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Semi-Analytical Closed-Form Solutions of the Ball–Plate Problem 球板问题的半解析封闭式解法
IF 3.5 4区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-09-13 DOI: 10.3390/pr12091977
Remus-Daniel Ene, Nicolina Pop
Mathematical models and numerical simulations are necessary to understand the dynamical behaviors of complex systems. The aim of this work is to investigate closed-form solutions for the ball–plate problem considering a system derived from an optimal control problem for ball–plate dynamics. The nonlinear properties of ball and plate control system are presented in this work. To semi-analytically solve this system, we explored a second-order nonlinear differential equation. Consequently, we obtained the approximate closed-form solutions by the Optimal Parametric Iteration Method (OPIM) using only one iteration. A comparison between the analytical and corresponding numerical procedures reflects the advantages of the first one. The accordance between the obtained results and the numerical ones highlights that the procedure used is accurate, effective, and good to implement in applications such as sliding mode control to the ball-and-plate problem.
要理解复杂系统的动力学行为,数学模型和数值模拟必不可少。这项工作的目的是研究球-板问题的闭式解,考虑到从球-板动力学最优控制问题衍生出的系统。本研究介绍了球和板控制系统的非线性特性。为了对该系统进行半解析求解,我们探索了一个二阶非线性微分方程。因此,我们通过最优参数迭代法(OPIM)只用一次迭代就得到了近似闭式解。分析程序和相应数值程序之间的比较反映了前者的优势。所得结果与数值结果的一致性突出表明,所使用的程序是精确、有效的,并能很好地应用于球-板问题的滑模控制。
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引用次数: 0
Innovative and Patented Liposome-Based Drug Carriers 创新型专利脂质体药物载体
IF 3.5 4区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-09-13 DOI: 10.3390/pr12091970
Snežana Ilić-Stojanović, Suzana Cakić, Nada Nikolić, Slobodan Petrović
Liposome-based drug carriers are multipurpose colloidal drug delivery systems developed mainly for targeted therapy. Researchers have expanded their research on liposomes due to their unique characteristics (e.g., non-toxicity, biodegradability, biocompatibility, and non-immunogenicity). This review summarizes historical advances, from the first scientific papers and patents to the latest inventive solutions, in the field of liposome-based drug carriers and their production processes. Various bibliometric studies on the use of liposomes as drug carriers have been published; nevertheless, they focus on published scientific works rather than patent documents. Patent information is important for the pharmaceutical, nutraceutical, and cosmetic industries because technical knowledge in patent documentation is often not published in any other document. The research in this review was conducted using the Espacenet—European Patent Office database, with keywords and classification codes defined by the International Patent Classification. Innovative formulations, including the usage and administration route, are broadly researched to produce effective and safe drug delivery systems with negligible side effects. Global patenting trends in liposome drug carriers’ production process were also discussed, and this evaluation unifies up-to-date development in this field. Patent database reviews and analyses could help as inspiration for future investigations as well as for problem-solving resources.
脂质体药物载体是一种多用途胶体给药系统,主要用于靶向治疗。由于脂质体的独特特性(如无毒性、生物降解性、生物相容性和非免疫原性),研究人员扩大了对脂质体的研究。本综述总结了脂质体药物载体及其生产工艺领域的历史进展,包括从最初的科学论文和专利到最新的创造性解决方案。有关脂质体作为药物载体的各种文献计量学研究已经出版,但这些研究侧重于已出版的科学著作,而不是专利文件。专利信息对制药、营养保健品和化妆品行业非常重要,因为专利文献中的技术知识通常不会在任何其他文献中公布。本综述的研究使用了 Espacenet-欧洲专利局数据库,并使用了国际专利分类所定义的关键词和分类代码。对创新配方(包括用法和给药途径)进行了广泛研究,以生产出有效、安全且副作用微乎其微的给药系统。此外,还讨论了脂质体药物载体生产工艺的全球专利趋势,此次评估统一了该领域的最新发展。专利数据库的审查和分析有助于启发未来的研究,并为解决问题提供资源。
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引用次数: 0
Understanding Perforation Detonation Failure Mechanisms Based on Physicochemical Detection and Simulation Modeling 基于物理化学检测和模拟建模了解穿孔引爆失效机理
IF 3.5 4区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-09-13 DOI: 10.3390/pr12091971
Chaofeng Chen, Xihe Liu, Dong Ruan, Xueru Chen, Xiangtong Yang, Kun Ning, Zhilong Lian
With advancements in the exploration and development of deep and ultra-deep oil and gas resources, the number of ultra-deep wells continues to rise globally. This trend places higher demands on testing technology. The combined perforating and testing technique, an established method for deep and ultra-deep wells, faces challenges. Frequent test operation failures due to perforation detonation failure increase down-hole complexity, restricting the timeliness of testing operations. Current methods use mechanical calibration software to calculate the minimum safety factor of the tubing string for safety assessments. However, without a thorough understanding of perforation detonation failure theory, existing mechanical analysis software remains unreliable for assessing well safety during operations. Simply using the safety factor method lacks reliability and cannot explain the causes of perforation detonation failure. This paper examines an ultra-deep well, referred to as TW1, to analyze perforation detonation failure mechanisms. Through metal microstructure examinations, chemical composition analysis, electron microscope scanning, and numerical simulation, the study yields the following insights: (1) The packer mandrel of Well TW1 fractured due to overstress from the detonation waves. (2) Detonation wave propagation patterns along the tubing string during perforation become apparent. (3) Simulation methods reconstruct the perforation detonation process, calculating effective stress at different tubing string positions over time. (4) It introduces an innovative approach for assessing perforation detonation failure mechanisms through a combination of laboratory testing and simulation modeling.
随着深层和超深层油气资源勘探和开发的进展,全球超深井的数量不断增加。这一趋势对测试技术提出了更高的要求。射孔与测试相结合的技术是深井和超深井的既定方法,但也面临着挑战。由于射孔起爆失败导致的测试操作失败频发,增加了井下的复杂性,限制了测试操作的及时性。目前的方法使用机械校准软件来计算油管串的最小安全系数,以进行安全评估。然而,由于对射孔爆破失效理论缺乏透彻的了解,现有的机械分析软件在评估作业期间的油井安全方面仍然不可靠。简单地使用安全系数方法缺乏可靠性,也无法解释射孔起爆失效的原因。本文研究了一口超深井(简称 TW1),以分析射孔爆燃失效机理。通过金属微观结构检查、化学成分分析、电子显微镜扫描和数值模拟,研究得出以下结论:(1)TW1 井的封隔器芯轴因引爆波产生的过应力而断裂。(2) 在射孔过程中,引爆波沿油管串的传播模式变得明显。(3) 模拟方法重建了射孔起爆过程,计算了不同管柱位置随时间变化的有效应力。(4) 介绍了一种创新方法,通过实验室测试和模拟建模相结合的方式评估射孔起爆失效机制。
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引用次数: 0
Development of Replica Molding Processes for Hypervariable Microstructural Components 开发用于超变量微结构部件的复制成型工艺
IF 3.5 4区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-09-13 DOI: 10.3390/pr12091968
Yung-Jin Weng, Yu-Zhe Gao, Yu-Ming Chen
The current study investigates the development of a replica molding process for hypervariable microstructures. Initially, the mold deformation theory for these hypervariable microstructures was derived. Based on this theory, a metal material with magnetic properties was selected as the structural material to create a negative Poisson’s ratio (NPR) geometric structure. The experimental results, obtained by fabricating the NPR geometric mold layer with a metal material with adjustable magnetic properties and controlling microstructure deformation indirectly, validate the deformation theory and its predictions. These results demonstrate that the developed molding process, integrated with the magnetic NPR regulation system, exhibits excellent stability and replication capability. In this study, at the zero height (z = 0) position on the interface between the NPR geometric structure layer and the Polydimethylsiloxane (PDMS), the variation becomes more pronounced with increasing distance from the center of the microstructure. Furthermore, the tendency of the function curve varies accordingly. The primary cause is the lack of constraints on the free ends of both sides and the excessive constraints on the intermediate parts. Under the conditions in this study, the maximum ratio of its influence on the radial diameter thickness was 2.1%. This innovative process facilitates the rapid imprinting of microstructural components and offers the advantage of efficient molding.
本研究调查了超变微结构复制成型工艺的开发情况。最初,研究人员推导出了这些超变微结构的模具变形理论。在此理论基础上,选择了一种具有磁性的金属材料作为结构材料,以创建负泊松比(NPR)几何结构。通过使用具有可调磁性能的金属材料制造 NPR 几何模具层并间接控制微结构变形所获得的实验结果验证了变形理论及其预测。这些结果表明,所开发的成型工艺与磁性 NPR 调节系统集成在一起,具有出色的稳定性和复制能力。在本研究中,在 NPR 几何结构层与聚二甲基硅氧烷(PDMS)界面的零高度(z = 0)位置,随着与微结构中心距离的增加,变化变得更加明显。此外,函数曲线的趋势也随之变化。主要原因是两侧自由端缺乏约束,而中间部分约束过多。在本研究的条件下,其对径向直径厚度影响的最大比率为 2.1%。这种创新工艺有助于快速压印微结构部件,并具有高效成型的优势。
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引用次数: 0
An Enhanced Multi-Objective Evolutionary Algorithm with Reinforcement Learning for Energy-Efficient Scheduling in the Flexible Job Shop 增强型多目标进化算法与强化学习用于灵活作业车间的节能调度
IF 3.5 4区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-09-13 DOI: 10.3390/pr12091976
Jinfa Shi, Wei Liu, Jie Yang
The study of the flexible job shop scheduling problem (FJSP) is of great importance in the context of green manufacturing. In this paper, with the optimization objectives of minimizing the maximum completion time and the total machine energy consumption, an improved multi-objective evolutionary algorithm with decomposition (MOEA/D) based on reinforcement learning is proposed. Firstly, three initialization strategies are used to generate the initial population in a certain ratio, and four variable neighborhood search strategies are combined to increase the local search capability of the algorithm. Second, a parameter adaptation strategy based on Q-learning is proposed to guide the population to select the optimal parameters to increase diversity. Finally, the performance of the proposed algorithm is analyzed and evaluated by comparing Q-MOEA/D with IMOEA/D and NSGA-II through different sizes of Kacem and BRdata benchmark cases and production examples of automotive engine cooling system manufacturing. The results show that the Q-MOEA/D algorithm outperforms the other two algorithms in solving the energy-efficient scheduling problem for flexible job shops.
灵活作业车间调度问题(FJSP)的研究对绿色制造具有重要意义。本文以最大完成时间最小化和机器总能耗最小化为优化目标,提出了一种基于强化学习的改进型多目标分解进化算法(MOEA/D)。首先,采用三种初始化策略按一定比例生成初始种群,并结合四种可变邻域搜索策略提高算法的局部搜索能力。其次,提出了一种基于 Q-learning 的参数适应策略,引导种群选择最优参数以提高多样性。最后,通过不同规模的 Kacem 和 BRdata 基准案例以及汽车发动机冷却系统制造的生产实例,将 Q-MOEA/D 与 IMOEA/D 和 NSGA-II 进行比较,分析和评估了所提算法的性能。结果表明,Q-MOEA/D 算法在解决灵活作业车间的节能调度问题方面优于其他两种算法。
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引用次数: 0
Bacterial Cellulose in Food Packaging: A Bibliometric Analysis and Review of Sustainable Innovations and Prospects 食品包装中的细菌纤维素:可持续创新与前景的文献计量分析与回顾
IF 3.5 4区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-09-13 DOI: 10.3390/pr12091975
Aida Aguilera Infante-Neta, Alan Portal D’Almeida, Tiago Lima de Albuquerque
The scientific community has explored new packaging materials owing to environmental challenges and pollution from plastic waste. Bacterial cellulose (BC), produced by bacteria like Gluconacetobacter xylinus, shows high potential for food preservation owing to its exceptional mechanical strength, high crystallinity, and effective barrier properties against gases and moisture, making it a promising alternative to conventional plastics. This review highlights recent advances in BC production, particularly agro-industrial residues, which reduce costs and enhance environmental sustainability. Incorporating antimicrobial agents into BC matrices has also led to active packaging solutions that extend food shelf-life and improve safety. A bibliometric analysis reveals a significant increase in research on BC over the last decade, reflecting growing global interest. Key research themes include the development of BC-based composites and the exploration of their antimicrobial properties. Critical areas for future research include improving BC production’s scalability and economic viability and the integration of BC with other biopolymers. These developments emphasize BC’s potential as a sustainable packaging material and its role in the circular economy through waste valorization.
由于塑料废弃物带来的环境挑战和污染,科学界一直在探索新的包装材料。由 Gluconacetobacter xylinus 等细菌产生的细菌纤维素(Bacterial cellulose,BC)具有极高的机械强度、高结晶度以及有效阻隔气体和湿气的特性,因此在食品保鲜方面显示出巨大潜力,有望成为传统塑料的替代品。本综述重点介绍了不饱和脂肪酸生产方面的最新进展,特别是农用工业残留物方面的进展,这些进展既降低了成本,又提高了环境的可持续性。在 BC 基质中加入抗菌剂也带来了可延长食品保质期和提高安全性的活性包装解决方案。文献计量分析表明,在过去十年中,有关不饱和脂肪酸的研究显著增加,反映出全球对不饱和脂肪酸的兴趣与日俱增。关键的研究主题包括开发以 BC 为基础的复合材料和探索其抗菌特性。未来研究的关键领域包括提高萃取物生产的可扩展性和经济可行性,以及萃取物与其他生物聚合物的整合。这些发展强调了 BC 作为可持续包装材料的潜力,以及其通过废物价值化在循环经济中的作用。
{"title":"Bacterial Cellulose in Food Packaging: A Bibliometric Analysis and Review of Sustainable Innovations and Prospects","authors":"Aida Aguilera Infante-Neta, Alan Portal D’Almeida, Tiago Lima de Albuquerque","doi":"10.3390/pr12091975","DOIUrl":"https://doi.org/10.3390/pr12091975","url":null,"abstract":"The scientific community has explored new packaging materials owing to environmental challenges and pollution from plastic waste. Bacterial cellulose (BC), produced by bacteria like Gluconacetobacter xylinus, shows high potential for food preservation owing to its exceptional mechanical strength, high crystallinity, and effective barrier properties against gases and moisture, making it a promising alternative to conventional plastics. This review highlights recent advances in BC production, particularly agro-industrial residues, which reduce costs and enhance environmental sustainability. Incorporating antimicrobial agents into BC matrices has also led to active packaging solutions that extend food shelf-life and improve safety. A bibliometric analysis reveals a significant increase in research on BC over the last decade, reflecting growing global interest. Key research themes include the development of BC-based composites and the exploration of their antimicrobial properties. Critical areas for future research include improving BC production’s scalability and economic viability and the integration of BC with other biopolymers. These developments emphasize BC’s potential as a sustainable packaging material and its role in the circular economy through waste valorization.","PeriodicalId":20597,"journal":{"name":"Processes","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142187964","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Surrounding Rock Control Technology of Thick Hard Roof and Hard Coal Seam Roadway under Tectonic Stress 构造应力作用下厚硬顶硬煤层巷道围岩控制技术
IF 3.5 4区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-09-13 DOI: 10.3390/pr12091973
Zhongzong Cao, Honglin Liu, Chengfang Shan, Hongzhi Wang, Haitong Kang
In the process of roadway excavation in thick and hard coal seams with a hard roof, the instantaneous release of a large amount of elastic energy accumulated in coal and rock mass causes disasters. Especially under the action of tectonic stress, dynamic disasters of roadway-surrounding rock are extremely strong. Therefore, this paper takes the 110,505 roadway of the Yushuling Coal Mine as the engineering background. Aiming at the serious deformation of roadway-surrounding rock and the problem of strong mine pressure, the deformation mechanism of roadway-surrounding rock is studied by means of theoretical analysis, indoor experimentation, numerical simulation and field testing, and the surrounding rock control technology is proposed. Firstly, the results show that the stress field type of the Yushuling Coal Mine is a σHv type, the azimuth angle of the maximum horizontal principal stress is concentrated in 110.30°~114.12°, the dip angle is −33.04°~−3.43°, and the maximum horizontal principal stress is 1.94~2.76 times of the minimum horizontal principal stress. Secondly, the brittleness index of No. 5 is 0.62; the failure energy release of the surrounding rock compressive energy floor rock sample is up to 150,000 mv * ms. The more the cumulative number of rock samples, the greater the strength, and the more severe the damage. Thirdly, with the increase in tectonic stress, the stress of roadway-surrounding rock is asymmetrically distributed, and the plastic zone develops along the tendency. The maximum range of the plastic zone expands from 4.18 m to 10.19 m. Lastly, according to the deformation characteristics of roadway-surrounding rock, left side > roof > right side > floor, the surrounding rock control technology of ‘asymmetric anchor net cable support + borehole pressure relief’ is proposed, which realizes the effective control of roadway-surrounding rock deformation.
在煤层厚、顶板硬的巷道掘进过程中,煤岩体中积聚的大量弹性能量瞬间释放,造成灾害。特别是在构造应力作用下,巷道围岩的动力灾害极为强烈。因此,本文以榆树岭煤矿110505巷道为工程背景。针对巷道围岩变形严重、矿山压力大的问题,通过理论分析、室内试验、数值模拟和现场测试等手段,研究了巷道围岩变形机理,提出了围岩控制技术。首先,研究结果表明,榆树岭煤矿应力场类型为σHv型,最大水平主应力方位角集中在110.30°~114.12°,倾角为-33.04°~-3.43°,最大水平主应力为最小水平主应力的1.94~2.76倍。其次,5 号岩样的脆性指数为 0.62;围岩压能底板岩样的破坏能量释放高达 15 万 mv * ms。岩样累计数量越多,强度越大,破坏越严重。第三,随着构造应力的增加,巷道围岩应力呈不对称分布,塑性区沿倾向发展。最后,根据巷道围岩 "左侧>顶板>右侧>底板 "的变形特征,提出了 "非对称锚网索支护+钻孔卸压 "的围岩控制技术,实现了对巷道围岩变形的有效控制。
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引用次数: 0
Lead Ion Adsorption on Glutathione-Modified Carbon 谷胱甘肽改性碳对铅离子的吸附作用
IF 3.5 4区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-09-13 DOI: 10.3390/pr12091972
Namasivayam Selvanantharajah, Poobalasuntharam Iyngaran, Poobalasingam Abiman, Navaratnarajah Kuganathan
This study explores the adsorption of Pb(II) from aqueous solutions using glutathione-modified carbon powder at room temperature. The graphite powder was modified through oxidation followed by surface immobilization of glutathione. The Pb(II) concentration was measured using square wave anodic stripping voltammetry (SWASV). Experiments were conducted with the following varying initial Pb(II) ion concentrations: 20.72 mg L−1, 41.44 mg L−1, 62.16 mg L−1, 82.88 mg L−1, 103.60 mg L−1, and 124.32 mg L−1. The effect of varying the glutathione-modified carbon powder dosage (12.5 mg, 25.0 mg, 50.0 mg, 75.0 mg, and 100.0 mg) on Pb(II) uptake was studied. The adsorption data were modeled using the Freundlich isotherm, resulting in a regression coefficient (R2) of 0.96, which signifies a good fit. The Freundlich constants obtained were KF = 3.54 × 10−5 (adsorption capacity) and n = 1.56 (adsorption intensity). At optimal conditions (10.0 mL of 20.72 mg L−1 Pb(II) solution with 100.0 mg of glutathione-modified carbon powder), the adsorption efficiency was 96.3%. The glutathione-modified carbon powder exhibits a high capacity for adsorbing Pb(II) from aqueous solutions.
本研究探讨了谷胱甘肽改性碳粉在室温下对水溶液中铅(II)的吸附。先对石墨粉进行氧化改性,然后在其表面固定谷胱甘肽。采用方波阳极剥离伏安法(SWASV)测量铅(II)的浓度。实验在以下不同的初始铅(II)离子浓度下进行:20.72 毫克/升、41.44 毫克/升、62.16 毫克/升、82.88 毫克/升、103.60 毫克/升和 124.32 毫克/升。研究了改变谷胱甘肽改性碳粉用量(12.5 毫克、25.0 毫克、50.0 毫克、75.0 毫克和 100.0 毫克)对铅(II)吸收的影响。采用 Freundlich 等温线建立了吸附数据模型,得出的回归系数 (R2) 为 0.96,表明拟合效果良好。得到的 Freundlich 常数为 KF = 3.54 × 10-5(吸附容量)和 n = 1.56(吸附强度)。在最佳条件下(10.0 mL 20.72 mg L-1 Pb(II) 溶液与 100.0 mg 谷胱甘肽改性碳粉),吸附效率为 96.3%。谷胱甘肽改性碳粉对水溶液中的铅(II)具有很高的吸附能力。
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引用次数: 0
Evaluation of Various Drying Methods for Mexican Yahualica chili: Drying Characteristics and Quality Assessment 墨西哥 Yahualica 辣椒各种干燥方法的评估:干燥特性和质量评估
IF 3.5 4区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-09-13 DOI: 10.3390/pr12091969
Diana Paola García-Moreira, Neith Pacheco, Harumi Hernández-Guzmán, Younes Bahammou, Zakaria Tagnamas, Ivan Moreno, Erick César López-Vidaña
As one of the main chili varieties in Mexico, Yahualica chili requires year-round availability. This study examines the feasibility of five drying methods (open-air, solar, microwave, freeze-drying and shade drying) used to preserve this culturally and economically valuable product. The results show the drying duration and rate for solar drying with varying air temperatures (40, 50, 60, and 70 °C) and airflows (150, 200, 250, and 300 m3/h) and microwave drying with varying power levels (90, 160, 360, and 600 W). Convection drying efficiency increased with temperature and airflow, according to the findings. Microwave drying significantly reduced drying time, and higher powers further accelerated moisture removal. Open sun and shade drying was the slowest, and open sun drying was also susceptible to factors compromising quality. Total Phenolic Content (TPC), Total Capsaicinoids Content (TCC), and antioxidant activity had a positive effect, since the drying methodologies favored the release of these compounds.
作为墨西哥的主要辣椒品种之一,Yahualica 辣椒需要全年供应。本研究考察了五种用于保存这种具有文化和经济价值的产品的干燥方法(露天、太阳能、微波、冷冻干燥和阴干)的可行性。结果显示了不同气温(40、50、60 和 70 °C)和不同气流(150、200、250 和 300 立方米/小时)条件下的太阳能干燥法和不同功率(90、160、360 和 600 瓦)条件下的微波干燥法的干燥持续时间和速率。研究结果表明,对流干燥效率随温度和气流的增加而提高。微波干燥大大缩短了干燥时间,更高的功率进一步加快了水分的去除。露天晒干和阴干的速度最慢,露天晒干还容易受到影响质量的因素的影响。总酚含量(TPC)、总辣椒素含量(TCC)和抗氧化活性有积极影响,因为干燥方法有利于这些化合物的释放。
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引用次数: 0
An Improved Lightweight YOLOv8 Network for Early Small Flame Target Detection 用于早期小型火焰目标探测的改进型轻量级 YOLOv8 网络
IF 3.5 4区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-09-13 DOI: 10.3390/pr12091978
Hubin Du, Qiuyu Li, Ziqian Guan, Hengyuan Zhang, Yongtao Liu
The efficacy of early fire detection hinges on its swift response and precision, which allows for the issuance of timely alerts in the nascent stages of a fire, thereby minimizing losses and injuries. To enhance the precision and swiftness of identifying minute early flame targets, as well as the ease of deployment at the edge end, an optimized early flame target detection algorithm for YOLOv8 is proposed. The original feature fusion module, an FPN (feature pyramid network) of YOLOv8n, has been enhanced to become the BiFPN (bidirectional feature pyramid network) module. This modification enables the network to more efficiently and rapidly perform multi-scale fusion, thereby enhancing its capacity for integrating features across different scales. Secondly, the efficient multi-scale attention (EMA) mechanism is introduced to ensure the effective retention of information on each channel and reduce the computational overhead, thereby improving the model’s detection accuracy while reducing the number of model parameters. Subsequently, the NWD (normalized Wasserstein distance) loss function is employed as the bounding box loss function, which enhances the model’s regression performance and robustness. The experimental results demonstrate that the size of the enhanced model is 4.8 M, a reduction of 22.5% compared to the original YOLOv8n. Additionally, the mAP0.5 metric exhibits a 2.7% improvement over the original YOLOv8n, indicating a more robust detection capability and a more compact model size. This makes it an ideal candidate for deployment in edge devices.
早期火灾探测的有效性取决于其反应的迅速性和精确性,这样才能在火灾的萌芽阶段及时发出警报,从而最大限度地减少损失和人员伤亡。为了提高识别微小早期火焰目标的精确度和迅速性,以及在边缘端部署的便利性,提出了一种优化的 YOLOv8 早期火焰目标检测算法。YOLOv8n 原有的特征融合模块是一个 FPN(特征金字塔网络),经过改进后成为 BiFPN(双向特征金字塔网络)模块。这一修改使该网络能够更高效、更快速地进行多尺度融合,从而增强了其整合不同尺度特征的能力。其次,引入了高效多尺度关注(EMA)机制,以确保有效保留每个通道上的信息并减少计算开销,从而在减少模型参数数量的同时提高模型的检测精度。随后,采用 NWD(归一化 Wasserstein 距离)损失函数作为边界框损失函数,提高了模型的回归性能和鲁棒性。实验结果表明,增强后的模型大小为 4.8 M,比原来的 YOLOv8n 减少了 22.5%。此外,mAP0.5 指标比原来的 YOLOv8n 提高了 2.7%,这表明它具有更强大的检测能力和更紧凑的模型大小。这使它成为在边缘设备中部署的理想选择。
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引用次数: 0
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