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Authors = Renjie Xu

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25 pages, 8728 KiB  
Article
Trans-Sodium Crocetinate Ameliorates High-Altitude Acute Lung Injury via Modulating EGFR/PI3K/AKT/NF-κB Signaling Axis
by Keke Liang, Yanlin Ta, Liang Xu, Shuhe Ma, Renjie Wang, Chenrong Xiao, Yue Gao and Maoxing Li
Nutrients 2025, 17(15), 2406; https://doi.org/10.3390/nu17152406 - 23 Jul 2025
Viewed by 401
Abstract
Objectives: Saffron, a traditional Chinese medicine, is renowned for its pharmacological effects in promoting blood circulation, resolving blood stasis, regulating menstruation, detoxification, and alleviating mental disturbances. Trans-crocetin, its principal bioactive component, exhibits significant anti-hypoxic activity. The clinical development and therapeutic efficacy of [...] Read more.
Objectives: Saffron, a traditional Chinese medicine, is renowned for its pharmacological effects in promoting blood circulation, resolving blood stasis, regulating menstruation, detoxification, and alleviating mental disturbances. Trans-crocetin, its principal bioactive component, exhibits significant anti-hypoxic activity. The clinical development and therapeutic efficacy of trans-crocetin are limited by its instability, poor solubility, and low bioavailability. Conversion of trans-crocetin into trans-sodium crocetinate (TSC) enhances its solubility, stability, and bioavailability, thereby amplifying its anti-hypoxic potential. Methods: This study integrates network pharmacology with in vivo and in vitro validation to elucidate the molecular targets and mechanisms underlying TSC’s therapeutic effects against high-altitude acute lung injury (HALI), aiming to identify novel treatment strategies. Results: TSC effectively reversed hypoxia-induced biochemical abnormalities, ameliorated lung histopathological damage, and suppressed systemic inflammation and oxidative stress in HALI rats. In vitro, TSC mitigated CoCl2-induced hypoxia injury in human pulmonary microvascular endothelial cells (HPMECs) by reducing inflammatory cytokines, oxidative stress, and ROS accumulation while restoring mitochondrial membrane potential. Network pharmacology and pathway analysis revealed that TSC primarily targets the EGFR/PI3K/AKT/NF-κB signaling axis. Molecular docking and dynamics simulations demonstrated stable binding interactions between TSC and key components of this pathway. ELISA and RT-qPCR confirmed that TSC significantly downregulated the expression of EGFR, PI3K, AKT, NF-κB, and their associated mRNAs. Conclusions: TSC alleviates high-altitude hypoxia-induced lung injury by inhibiting the EGFR/PI3K/AKT/NF-κB signaling pathway, thereby attenuating inflammatory responses, oxidative stress, and restoring mitochondrial function. These findings highlight TSC as a promising therapeutic agent for HALI. Full article
(This article belongs to the Special Issue Natural Active Compounds in Inflammation and Metabolic Diseases)
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28 pages, 5368 KiB  
Review
Endo/Lysosomal-Escapable Lipid Nanoparticle Platforms for Enhancing mRNA Delivery in Cancer Therapy
by Jiapeng Wang, Renjie Chen, Yongyi Xie, Xuanting Qin, You Zhou and Chuanshan Xu
Pharmaceutics 2025, 17(7), 803; https://doi.org/10.3390/pharmaceutics17070803 - 20 Jun 2025
Viewed by 1663
Abstract
mRNA-based drug development is revolutionizing tumor therapies by enabling precise cancer immunotherapy, tumor suppressor gene restoration, and genome editing. However, the success of mRNA therapies hinges on efficient delivery systems that can protect mRNA from degradation and facilitate its release into the cytoplasm [...] Read more.
mRNA-based drug development is revolutionizing tumor therapies by enabling precise cancer immunotherapy, tumor suppressor gene restoration, and genome editing. However, the success of mRNA therapies hinges on efficient delivery systems that can protect mRNA from degradation and facilitate its release into the cytoplasm for translation. Despite the emergence of lipid nanoparticles (LNPs) as a clinically advanced platform for mRNA delivery, the efficiency of endo/lysosomal escape still represents a substantial bottleneck. Here, we summarize the intracellular fate of mRNA-loaded LNPs, focusing on their internalization pathways and processing within the endo-lysosomal system. We also discuss the impact of endo-lysosomal processes on mRNA delivery and explore potential strategies to improve mRNA escape from endo-lysosomal compartments. This review focuses on molecular engineering strategies to enhance LNP-mediated endo/lysosomal escape by optimizing lipid composition, including ionizable lipids, helper lipids, cholesterol, and PEGylated lipids. Additionally, ancillary enhancement strategies such as surface coating and shape management are discussed. By comprehensively integrating mechanistic insights into the journey of LNPs within the endo-lysosome system and recent advances in lipid chemistry, this review offers valuable inspiration for advancing mRNA-based cancer therapies by enabling robust protein expression. Full article
(This article belongs to the Special Issue Cancer Gene Therapy with Non-Viral Nanocarriers, 2nd Edition)
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15 pages, 5235 KiB  
Article
Sb2S3/Sb2O3 Heterojunction for Improving Photoelectrochemical Properties of Sb2S3 Thin Films
by Honglei Tan, Jia Yang, Zhaofeng Cui, Renjie Tan, Teng Li, Baoqiang Xu, Shaoyuan Li and Bin Yang
Metals 2025, 15(5), 478; https://doi.org/10.3390/met15050478 - 24 Apr 2025
Viewed by 519
Abstract
We prepared antimony metal films via electrodeposition, followed by the synthesis of Sb2S3 films through a chemical vapor phase reaction. Finally, an Sb2O3 film was deposited onto the Sb2S3 film using a chemical bath [...] Read more.
We prepared antimony metal films via electrodeposition, followed by the synthesis of Sb2S3 films through a chemical vapor phase reaction. Finally, an Sb2O3 film was deposited onto the Sb2S3 film using a chemical bath method, successfully constructing a heterojunction photocathode of Sb2S3/Sb2O3; the synthesized Sb2S3/Sb2O3 heterojunction is classified as a Type I heterostructure. The resulting Sb2S3/Sb2O3 heterojunction exhibited a photocurrent density of −0.056 mA cm−2 at −0.15 V (vs. RHE), which is 1.40 times higher than that of Sb2S3 alone under simulated solar illumination. Additionally, the Sb2S3/Sb2O3 heterojunction demonstrated a lower carrier recombination rate and a faster charge transfer rate compared to Sb2S3, as evidenced by photoluminescence and electrochemical impedance spectroscopy tests. For these reasons, the Sb2S3/Sb2O3 heterojunction obtained a hydrogen precipitation rate of 0.163mL cm−2 h−1, which is twice the hydrogen precipitation rate of Sb2S3, under the condition of 60 min of light exposure. The significant enhancement in photoelectrochemical performance is attributed to the formation of the Sb2S3/Sb2O3 heterojunction, which improves both carrier separation and charge transfer efficiency. This heterojunction strategy holds promising potential for visible light-driven photoelectrochemical water splitting. Full article
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10 pages, 2336 KiB  
Article
Effect of the Occurrence State of Dodecylamine on the Adsorption Behavior of Calcium Sulfate Dihydrate and Silica
by Xu Li, Renjie Chen and Lan Xiang
Minerals 2025, 15(4), 413; https://doi.org/10.3390/min15040413 - 14 Apr 2025
Viewed by 519
Abstract
In this work, the effects of dodecylamine storage state on the adsorption behavior of calcium sulfate dihydrate and silica were systematically investigated by using Raman detection, solution equilibrium calculation, and calculation based on density functional theory. The results show that the selective adsorption [...] Read more.
In this work, the effects of dodecylamine storage state on the adsorption behavior of calcium sulfate dihydrate and silica were systematically investigated by using Raman detection, solution equilibrium calculation, and calculation based on density functional theory. The results show that the selective adsorption behavior of dodecylamine with calcium sulfate dihydrate and silica is closely related to its occurrence state. The adsorption of dodecylamine in the ionic state with calcium sulfate dihydrate and silica is dominated by the strong electrostatic adsorption between the H-O atoms under acidic conditions, while that of dodecylamine in the molecular state is dominated by the weak electrostatic adsorption between the Ca-N or Si-N atoms under alkaline conditions. Finally, by comparing the distribution coefficients and adsorption energies of the ionic/molecular states of dodecylamine with the change in pH, the reason why dodecylamine adsorbs calcium sulfate dihydrate more readily under acidic conditions was explained at the atomic level. Full article
(This article belongs to the Section Mineral Processing and Extractive Metallurgy)
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1 pages, 134 KiB  
Correction
Correction: Xu et al. The Effect of the National Specially Monitored Firms Program on Water-Polluting Firms’ Green Total Factor Productivity. Sustainability 2024, 16, 8049
by Kefan Xu, Peng Yuan, Guangjie Wang and Renjie Yu
Sustainability 2024, 16(22), 9863; https://doi.org/10.3390/su16229863 - 12 Nov 2024
Viewed by 896
Abstract
The authors would like to make the following corrections to the published paper [...] Full article
20 pages, 1219 KiB  
Article
The Effect of the National Specially Monitored Firms Program on Water-Polluting Firms’ Green Total Factor Productivity
by Kefan Xu, Peng Yuan, Guangjie Wang and Renjie Yu
Sustainability 2024, 16(18), 8049; https://doi.org/10.3390/su16188049 - 14 Sep 2024
Cited by 1 | Viewed by 1153 | Correction
Abstract
Since 2007, the National Specially Monitored Firms (NSMF) program has been a key instrument in the Chinese government’s environmental regulation efforts and a crucial approach for achieving sustainable development in China. There is limited literature examining its effect on green total factor productivity [...] Read more.
Since 2007, the National Specially Monitored Firms (NSMF) program has been a key instrument in the Chinese government’s environmental regulation efforts and a crucial approach for achieving sustainable development in China. There is limited literature examining its effect on green total factor productivity (GTFP). This study investigates the effect of this policy on water-polluting firms’ GTFP using pollution discharge data from Chinese industrial firms and employing a time-varying difference-in-differences model. The findings illustrate that (1) the NSMF program significantly enhances the GTFP of water-polluting firms, primarily by promoting technological progress; (2) the NSMF program advances water-polluting firms’ GTFP through three channels: alleviating financing constraints, improving human capital, enhancing pollution treatment technologies. This study provides empirical evidence on the effectiveness of the NSMF program, offering valuable insights for the formulation of command-and-control environmental regulations and the pursuit of sustainable social development in the future. Full article
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20 pages, 1428 KiB  
Article
School Bullying, Bystander Behavior, and Mental Health among Adolescents: The Mediating Roles of Self-Efficacy and Coping Styles
by Xu Wang, Leiyu Shi, Yunzhi Ding, Bowen Liu, Hongbao Chen, Wei Zhou, Renjie Yu, Peiyun Zhang, Xin Huang, Yong Yang and Zhijun Wu
Healthcare 2024, 12(17), 1738; https://doi.org/10.3390/healthcare12171738 - 31 Aug 2024
Cited by 6 | Viewed by 5143
Abstract
While numerous studies have revealed the impact of different bullying behaviors, such as victimization and perpetration, on the psychological development of adolescents, the exploration of the correlates of positive/negative bystander behaviors and their potential underlying mechanisms remains scarce in China. The present study [...] Read more.
While numerous studies have revealed the impact of different bullying behaviors, such as victimization and perpetration, on the psychological development of adolescents, the exploration of the correlates of positive/negative bystander behaviors and their potential underlying mechanisms remains scarce in China. The present study aims to compare the relationships between mental health and positive versus negative bystander behavior and to clarify whether self-efficacy and coping styles mediate the relationships between mental health and bullying dynamics. The current study was conducted on 11,734 students from 18 secondary schools in Suzhou, China (Meanage = 15.00, SDage = 1.47; 53.8% boys). The information on bullying victimization, perpetration, positive/negative bystander behaviors, as well as self-efficacy, coping styles and mental health variables (including depression, anxiety, sleep disturbance, suicide risk), were collected. Negative bystander behavior was positively associated with mental health problems, while positive bystander behavior was negatively associated with these factors. Also, further analysis showed that coping styles and self-efficacy mediated the relationship between different bullying behaviors and mental health outcomes. The results highlighted the comparison of the correlates of positive and negative bystander behaviors, which were comparably crucial to those of victims and perpetrators for prevention and intervention efforts. Promoting adaptive coping styles and self-efficacy to buffer the deleterious psychological consequences of bullying behavior in adolescents was also important. Full article
(This article belongs to the Special Issue Promoting Mental Health in School and Community Settings)
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18 pages, 6794 KiB  
Article
Monitoring and Analysis of Prestress Loss in Prestressed Box Girder Bridges Strengthened with External Prestressing
by Haoran Guo, Jing Yang, Renjie Tang, Caiqian Yang and Fu Xu
Sensors 2024, 24(14), 4549; https://doi.org/10.3390/s24144549 - 13 Jul 2024
Cited by 2 | Viewed by 1933
Abstract
To investigate the effects of long-term prestress loss on concrete box girders strengthened with external prestressing, a large-span box girder, in service for over 20 years and strengthened with external prestressing, was monitored for four months. Prestress loss in the longitudinal, vertical, and [...] Read more.
To investigate the effects of long-term prestress loss on concrete box girders strengthened with external prestressing, a large-span box girder, in service for over 20 years and strengthened with external prestressing, was monitored for four months. Prestress loss in the longitudinal, vertical, and transverse directions of the box girder was calculated according to Chinese code requirements. Magnetic flux rope force transducers were used to monitor the prestress loss in the external prestressing cables. Fiber Bragg Grating (FBG) sensors were used to monitor deflection changes at the mid-span of the bridge. Finally, the effect of prestress loss in the longitudinal, vertical, and transverse tendons on mid-span deflection was investigated through simulations using ABAQUS software. The results show that instantaneous prestress loss accounts for most of the total loss compared to long-term loss, and that longitudinal prestress loss has the most significant effect on mid-span deflection. The impact of longitudinal prestress loss on deflection before and after strengthening was also compared. The downward deflection and up-ward arch caused by longitudinal tendon prestress loss were reduced after strengthening, con-firming the effectiveness of the external prestressing method. Full article
(This article belongs to the Section Physical Sensors)
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25 pages, 3602 KiB  
Article
Real-Time Simulation System for Small Scale Regional Integrated Energy Systems
by Wei Jiang, Renjie Qi, Song Xu and Seiji Hashimoto
Energies 2024, 17(13), 3211; https://doi.org/10.3390/en17133211 - 29 Jun 2024
Cited by 2 | Viewed by 1237
Abstract
Regional Integrated Energy Systems (RIESs) integrate wide spectrum of energy sources and storage with optimized energy management and further pollution reduction. This paper presents a real-time simulation system for RIESs powered by multiple digital signal processors (DSPs) with different means of data exchange. [...] Read more.
Regional Integrated Energy Systems (RIESs) integrate wide spectrum of energy sources and storage with optimized energy management and further pollution reduction. This paper presents a real-time simulation system for RIESs powered by multiple digital signal processors (DSPs) with different means of data exchange. The RIES encompasses the DC microgrid (DMG), the district heat network (DHN), and the natural gas network (NGN). To realize multi-energy flow simulation, averaged switch models are investigated for different types of device-level units in the DMG, and the unified energy path method is used to build circuit-dual models of the DHN and NGN. A hierarchical island strategy (HIS) and a multi-energy dispatch strategy (MEDS) are proposed to enhance the energy flow control and operating efficiency. The two-layer HIS can adjust the operating status of device-level units in real time to achieve bus voltage stability in the DMG; MEDS uses energy conversion devices to decouple multi-energy flows and adopts the decomposed flow method to calculate the flow results for each network. The real-time simulation hardware platform is built, and both electricity-led and thermal-led experiments are carried out to verify the accuracy of models and the effectiveness of the proposed strategy. The proposed system with an energy management strategy aims to provide substantial theoretical and practical contributions to the control and simulation of RIESs, thus supporting the advancement of integrated energy systems. Full article
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2 pages, 925 KiB  
Correction
Correction: Liu et al. RANBP2 Activates O-GlcNAcylation through Inducing CEBPα-Dependent OGA Downregulation to Promote Hepatocellular Carcinoma Malignant Phenotypes. Cancers 2021, 13, 3475
by Xiaoming Liu, Xingyu Chen, Mengqing Xiao, Yuxing Zhu, Renjie Gong, Jianye Liu, Qinghai Zeng, Canxia Xu, Xiong Chen, Fen Wang and Ke Cao
Cancers 2024, 16(5), 1018; https://doi.org/10.3390/cancers16051018 - 29 Feb 2024
Cited by 1 | Viewed by 1240
Abstract
In the original publication [...] Full article
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14 pages, 3627 KiB  
Article
Polypyrrole/α-Fe2O3 Hybrids for Enhanced Electrochemical Sensing Performance towards Uric Acid
by Renjie Wang, Shanshan Liu, Xudong Song, Kai Jiang, Yaohui Hou, Qiaohuan Cheng, Wei Miao, Li Tian, Ying Ren and Sankui Xu
Coatings 2024, 14(2), 227; https://doi.org/10.3390/coatings14020227 - 15 Feb 2024
Cited by 10 | Viewed by 2241
Abstract
Uric acid, a metabolite formed by the oxidation of purines in the human body, plays a crucial role in disease development when its metabolism is altered. Various techniques have been employed for uric acid analysis, with electrochemical sensing emerging as a sensitive, selective, [...] Read more.
Uric acid, a metabolite formed by the oxidation of purines in the human body, plays a crucial role in disease development when its metabolism is altered. Various techniques have been employed for uric acid analysis, with electrochemical sensing emerging as a sensitive, selective, affordable, rapid, and simple approach. In this study, we developed a polymer-based sensor (PPy/α-Fe2O3) for the accurate determination of uric acid levels. The PPy/α-Fe2O3 hybrids were synthesized using an uncomplicated in situ growth technique. Characterization of the samples was performed using scanning electron microscopy (SEM), Fourier transform infrared spectroscopy (FT-IR), X-ray powder diffraction (XRD), and X-ray photoelectron spectroscopy (XPS). The electrochemical sensing performance towards uric acid was evaluated through cyclic voltammetry (CV) and differential pulse voltammetry (DPV). The obtained results demonstrated that the sensor exhibited excellent sensitivity towards uric acid detection within a wide range of 5–200 μM with a limit of detection (LOD) as low as 1.349 μM. Furthermore, this work elucidated the underlying sensing mechanism and highlighted the pivotal role played by PPy/α-Fe2O3 hybrids in enabling efficient uric acid sensing applications using electrochemical sensors. Full article
(This article belongs to the Special Issue Advances in Electrochemical Sensors and Biosensors)
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24 pages, 8535 KiB  
Article
A Study of a Two-Phase Heat Transfer Mechanism in a Vertical Sintering Cooling Furnace
by Weihui Xu, Qinbao Wang, Juan Zhen, Weishu Wang, Yan Peng, Boyan Tian, Yushuai Ruan and Renjie Li
Energies 2024, 17(3), 761; https://doi.org/10.3390/en17030761 - 5 Feb 2024
Cited by 1 | Viewed by 1367
Abstract
In order to explore the law of gas–solid countercurrent cooling heat transfer in a vertical sinter cooling furnace at a high temperature, based on the Euler model and the local non-thermodynamic equilibrium theory, an exergy efficiency model was built to evaluate the heat [...] Read more.
In order to explore the law of gas–solid countercurrent cooling heat transfer in a vertical sinter cooling furnace at a high temperature, based on the Euler model and the local non-thermodynamic equilibrium theory, an exergy efficiency model was built to evaluate the heat transfer process in the vertical sinter cooling furnace with different parameter changes. It was found that the inlet temperature of cooling air and sinter inlet temperature are the main factors affecting the temperature field and gas–solid heat transfer characteristics in the furnace. Under the conditions of each parameter, the cooling air temperature presents a radial “M” shape distribution. The axial cooling section is the most intense area of gas–solid heat transfer, and this part has the best heat transfer effect. When the inlet temperature of cooling air and the inlet temperature of sinter increase, the outlet temperature of sinter and the outlet temperature of cooling air increase. When the sinter equivalent diameter increases, the cooling air outlet temperature decreases gradually, while the sinter outlet temperature increases gradually. When the diameter and height of the cooling section increase, respectively, the outlet temperature of the sinter decreases and the outlet temperature of the cooling air increases. Based on dimensional analysis, the heat transfer correlation formula suitable for certain test conditions is obtained. Full article
(This article belongs to the Section J1: Heat and Mass Transfer)
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14 pages, 4695 KiB  
Article
On the Similarity Relationship between the Structural-Steel Prototype and the 304-Stainless-Steel Dynamic Scale Model
by Jie Xu, Guangyong Wang and Renjie Liu
Buildings 2023, 13(12), 2966; https://doi.org/10.3390/buildings13122966 - 28 Nov 2023
Cited by 1 | Viewed by 1356
Abstract
Due to the size limitations of shaking tables, dynamic scale models of large-span space structures for engineering have small cross-sections and thin wall thicknesses. It is difficult to use the structural steels commonly used in prototypes to make dynamic scale models. In this [...] Read more.
Due to the size limitations of shaking tables, dynamic scale models of large-span space structures for engineering have small cross-sections and thin wall thicknesses. It is difficult to use the structural steels commonly used in prototypes to make dynamic scale models. In this paper, 304 stainless steel is proposed for making the scale model, and the similarity relationship between the structural-steel prototype and the 304-stainless-steel dynamic scale model was studied. Firstly, a uniaxial test was conducted to study the elastic modulus similarity and the yielding stress similarity. The test results demonstrated that the elastic modulus similarity ratio was 1:1, and the stress similarity ratios of the 304 stainless steel and the three typical structural steels were 1:1 (Q235 steel), 1:1.5 (Q355 steel) and 1:1.8 (Q420 steel). Then, the similarities of other variables were derived using the dimensional analysis method. In the end, a numerical analysis was conducted to verify the similarity relationship between the structural-steel prototype and the 304-stainless-steel dynamic scale model. In the numerical analysis, a single-layer spherical reticulated shell structure and a dynamic scale model with a length similarity ratio of 1:20 were established by using the ABAQUS 2021 software, and the node displacement, the element internal force and natural vibration characteristics were analyzed. The results show that standard deviations of the displacements, the internal forces and the natural vibration frequencies between the prototype and the scale model were within 5%. It turns out that the proposed similarity between the structural-steel prototype and the 304-stainless-steel dynamic scale model was applicable in the elastic stage. The findings provide a reference for designing a dynamic scale model of large-span space structures for engineering by using 304 stainless steel. Full article
(This article belongs to the Section Building Structures)
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16 pages, 4039 KiB  
Article
Regulatory Mechanism of Peroxisome Number Reduction Caused by FgPex4 and FgPex22-like Deletion in Fusarium graminearum
by Chunjie Liu, Zhuoyu Bi, Hao Xu, Renjie Zhang, Jiayi Wang, Yuancun Liang, Li Zhang and Jinfeng Yu
J. Fungi 2023, 9(11), 1083; https://doi.org/10.3390/jof9111083 - 6 Nov 2023
Viewed by 1608
Abstract
Peroxisomes are single-membrane-bound organelles that play critical roles in eukaryotic cellular functions. Peroxisome quantity is a key factor influencing the homeostasis and pathogenic processes of pathogenic fungi. The aim of the present study was to investigate the underlying mechanisms of the reduction in [...] Read more.
Peroxisomes are single-membrane-bound organelles that play critical roles in eukaryotic cellular functions. Peroxisome quantity is a key factor influencing the homeostasis and pathogenic processes of pathogenic fungi. The aim of the present study was to investigate the underlying mechanisms of the reduction in number of peroxisomes in Fusarium graminearum consequent to FgPex4 and FgPex22-like deletion. The number of peroxisomes decreased by 40.55% and 39.70% when FgPex4 and FgPex22-like, respectively, were absent. Peroxisome biogenesis-related proteins, as well as inheritance- and division-related dynamin-like proteins were reduced at the transcriptional level in the mutant strains. In addition, the degree of pexophagy was intensified and the accumulation of ubiquitinated FgPex5 was also increased in F. graminearum when FgPex4 or FgPex22-like was absent. The findings suggest that FgPex4 and FgPex22-like influence the number of peroxisomes by influencing peroxisome biogenesis and pexophagy. Full article
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18 pages, 8656 KiB  
Article
A High-Precision Ensemble Model for Forest Fire Detection in Large and Small Targets
by Jiachen Qian, Di Bai, Wanguo Jiao, Ling Jiang, Renjie Xu, Haifeng Lin and Tian Wang
Forests 2023, 14(10), 2089; https://doi.org/10.3390/f14102089 - 18 Oct 2023
Cited by 7 | Viewed by 2379
Abstract
Forest fires are major forestry disasters that cause loss of forest resources, forest ecosystem safety, and personal injury. It is often difficult for current forest fire detection models to achieve high detection accuracy on both large and small targets at the same time. [...] Read more.
Forest fires are major forestry disasters that cause loss of forest resources, forest ecosystem safety, and personal injury. It is often difficult for current forest fire detection models to achieve high detection accuracy on both large and small targets at the same time. In addition, most of the existing forest fire detection models are single detection models, and using only a single model for fire detection in a complex forest environment has a high misclassification rate, and the accuracy rate needs to be improved. Aiming at the above problems, this paper designs two forest fire detection models (named WSB and WSS) and proposes an integrated learning-based forest fire detection model (named WSB_WSS), which also obtains high accuracy in the detection of forest fires with large and small targets. In order to help the model predict the location and size of forest fire targets more accurately, a new edge loss function, Wise-Faster Intersection over Union (WFIoU), is designed in this paper, which effectively improves the performance of the forest fire detection algorithm. The WSB model introduces the Simple-Attention-Module (SimAM) attention mechanism to make the image feature extraction more accurate and introduces the bi-directional connectivity and cross-layer feature fusion to enhance the information mobility and feature expression ability of the feature pyramid network. The WSS model introduces the Squeeze-and-Excitation Networks (SE) attention mechanism so that the model can pay more attention to the most informative forest fire features and suppress unimportant features, and proposes Spatial Pyramid Pooling-Fast Cross Stage Partial Networks (SPPFCSPC) to enable the network to extract features better and speed up the operation of the model. The experimental findings demonstrate that the WSB model outperforms other approaches in the context of identifying forest fires characterized by small-scale targets, achieving a commendable accuracy rate of 82.4%, while the WSS model obtains a higher accuracy of 92.8% in the identification of large target forest fires. Therefore, in this paper, a more efficient forest fire detection model, WSB_WSS, is proposed by integrating the two models through the method of Weighted Boxes Fusion (WBF), and the accuracy of detecting forest fires characterized by small-scale targets attains 83.3%, while for forest fires with larger dimensions, the accuracy reaches an impressive 93.5%. This outcome effectively leverages the strengths inherent in both models, consequently achieving the dual objective of high-precision detection for both small and large target forest fires concurrently. Full article
(This article belongs to the Special Issue Integrated Measurements for Precision Forestry)
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