the bibliometric software VOSviewer® version 1.6.20 and Scopus as a bibliographic database, this paper aims to investigate the research streams in terms of the co-occurrence network of authors, terms extracted from the title field, countries, keywords, and organizations researching on IM [...] Read more.
Using the bibliometric software VOSviewer® version 1.6.20 and Scopus as a bibliographic database, this paper aims to investigate the research streams in terms of the co-occurrence network of authors, terms extracted from the title field, countries, keywords, and organizations researching on IM from publications between 1974 and 2024. Retrieved from Scopus and using science mapping bibliometric techniques with VOSviewer®, 4756 documents published on IM from 1974 to 2024 were analyzed, divided in three phases (1974–1995, 1996–2019, and 2020–2024), and limited to BMA (Business, Management, and Accounting), EEF (Economics, Econometrics, and Finance), and SOC (Social Sciences). The main findings are as follows: (a) there is a tendency for a minimal relationship between authors from different organizations and countries to collaborate in research on IM; (b) almost half (45.12%) of the publications on IM were published by authors from the European Union, which rises to 55.24% in Europe if the United Kingdom is included. These results are far ahead of those of the United States (13.4%), China (7.6%), the Russian Federation (3.6%), and Japan (2.3%). (c) While the first publications on IM deal with aspects related to product development, management, technology, R&D, and competition, there is a recent trend to link IM to sustainable development, open innovation, ecosystems, stakeholders’ engagement, and entrepreneurship. Full article
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<p>Workflow of science mapping. Source: Author.</p>
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<p>Number of publications on “Innovation Management” between 1974 and 2024. Source: Author.</p>
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<p>Co-occurrence network of authors between 1974 and 1995 limited to BMA, EEF, and SOC areas retrieved with the VOSviewer<sup>®</sup> software: (<b>a</b>) network visualization; (<b>b</b>) overlay visualization. Source: Author.</p>
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<p>Co-occurrence network of authors between 1996 and 2019 limited to BMA, EEF, and SOC areas retrieved with the VOSviewer<sup>®</sup> software: (<b>a</b>) network visualization; (<b>b</b>) overlay visualization. Source: Author.</p>
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<p>Co-occurrence network of authors between 2020 and 2024 limited to BMA, EEF, and SOC areas retrieved with the VOSviewer<sup>®</sup> software: (<b>a</b>) network visualization; (<b>b</b>) overlay visualization. Source: Author.</p>
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<p>Co-occurrence network of authors for all 27 IM-related areas retrieved with the VOSviewer<sup>®</sup> software: (<b>a</b>) network visualization; (<b>b</b>) overlay visualization. Source: Author.</p>
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<p>Co-occurrence network of terms extracted from the title, abstract, and keywords fields limited to BMA, EEF, and SOC areas between 1974 and 1995 retrieved with the VOSviewer<sup>®</sup> software: (<b>a</b>) network visualization; (<b>b</b>) overlay visualization. Source: Author.</p>
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<p>Co-occurrence network of terms extracted from the title, abstract, and keywords fields limited to BMA, EEF, and SOC areas between 1996 and 2019 retrieved with the VOSviewer<sup>®</sup> software: (<b>a</b>) network visualization; (<b>b</b>) overlay visualization. Source: Author.</p>
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<p>Co-occurrence network of terms extracted from the title, abstract, and keywords fields limited to BMA, EEF, and SOC areas between 2020 and 2024 retrieved with the VOSviewer<sup>®</sup> software: (<b>a</b>) network visualization; (<b>b</b>) overlay visualization. Source: Author.</p>
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<p>Co-occurrence network of terms extracted from the title, abstract, and keywords fields for all 27 IM-related areas retrieved with the VOSviewer<sup>®</sup> software: (<b>a</b>) network visualization; (<b>b</b>) overlay visualization. Source: Author.</p>
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<p>Co-authorship network of countries limited to BMA, EEF, and SOC areas retrieved with the VOSviewer<sup>®</sup> software: overlay visualization. Source: Author.</p>
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<p>Co-authorship network of countries for all 27 IM-related areas retrieved with the VOSviewer<sup>®</sup> software: overlay visualization. Source: Author.</p>
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<p>Co-occurrence network of keywords limited to BMA, EEF, and SOC areas retrieved with the VOSviewer<sup>®</sup> software: overlay visualization. Source: Author.</p>
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<p>Co-occurrence network of keywords for all 27 IM-related areas retrieved with the VOSviewer<sup>®</sup> software: overlay visualization. Source: Author.</p>
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20 pages, 8211 KiB  
Article
Effect of Surface Morphology and Internal Structure on the Tribological Behaviors of Snake Scales from Dinodon rufozonatum
by Ge Shi, Jinhao Wang, Yuehua Dong, Song Hu, Long Zheng and Luquan Ren
Biomimetics 2024, 9(10), 617; https://doi.org/10.3390/biomimetics9100617 - 11 Oct 2024
Viewed by 308
Abstract
Snakes can move freely on land, in lakes, and in other environments. During movement, the scales are in long-term contact with the external environment, providing protection to the body. In this study, we evaluated the mechanical properties and scratching performance of the ventral [...] Read more.
Snakes can move freely on land, in lakes, and in other environments. During movement, the scales are in long-term contact with the external environment, providing protection to the body. In this study, we evaluated the mechanical properties and scratching performance of the ventral and dorsal scales from Dinodon rufozonatum, a generalist species that moves on both land and in streams under wet and dry conditions. The results showed that the elastic modulus and hardness of the dry scales were greater than those of the wet scales. The average scale friction coefficient under wet conditions (0.1588) was 9.3% greater than that under dry conditions (0.1453). The scales exhibit brittle damage in dry environments, while in wet environments, ductile damage is observed. This adaptation mechanism allows the scales to protect the body by dissipating energy and reducing stress concentration, ensuring efficient locomotion and durability in both terrestrial and aquatic environments. Understanding how this biomaterial adapts to environmental changes can inspire the development of bionic materials. Full article
(This article belongs to the Special Issue Biological and Bioinspired Materials and Structures)
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<p>The ventral and dorsal scales of <span class="html-italic">Dinodon rufozonatum</span> (<b>A</b>) and the exuvium (<b>B</b>). The arrows in the scratch directions of the scales (<b>C</b>) indicate the displacement direction of the scratch head relative to the scale during the scratch test.</p>
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<p>SEM images of the surface morphology of the ventral (<b>A</b>) and dorsal (<b>B</b>) scales at 15k× magnification. Three-dimensional topography of the scale surface for the ventral (<b>C</b>) and dorsal (<b>D</b>) scales from AFM profiling. The heights of the microstructures of the ventral (<b>E</b>) and dorsal (<b>F</b>) scales are indicated by red lines.</p>
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<p>SEM images of the cross-sectional structure at the ventral scale at 5k× (<b>A</b>,<b>B</b>) and 30k× (<b>C</b>–<b>F</b>) magnification. The yellow arrows point to the fibers.</p>
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<p>SEM images of the cross-sectional structure of the dorsal scale at 5k× (<b>A</b>,<b>B</b>) and 30k× (<b>C</b>–<b>F</b>) magnification. The yellow arrows point to the fibers.</p>
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<p>The variation in the elastic modulus (<b>A</b>) and hardness (<b>B</b>) of the ventral and dorsal scales with indentation depth under dry and wet conditions. The graph on the right is an enlarged image of 0.5–2 μm depth.</p>
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<p>Mechanical properties and Raman spectra of scales. Relationships between the mechanical properties and position of the scales from <span class="html-italic">Dinodon rufozonatum</span> under the four evaluated conditions. The abscissa represents the position of the scales on the body, and the ordinate represents (<b>A</b>) the creep (%), (<b>B</b>) the elastic modulus (MPa), and (<b>C</b>) hardness (MPa). The error bars denote standard deviations. (<b>D</b>) shows the Raman spectra of the ventral and dorsal scales of the snake.</p>
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<p>The friction coefficient of the ventral and dorsal scales under dry/wet conditions, (<b>A</b>) different forces, and (<b>B</b>) different scratch directions.</p>
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<p>SEM images of the morphologies of the ventral scales after scratching under dry conditions at 200× (<b>A</b>,<b>C</b>,<b>E</b>) and 7× (<b>B</b>,<b>D</b>,<b>F</b>) magnification. The arrows above represent the caudal, cranial, and lateral scratch directions in (<b>A</b>,<b>B</b>), (<b>C</b>,<b>D</b>), and (<b>E</b>,<b>F</b>), respectively. The anterior part of the scale is oriented at the top of the image (<b>A</b>–<b>F</b>). Images (<b>B</b>,<b>D</b>,<b>F</b>) represent the enlarged parts of the dotted boxes in images (<b>A</b>), (<b>C</b>), and (<b>E</b>), respectively. The yellow arrows indicate cracks on the scale, and the yellow circles indicate the extrusions on the scale.</p>
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<p>SEM images of the morphologies of the dorsal scales after scratching under dry conditions at 200× (<b>A</b>,<b>C</b>,<b>E</b>) and 7× (<b>B</b>,<b>D</b>,<b>F</b>) magnification. The arrows above represent the caudal, cranial, and lateral scratch directions in (<b>A</b>,<b>B</b>), (<b>C</b>,<b>D</b>), and (<b>E</b>,<b>F</b>), respectively. The anterior part of the scale is oriented at the top of the image (<b>A</b>–<b>F</b>). Images (<b>B</b>,<b>D</b>,<b>F</b>) represent the enlarged parts of the dotted boxes in images (<b>A</b>), (<b>C</b>), and (<b>E</b>), respectively. The yellow arrows indicate deformations of the scale, and the yellow circles indicate the inner tissue of the scale.</p>
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<p>SEM images of the morphologies of the ventral scales after scratching under wet conditions at 200× (<b>A</b>,<b>C</b>,<b>E</b>) and 7× (<b>B</b>,<b>D</b>,<b>F</b>) magnification. The arrows above represent the caudal, cranial, and lateral scratch directions in (<b>A</b>,<b>B</b>), (<b>C</b>,<b>D</b>), and (<b>E</b>,<b>F</b>), respectively. The anterior part of the scale is oriented at the top of the image (<b>A</b>–<b>F</b>). Images (<b>B</b>), (<b>D</b>), and (<b>F</b>) represent the enlarged parts of the dotted boxes in images (<b>A</b>), (<b>C</b>), and (<b>E</b>), respectively. The yellow arrows indicate cracks on the scale, the orange circles indicate the extrusions and the yellow circles indicate the holes on the scale.</p>
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<p>SEM images of the morphologies of the dorsal scales after scratching under wet conditions at 200× (<b>A</b>,<b>C</b>,<b>E</b>) and 7× (<b>B</b>,<b>D</b>,<b>F</b>) magnification. The arrows above represent the caudal, cranial, and lateral scratch directions in (<b>A</b>,<b>B</b>), (<b>C</b>,<b>D</b>), and (<b>E</b>,<b>F</b>), respectively. The anterior is oriented at the top of the image (<b>A</b>–<b>F</b>). Images (<b>B</b>), (<b>D</b>), and (<b>F</b>) represent the enlarged parts of the dotted boxes in images (<b>A</b>), (<b>C</b>), and (<b>E</b>), respectively. The yellow arrows indicate the deformation of the scale, the yellow circles indicate the internal tissue and the orange arrows indicate the cracks on the scale.</p>
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<p>Details of the scratch morphology of the ventral scale in dry (<b>A</b>–<b>C</b>) and wet (<b>D</b>–<b>F</b>) environments at 7k× (<b>A</b>,<b>D</b>) and 30k× (<b>B</b>,<b>C</b>,<b>E</b>,<b>F</b>) magnification. Images (<b>B</b>) and (<b>C</b>) and images (<b>E</b>) and (<b>F</b>) represent the enlarged parts of the red dotted boxes in images (<b>A</b>) and (<b>D</b>), respectively. The orange arrows indicate the fibers that fell off, the yellow circles in (<b>D</b>) represent the holes produced on the surface of the scales, and the yellow arrows indicate the deformation of the fibers.</p>
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<p>(<b>A</b>) Surface morphology of the laser-textured convex structures on a spheroidal graphite cast iron sample. (<b>B</b>) Profile of the groove section height showing the uniformity of the textured surface after laser processing and polishing. (<b>C</b>) Comparison of the wear volume between textured and non-textured surfaces after 50 min of dry friction testing. (<b>D</b>) The friction coefficients of textured and non-textured surfaces during the steady-state friction phase.</p>
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24 pages, 2139 KiB  
Article
A Decision Support Model for Lean Supply Chain Management in City Multifloor Manufacturing Clusters
by Bogusz Wiśnicki, Tygran Dzhuguryan, Sylwia Mielniczuk, Ihor Petrov and Liudmyla Davydenko
Sustainability 2024, 16(20), 8801; https://doi.org/10.3390/su16208801 (registering DOI) - 11 Oct 2024
Viewed by 642
Abstract
City manufacturing has once again become one of the priority areas for the sustainable development of smart cities thanks to the use of a wide range of green technologies and, first of all, additive technologies. Shortening the supply chain between producers and consumers [...] Read more.
City manufacturing has once again become one of the priority areas for the sustainable development of smart cities thanks to the use of a wide range of green technologies and, first of all, additive technologies. Shortening the supply chain between producers and consumers has significant effects on economic, social, and environmental dimensions. Zoning of city multifloor manufacturing (CMFM) in areas with a compact population in large cities in the form of clusters with their own city logistics nodes (CLNs) creates favorable conditions for promptly meeting the needs of citizens for goods of everyday demand and for passenger and freight transportation. City multifloor manufacturing clusters (CMFMCs) have been already studied quite a lot for their possible uses; nevertheless, an identified research gap is related to supply chain design efficiency concerning CMFMCs. Thus, the main objective of this study was to explore the possibilities of lean supply chain management (LSCM) as the integrated application of lean manufacturing (LM) approaches and I4.0 technologies for customer-centric value stream management based on eliminating all types of waste, reducing the use of natural and energy resources, and continuous improvement of processes related to logistics activities. This paper presents a decision support model for LSCM in CMFMCs, which is a mathematical deterministic model. This model justifies the minimization of the number of road transport transfers within the urban area and the amount of stock that is stored in CMFMC buildings and in CLNs, and also regulating supplier lead time. The model was verified and validated using appropriately selected test data based on the case study, which was designed as a typical CMFM manufacturing system with various parameters of CMFMCs and urban freight transport frameworks. The feasibility of using the proposed model for value stream mapping (VSM) and managing logistics processes and inventories in clusters is discussed. The findings can help decisionmakers and researchers improve the planning and management of logistics processes and inventory in clusters, even in the face of unexpected disruptions. Full article
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<p>Scheme of a large city with CMFMCs, roads, and rail network for freight transport.</p>
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<p>Supply chain of CMFMCs within a large city.</p>
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<p>Stages of LSCM continuous process based on the VSM method.</p>
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<p>CMFM cluster delivery system.</p>
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<p>Number of e-truck transfers to the CLN in relation to the number of CMFMBs in the cluster.</p>
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<p>The volume of ITRs that are stored overnight in the CLN in relation to the e-truck cargo capacity utilization variant—daily and 365-day average data.</p>
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