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Keywords = functional diversity

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19 pages, 1150 KiB  
Article
Assessment of Digestion and Absorption Properties of 1,3-Dipalmitoyl-2-oleoyl Glycerol-Rich Lipids Using an In Vitro Gastrointestinal Digestion and Caco-2 Cell-Mediated Coupled Model
by Hyeon-Jun Chang, A-Young Lee and Jeung-Hee Lee
Molecules 2024, 29(22), 5442; https://doi.org/10.3390/molecules29225442 (registering DOI) - 18 Nov 2024
Abstract
The digestion and absorption properties of 1,3-dipalmitoyl-2-oleoyl glycerol (POP)-rich lipids was evaluated using in vitro gastrointestinal digestion and a Caco-2 cell-mediated coupled model. Caco-2 cell viability and monolayer integrity were assessed by an MTT assay and transepithelial electrical resistance. The IC50 for bile [...] Read more.
The digestion and absorption properties of 1,3-dipalmitoyl-2-oleoyl glycerol (POP)-rich lipids was evaluated using in vitro gastrointestinal digestion and a Caco-2 cell-mediated coupled model. Caco-2 cell viability and monolayer integrity were assessed by an MTT assay and transepithelial electrical resistance. The IC50 for bile salts, pancreatin, and free fatty acid (FFA) were 0.22 mM, 0.22 mg/mL, and 1.47 mM, respectively, and no cytotoxicity was observed for bovine serum albumin (0.01–0.20 mM) or triacylglycerol (1.00–10.00 mM). The in vitro-digested POP-rich lipid containing FFA > 2.95 mM caused the disruption of monolayer tight junctions in Caco-2 cells. The major triacylglycerols (TAG) of POP-rich lipids were POP (50.8%), POO (17.8%), POL/OPL/PLO (7.6%), PPO (7.1%), and PLP (6.8%). Following digestion and uptake into Caco-2 cells, the resynthesized TAGs included PPO (20.6%), PPP (15.9%), POO (14.0%), POL/OPL/PLO (12.2%), POP (10.9%), OOO (7.5%), OPO (7.0%), OOL/OLO (6.7%), PLP (3.1%), and PPL (2.2%). The secreted major TAGs were POL/OPL/PLO (50.8%), PPP (11.1%), and OOL/OLO (8.4%), indicating a diverse TAG profile in newly synthesized lipids. This study provides a coupled model for lowering cytotoxicity and maintaining the monolayer in Caco-2 cells, and for evaluating the digestion and absorption properties of functional lipids containing specific fatty acids incorporated into TAG. Full article
19 pages, 1485 KiB  
Article
Decoding Imagined Speech from EEG Data: A Hybrid Deep Learning Approach to Capturing Spatial and Temporal Features
by Yasser F. Alharbi and Yousef A. Alotaibi
Life 2024, 14(11), 1501; https://doi.org/10.3390/life14111501 (registering DOI) - 18 Nov 2024
Abstract
Neuroimaging is revolutionizing our ability to investigate the brain’s structural and functional properties, enabling us to visualize brain activity during diverse mental processes and actions. One of the most widely used neuroimaging techniques is electroencephalography (EEG), which records electrical activity from the brain [...] Read more.
Neuroimaging is revolutionizing our ability to investigate the brain’s structural and functional properties, enabling us to visualize brain activity during diverse mental processes and actions. One of the most widely used neuroimaging techniques is electroencephalography (EEG), which records electrical activity from the brain using electrodes positioned on the scalp. EEG signals capture both spatial (brain region) and temporal (time-based) data. While a high temporal resolution is achievable with EEG, spatial resolution is comparatively limited. Consequently, capturing both spatial and temporal information from EEG data to recognize mental activities remains challenging. In this paper, we represent spatial and temporal information obtained from EEG signals by transforming EEG data into sequential topographic brain maps. We then apply hybrid deep learning models to capture the spatiotemporal features of the EEG topographic images and classify imagined English words. The hybrid framework utilizes a sequential combination of three-dimensional convolutional neural networks (3DCNNs) and recurrent neural networks (RNNs). The experimental results reveal the effectiveness of the proposed approach, achieving an average accuracy of 77.8% in identifying imagined English speech. Full article
(This article belongs to the Special Issue New Advances in Neuroimaging and Brain Functions: 2nd Edition)
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29 pages, 2528 KiB  
Review
Advances in Wearable Biosensors for Healthcare: Current Trends, Applications, and Future Perspectives
by Dang-Khoa Vo and Kieu The Loan Trinh
Biosensors 2024, 14(11), 560; https://doi.org/10.3390/bios14110560 (registering DOI) - 18 Nov 2024
Abstract
Wearable biosensors are a fast-evolving topic at the intersection of healthcare, technology, and personalized medicine. These sensors, which are frequently integrated into clothes and accessories or directly applied to the skin, provide continuous, real-time monitoring of physiological and biochemical parameters such as heart [...] Read more.
Wearable biosensors are a fast-evolving topic at the intersection of healthcare, technology, and personalized medicine. These sensors, which are frequently integrated into clothes and accessories or directly applied to the skin, provide continuous, real-time monitoring of physiological and biochemical parameters such as heart rate, glucose levels, and hydration status. Recent breakthroughs in downsizing, materials science, and wireless communication have greatly improved the functionality, comfort, and accessibility of wearable biosensors. This review examines the present status of wearable biosensor technology, with an emphasis on advances in sensor design, fabrication techniques, and data analysis algorithms. We analyze diverse applications in clinical diagnostics, chronic illness management, and fitness tracking, emphasizing their capacity to transform health monitoring and facilitate early disease diagnosis. Additionally, this review seeks to shed light on the future of wearable biosensors in healthcare and wellness by summarizing existing trends and new advancements. Full article
(This article belongs to the Special Issue Artificial Skins and Wearable Biosensors for Healthcare Monitoring)
18 pages, 3968 KiB  
Article
Comparative and Spatial Transcriptome Analysis of Rhododendron decorum Franch. During the Flowering Period and Revelation of the Plant Defense Mechanism
by Weiwei Liu, Chenghua Yu, Kaiye Yang, Ling Wang, Zhongyu Fan and Xinchun Mo
Genes 2024, 15(11), 1482; https://doi.org/10.3390/genes15111482 (registering DOI) - 18 Nov 2024
Abstract
Background: Rhododendron is a globally distributed and extensive genus, comprising over 1000 species. In the southwestern mountains of China, there exists a remarkable diversity of Rhododendron, with Yunnan Province alone harboring more than 600 species. R. decorum Franch. has long been utilized [...] Read more.
Background: Rhododendron is a globally distributed and extensive genus, comprising over 1000 species. In the southwestern mountains of China, there exists a remarkable diversity of Rhododendron, with Yunnan Province alone harboring more than 600 species. R. decorum Franch. has long been utilized by local communities for its medicinal and edible properties. However, the transcriptional regulation function, medicinal properties, and edibility characteristics of R. decorum Franch. currently lack a solid theoretical basis. Methods: Total RNA was extracted from leaves, corollas and androecium/gynoecium of R. decorum Franch. in Heqing county, followed by the construction of cDNA libraries and the de novo assembly of transcriptomes. Results: A total of 63,050 unigenes were extracted from the flowers and leaf organs of R. decorum Franch. Among these unigenes, 43,517 were predicted to be coding sequences, with 32,690 being effectively annotated. Differential gene expression enrichment was observed among different organs within their respective transcriptomes; notably floral organs exhibited significant defense against plant diseases along with signal transduction functions. Furthermore, during the flower harvesting period, all floral organs exhibited gene enrichment pathways associated with carbohydrate metabolism. Additionally, the stamen and pistil displayed flavonoid metabolism pathways, suggesting their potential applications as functional food or medicine. Conclusions: Our results shed light on plant–pathogen defense mechanisms and the molecular bias of flavonoids biosynthesis on flower organs during the flowering period, which might help to understand the consumption of R. decorum Franch. corollas by the Bai nationality of Heqing county. Full article
(This article belongs to the Special Issue Molecular Genetics and Multi-omics in Medicinal Plants)
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18 pages, 2236 KiB  
Article
Flame Combustion State Detection Method of Cement Rotary Furnace Based on Improved RE-DDPM and DAF-FasterNet
by Yizhuo Zhang, Zixuan Gu, Huiling Yu and Shen Shi
Appl. Sci. 2024, 14(22), 10640; https://doi.org/10.3390/app142210640 - 18 Nov 2024
Abstract
It is of great significance to effectively identify the flame-burning state of cement rotary kilns to optimize the calcination process and ensure the quality of cement. However, high-temperature and smoke-filled environments bring about difficulties with respect to accurate feature extraction and data acquisition. [...] Read more.
It is of great significance to effectively identify the flame-burning state of cement rotary kilns to optimize the calcination process and ensure the quality of cement. However, high-temperature and smoke-filled environments bring about difficulties with respect to accurate feature extraction and data acquisition. To address these challenges, this paper proposes a novel approach. First, an improved denoising diffusion probability model (RE-DDPM) is proposed. By applying a mask to the burning area and mixing it with the actual image in the denoising process, local diversity generation in the image was realized, and the problem of limited and uneven data was solved. Secondly, this article proposes the DAF-FasterNet model, which incorporates a deformable attention mechanism (DAS) and replaces the ReLU activation function with FReLU so that it can better focus on key flame features and extract finer spatial details. The RE-DDPM method exhibits faster convergence and lower FID scores, indicating that the generated images are more realistic. DAF-FasterNet achieves 98.9% training accuracy, 98.1% test accuracy, and a 22.3 ms delay, making it superior to existing methods in flame state recognition. Full article
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12 pages, 1823 KiB  
Article
The Study of Nitrogen and Phosphorus Removal Efficiency in Urbanized River Systems Using Artificial Wetland Systems with Different Substrates
by Ran Chi, Zhongqing Wei, Longcong Gong, Guosheng Zhang, Duo Wen and Weiying Li
Water 2024, 16(22), 3309; https://doi.org/10.3390/w16223309 (registering DOI) - 18 Nov 2024
Viewed by 3
Abstract
This study evaluated the effectiveness of five commercial substrates (zeolite, volcanic rock, gravel, magic rack, and ceramic pellets) in removing nitrogen (N) and phosphorus (P) from urban river systems using constructed wetlands. By employing X-ray CT and NGS technologies, we analyzed the physical [...] Read more.
This study evaluated the effectiveness of five commercial substrates (zeolite, volcanic rock, gravel, magic rack, and ceramic pellets) in removing nitrogen (N) and phosphorus (P) from urban river systems using constructed wetlands. By employing X-ray CT and NGS technologies, we analyzed the physical structure of the substrates and the microbial communities they harbor. The results indicated that volcanic rock and ceramic pellets, due to their high porosity and specific surface area, performed exceptionally well in nitrogen and phosphorus removal. Specifically, the microbial systems with these two substrates achieved ammonia nitrogen removal rates of 89.86% and 88.45%, total nitrogen removal rates of 78.78% and 74.97%, and total phosphorus removal rates of 92.67% and 80.82%, respectively, within a 7-day period. Furthermore, the microbial communities on volcanic rock and ceramic pellets were more diverse, which correlated with their high pollutant removal efficiency. The study further elucidated the synergistic role of substrate characteristics and microbial community structure and function in nitrogen and phosphorus removal, enhancing the understanding of the purification mechanisms in constructed wetlands. These findings provide a scientific basis for the ecological restoration of urban rivers and are significant for improving the quality of urban water environments. Full article
(This article belongs to the Section Water Quality and Contamination)
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28 pages, 2534 KiB  
Review
NMDA Receptors in Neurodevelopmental Disorders: Pathophysiology and Disease Models
by Roshan Tumdam, Yara Hussein, Tali Garin-Shkolnik and Shani Stern
Int. J. Mol. Sci. 2024, 25(22), 12366; https://doi.org/10.3390/ijms252212366 - 18 Nov 2024
Viewed by 41
Abstract
N-methyl-D-aspartate receptors (NMDARs) are critical components of the mammalian central nervous system, involved in synaptic transmission, plasticity, and neurodevelopment. This review focuses on the structural and functional characteristics of NMDARs, with a particular emphasis on the GRIN2 subunits (GluN2A-D). The diversity of GRIN2 [...] Read more.
N-methyl-D-aspartate receptors (NMDARs) are critical components of the mammalian central nervous system, involved in synaptic transmission, plasticity, and neurodevelopment. This review focuses on the structural and functional characteristics of NMDARs, with a particular emphasis on the GRIN2 subunits (GluN2A-D). The diversity of GRIN2 subunits, driven by alternative splicing and genetic variants, significantly impacts receptor function, synaptic localization, and disease manifestation. The temporal and spatial expression of these subunits is essential for typical neural development, with each subunit supporting distinct phases of synaptic formation and plasticity. Disruptions in their developmental regulation are linked to neurodevelopmental disorders, underscoring the importance of understanding these dynamics in NDD pathophysiology. We explore the physiological properties and developmental regulation of these subunits, highlighting their roles in the pathophysiology of various NDDs, including ASD, epilepsy, and schizophrenia. By reviewing current knowledge and experimental models, including mouse models and human-induced pluripotent stem cells (hiPSCs), this article aims to elucidate different approaches through which the intricacies of NMDAR dysfunction in NDDs are currently being explored. The comprehensive understanding of NMDAR subunit composition and their mutations provides a foundation for developing targeted therapeutic strategies to address these complex disorders. Full article
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26 pages, 2013 KiB  
Article
A Three-Party Dynamic Pricing Mechanism for Customized Data Products Based on the Stackelberg Game and Bargaining Model
by Yanfeng Chen, Minchao Liu, Jiayi Zhang, Aiping Tan and Yan Wang
Symmetry 2024, 16(11), 1540; https://doi.org/10.3390/sym16111540 - 18 Nov 2024
Viewed by 70
Abstract
In the era of big data, breaking down data silos to enable efficient data transactions has become essential, with the fairness and transparency of pricing mechanisms being paramount. This study addresses these challenges by introducing a novel tripartite pricing model for customized data [...] Read more.
In the era of big data, breaking down data silos to enable efficient data transactions has become essential, with the fairness and transparency of pricing mechanisms being paramount. This study addresses these challenges by introducing a novel tripartite pricing model for customized data products that integrates the Stackelberg and bargaining game frameworks. By designing distinct utility functions for buyers, sellers, and the platform, the model effectively aligns the varying objectives of each participant. A dynamic adjustment mechanism further enhances this model by adaptively recalibrating the guidance price and pricing range based on real-time updates to buyer budgets and seller offers, thus ensuring fairness and responsiveness throughout the negotiation process. Experimental simulations comprising 100 transaction rounds across diverse buyer–seller profiles validate the model’s effectiveness, achieving a transaction success rate of 92.70% with an average of 6.86 bargaining rounds. These findings underscore the model’s capacity to optimize transaction outcomes, promote pricing equity, and enhance bargaining efficiency. The proposed model has broad applications in sectors such as finance, healthcare, and e-commerce, where precise data pricing mechanisms are essential to maximize transactional value. Full article
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18 pages, 726 KiB  
Article
An Investigation of University Students’ Perceptions of Learning Management Systems: Insights for Enhancing Usability and Engagement
by Ahlam I. Almusharraf
Sustainability 2024, 16(22), 10037; https://doi.org/10.3390/su162210037 - 18 Nov 2024
Viewed by 123
Abstract
Learning management systems (LMS) have become central to modern education, enabling accessible, personalized, and engaging learning experiences. This study aims to investigate Saudi university students’ perception of LMS in order to explore the critical factors that shape their engagement, satisfaction, and acceptance of [...] Read more.
Learning management systems (LMS) have become central to modern education, enabling accessible, personalized, and engaging learning experiences. This study aims to investigate Saudi university students’ perception of LMS in order to explore the critical factors that shape their engagement, satisfaction, and acceptance of these platforms. Drawing from the existing literature that points out the usability challenges of LMS, this study hopes to derive actionable insights to optimize e-learning outcomes. Using Kelly’s repertory grid analysis technique, this study systematically captured and analyzed the personal constructs students associate with LMS, focusing on ease of use, interactivity, and content alignment with educational needs. A sample of 20 university students provided insights on their experiences with LMS features related to usability, functionality, and interactivity, which are critical to engagement. Findings indicate that ease of use is a major determinant of acceptance, along with interactivity and relevant content delivery that supports diverse learning preferences. The study identifies key elements to improve LMS platforms, fostering a more engaging digital learning environment and supporting students’ learning needs. The findings highlight the key aspects: usability of LMS and students’ satisfaction through user-friendly interfaces and interactive features. Institutions that incorporate student feedback into LMS development will likely see improved e-learning outcomes. This research contributes to a deeper understanding of LMS user perceptions and implies refinements that can align platforms with pedagogical demands in higher education. Full article
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16 pages, 1395 KiB  
Article
Effects of Rubber Plantation Restoration in National Parks on Plant Diversity and Soil Chemical Properties
by Chunyan Du, Donghai Li, Weifeng Wang, Xiaobo Yang, Zhixiang Wu, Chuan Yang, Yingying Zhang, Qingmao Fu and Dongling Qi
Diversity 2024, 16(11), 701; https://doi.org/10.3390/d16110701 (registering DOI) - 18 Nov 2024
Viewed by 106
Abstract
Plantations left for natural succession play a significant role in Tropical Rainforest National Parks. Studying the succession and restoration of plantations is crucial for achieving a park’s authenticity and integrity, as well as for maximizing its ecological functions. However, the changes in vegetation [...] Read more.
Plantations left for natural succession play a significant role in Tropical Rainforest National Parks. Studying the succession and restoration of plantations is crucial for achieving a park’s authenticity and integrity, as well as for maximizing its ecological functions. However, the changes in vegetation and soil properties during the natural succession of these decommissioned plantations remain unclear. In this study, we examined rubber [(Hevea brasiliensis (Willd. Ex A. Juss.) Muell. Arg] plantations in the Yinggeling area of the National Park of Hainan Tropical Rainforest. We used community surveys, field sampling, and soil property analyses to investigate the species richness, diversity, and species composition of the aboveground plant communities during three succession periods of rubber plantations left for natural succession, including 0 years (ZY), 3 years (TY), and 7 years (SY). The soil pH, total organic carbon, total nitrogen, total phosphorus, available phosphorus, nitrate nitrogen, ammonium nitrogen, and total potassium contents in the three succession periods were analyzed. These results showed that there were 92 species of understory plants in the decommissioned rubber plantations, belonging to 72 genera in 39 families. The highest number of understory plant species was found in the plantations with 3 years of natural succession, totaling 66 species from 49 genera in 29 families. The number of families, genera, and species followed the pattern TY > SY > ZY. The Margalef richness index (F), Simpson index (D), and Shannon–Wiener index (H) of understory plants in the 0-year succession plantations were significantly lower than those in the 3-year and 7-year succession plantations. However, there was no significant difference in the Pielou (EH) index among the succession gradients. The soil pH, nitrate nitrogen (NO3--N), and available phosphorus (AP) in the 0-year succession plantations were significantly higher than those in the 3-year and 7-year succession plantations. There were no significant differences in soil total nitrogen (TN), total phosphorus (TP), total organic carbon (TOC), and ammonium nitrogen (NH4+-N) across the three succession gradients. The soil total potassium (TK) in the 3-year succession plantations was significantly higher than that in the 0-year and 7-year succession plantations. Soil available phosphorus and total phosphorus (TP) were positively correlated with the Margalef index, Simpson index, Shannon–Wiener index, and Pielou index. The recovery rate of understory vegetation in decommissioned rubber plantations was faster than that of the soil. This indicates that the construction of the National Park of Hainan Tropical Rainforest has significantly promoted the recovery of the number of plant species and plant species diversity that have been left from rubber plantation operations. These findings not only deepen our understanding of soil property changes during the vegetation succession of artificial forests, particularly rubber plantations, but they also hold significant implications for guiding tropical forest management and sustainable development. Full article
(This article belongs to the Special Issue Biodiversity Conservation Planning and Assessment)
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15 pages, 6465 KiB  
Article
A Spectroscopic and In Silico Description of the Non-Covalent Interactions of Phthalic Acid Imide Derivatives with Deoxyribonucleic Acid—Insights into Their Binding Characteristics and Potential Applications
by Aleksandra Marciniak, Edward Krzyżak, Dominika Szkatuła, Krystian Mazurkiewicz and Aleksandra Kotynia
Molecules 2024, 29(22), 5422; https://doi.org/10.3390/molecules29225422 (registering DOI) - 17 Nov 2024
Viewed by 289
Abstract
The treatment of cancer represents one of the most significant challenges currently facing modern medicine. The search for new drugs that are effective in the treatment of patients is an ongoing endeavor. It is frequently the case that the molecular target of anticancer [...] Read more.
The treatment of cancer represents one of the most significant challenges currently facing modern medicine. The search for new drugs that are effective in the treatment of patients is an ongoing endeavor. It is frequently the case that the molecular target of anticancer drugs is a DNA molecule. The therapeutic effect of a drug is achieved by influencing the structure of a macromolecule or by inhibiting its function. Among the synthetic substances with potential anticancer effects, particular attention should be paid to phthalic acid imide derivatives. Three phthalimide derivatives are employed in the treatment of multiple myeloma: thalidomide, pomalidomide, and lenalidomide. Nevertheless, the search for new derivatives with a diverse range of biological activities is ongoing. In light of the above, the subject of our investigation is four non-toxic phthalic acid imide derivatives. The objective was to analyze the interaction of these compounds with DNA. The use of spectroscopic and in silico methods has enabled us to demonstrate that all of the tested analogs can act as ligands for deoxyribonucleic acid, forming non-covalent bonds with it. All four compounds tested interact with the ctDNA molecule, binding in its minor groove. The most stable complex is formed here between deoxyribonucleic acid and the C derivative, in which the -CF3 group is attached to the benzene ring. What is interesting and important, the described mechanism of action is analogous to that observed between ctDNA and thalidomide, pomalidomide, and lenalidomide. Full article
(This article belongs to the Section Bioorganic Chemistry)
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17 pages, 974 KiB  
Review
Chemical Composition, Bioactivities, and Applications of Spirulina (Limnospira platensis) in Food, Feed, and Medicine
by Maria P. Spínola, Ana R. Mendes and José A. M. Prates
Foods 2024, 13(22), 3656; https://doi.org/10.3390/foods13223656 (registering DOI) - 17 Nov 2024
Viewed by 428
Abstract
Spirulina (Limnospira platensis) is a microalga recognised for its rich nutritional composition and diverse bioactive compounds, making it a valuable functional food, feed, and therapeutic agent. This review examines spirulina’s chemical composition, including its high levels of protein, essential fatty acids, [...] Read more.
Spirulina (Limnospira platensis) is a microalga recognised for its rich nutritional composition and diverse bioactive compounds, making it a valuable functional food, feed, and therapeutic agent. This review examines spirulina’s chemical composition, including its high levels of protein, essential fatty acids, vitamins, minerals, and bioactive compounds, such as the phycocyanin pigment, polysaccharides, and carotenoids, in food, feed, and medicine. These compounds exhibit various biological activities, including antioxidant, anti-inflammatory, immunomodulatory, antiviral, anticancer, antidiabetic and lipid-lowering effects. Spirulina’s potential to mitigate oxidative stress, enhance immune function, and inhibit tumour growth positions it as a promising candidate for preventing chronic diseases. Additionally, spirulina is gaining interest in the animal feed sector as a promotor of growth performance, improving immune responses and increasing resistance to diseases in livestock, poultry, and aquaculture. Despite its well-documented health benefits, future research is needed to optimize production/cultivation methods, improve its bioavailability, and validate its efficacy (dose–effect relationship) and safety through clinical trials and large-scale human trials. This review underscores the potential of spirulina to address global health and nutrition challenges, supporting its continued application in food, feed, and medicine. Full article
(This article belongs to the Special Issue Microalgae in Food Systems: From Cultivation to Application)
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22 pages, 27622 KiB  
Article
Integrated Assessment of Security Risk Considering Police Resources
by Jieying Chen, Weihong Li, Yaxing Li and Yebin Chen
ISPRS Int. J. Geo-Inf. 2024, 13(11), 415; https://doi.org/10.3390/ijgi13110415 (registering DOI) - 16 Nov 2024
Viewed by 287
Abstract
The existing research on security risk often focuses on specific types of crime, overlooking an integrated assessment of security risk by leveraging existing police resources. Thus, we draw on crime geography theories, integrating public security business data, socioeconomic data, and spatial analysis techniques, [...] Read more.
The existing research on security risk often focuses on specific types of crime, overlooking an integrated assessment of security risk by leveraging existing police resources. Thus, we draw on crime geography theories, integrating public security business data, socioeconomic data, and spatial analysis techniques, to identify integrated risk points and areas by examining the distribution of police resources and related factors and their influence on security risk. The findings indicate that security risk areas encompass high-incidence areas of public security issues, locations with concentrations of dangerous individuals and key facilities, and regions with a limited police presence, characterized by dense populations, diverse urban functions, high crime probabilities, and inadequate supervision. While both police resources and security risk are concentrated in urban areas, the latter exhibits a more scattered distribution on the urban periphery, suggesting opportunities to optimize resource allocation by extending police coverage to risk hotspots lacking patrol stations. Notably, Level 1 security risk areas often coincide with areas lacking a police presence, underscoring the need for strategic resource allocation. By comprehensively assessing the impact of police resources and public security data on spatial risk distribution, this study provides valuable insights for public security management and police operations. Full article
27 pages, 4781 KiB  
Article
Mixed-Strategy Harris Hawk Optimization Algorithm for UAV Path Planning and Engineering Applications
by Guoping You, Yudan Hu, Chao Lian and Zhen Yang
Appl. Sci. 2024, 14(22), 10581; https://doi.org/10.3390/app142210581 - 16 Nov 2024
Viewed by 628
Abstract
This paper introduces the mixed-strategy Harris hawk optimization (MSHHO) algorithm as an enhancement to address the limitations of the conventional Harris hawk optimization (HHO) algorithm in solving complex optimization problems. HHO often faces challenges such as susceptibility to local optima, slow convergence, and [...] Read more.
This paper introduces the mixed-strategy Harris hawk optimization (MSHHO) algorithm as an enhancement to address the limitations of the conventional Harris hawk optimization (HHO) algorithm in solving complex optimization problems. HHO often faces challenges such as susceptibility to local optima, slow convergence, and inadequate precision in global solution-seeking. MSHHO integrates four innovative strategies to bolster HHO’s effectiveness in both local exploitation and global exploration. These include a positive charge repulsion strategy for diverse population initialization, a nonlinear decreasing parameter to heighten competitiveness, the introduction of Gaussian random walk, and mutual benefit-based position updates to enhance mobility and escape local optima. Empirical validation on 12 benchmark functions from CEC2005 and comparison with 10 established algorithms affirm MSHHO’s superior performance. Applications to three real-world engineering problems and UAV flight trajectory optimization further demonstrate MSHHO’s efficacy in overcoming complex optimization challenges. This study underscores MSHHO as a robust framework with enhanced global exploration capabilities, significantly improving convergence accuracy and speed in engineering applications. Full article
(This article belongs to the Special Issue Heuristic and Evolutionary Algorithms for Engineering Optimization)
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15 pages, 2677 KiB  
Article
CRISPR-Based Editing of the Medicago truncatula LEC1 Gene
by Elina A. Potsenkovskaia, Varvara E. Tvorogova, Veronika Y. Simonova, Zakhar S. Konstantinov, Anna S. Kiseleva, Andrew G. Matveenko, Anna V. Brynchikova and Ludmila A. Lutova
Plants 2024, 13(22), 3226; https://doi.org/10.3390/plants13223226 (registering DOI) - 16 Nov 2024
Viewed by 302
Abstract
Arabidopsis thaliana LEAFY COTYLEDON1 (LEC1) gene is shown to have numerous diverse functions in plant development, including the regulation of embryo morphogenesis and maturation, hypocotyl elongation, flowering transition, etc. However, the functions of LEC1 orthologs in different plant species have not been extensively studied. [...] Read more.
Arabidopsis thaliana LEAFY COTYLEDON1 (LEC1) gene is shown to have numerous diverse functions in plant development, including the regulation of embryo morphogenesis and maturation, hypocotyl elongation, flowering transition, etc. However, the functions of LEC1 orthologs in different plant species have not been extensively studied. In this study, we obtained a line of Medicago truncatula, a model leguminous plant, carrying the loss-of-function mutation in the MtLEC1 (MtNF-YB10) gene, orthologous to LEC1, using the Clustered Regularly Interspaced Short Palindromic Repeats/CRISPR-associated proteins (CRISPR/Cas9) genome editing system. Edited plants with loss of MtNF-YB10 function did not demonstrate any severe abnormalities during their normal growth and gave viable seeds, but their capability for somatic embryogenesis in vitro was dramatically reduced. The T1 progeny of unedited plants with a Cas9-gRNA cassette insertion was also analyzed based on the suggestion that editing could occur during seed formation. However, no edited plants were found in the T1 generation. These results suggest divergent functions of LEC1 orthologs and make it possible to investigate potential specific MtNF-YB10 functions. Full article
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