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A recurrent attention semi-supervised domain adaptive network for cross-domain diagnosis of resistance spot weld nugget quality 一种用于电阻点焊熔核质量跨域诊断的循环关注半监督域自适应网络
IF 5.9 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-01-01 DOI: 10.1016/j.asej.2025.103958
Ruiping Luo , Jing Tao , Geng Chen , Jingxiong Dai , Jianhua Xiao , Kaishen Wang
The recent advancements in intelligent spot-welding quality diagnosis during automobile production necessitate labeled data with enhanced quality. However, the scarce samples in the target domain under new working conditions often lead to inaccurate diagnoses of body-in-white (BIW) weld nugget quality by the existing models. Thus, this paper presents a cyclic attention semi-supervised domain adaptive network for cross-domain quality diagnosis of BIW resistance spot weld nuggets. The proposed network synthesizes a standard curve metric via wavelet analysis reconstruction to measure welding process stability and integrates it into the domain adaptation process as prior knowledge. In addition, the feature extractor combines long short-term memory and channel attention mechanisms to dynamically adjust feature weights for enhanced representativeness. During semi-supervised domain adaptive learning, the maximum mean discrepancy based on the Gaussian kernel is utilized to measure the feature distribution difference between the source and target domains. Meanwhile, target domain labeling is leveraged to guide the parameter adjustment of the output layer. These two measures in combination facilitate feature alignment and knowledge migration, ensuring the ultimate generalization capability of the model in feedback adjustment. The results demonstrate that the proposed network achieves a correct diagnosis rate exceeding 90% under new working conditions, affirming its robust generalization ability. This cross-domain diagnosis method offers valuable insights for advancing BIW welding quality diagnosis in automotive production lines.
近年来,汽车生产过程中智能点焊质量诊断技术的发展要求标记数据的质量得到提高。然而,在新的工作条件下,由于靶域中样品稀少,现有模型对白车身焊核质量的诊断往往不准确。为此,提出了一种循环关注半监督域自适应网络,用于白钨电阻点焊块的跨域质量诊断。该网络通过小波分析重构合成一个标准曲线度量来衡量焊接过程的稳定性,并将其作为先验知识集成到领域自适应过程中。此外,特征提取器结合长短期记忆和通道注意机制,动态调整特征权重,增强代表性。在半监督域自适应学习中,利用基于高斯核的最大均值差异来度量源域和目标域之间的特征分布差异。同时,利用目标域标注来指导输出层的参数调整。这两种方法的结合促进了特征对齐和知识迁移,保证了模型在反馈调整中的最终泛化能力。结果表明,该网络在新工况下的诊断正确率超过90%,验证了其鲁棒泛化能力。这种跨域诊断方法为推进汽车生产线白车身焊接质量诊断提供了有价值的见解。
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引用次数: 0
Optimization of thermal energy and ammonia (NH3) provided for an agricultural conservatory system, capitalizing on resource synergy using linear programming 优化热能和氨(NH3)提供了一个农业温室系统,利用线性规划资源协同
IF 5.9 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-12-23 DOI: 10.1016/j.asej.2025.103890
M Saivineeth, B. Venkateswarlu
The increasing demand for conservatory horticulture highlights the significant difficulty of providing environmentally friendly energy to maintain appropriate indoor conditions. This project seeks to minimize the national cost of powering and fertilizing agricultural conservatories throughout India using excess industrial thermal energy and ammonia (NH3), with the goal of replacing the country’s 0.49 Mt yr−1 horticulture imports. There are four clear goals that drive the research to determine the total amount of surplus heat (≤150 °C) and nitrogen gas that can be found within 2 km of horticulturally suitable land (≥2 ha) across the country. Create a technology-neutral mixed-integer linear programming (MILP) superstructure that chooses the most cost-effective combination of heat retailer, NH3 retailer, land parcel, and optional binary-cycle power plant for each crop-specific conservatory, which leads to determining the marginal expansion cost and land area needed to replace 32 %, 54 %, 77 %, and 100 % of the current imports of fruits, vegetables, and nuts and locate geographic hotspots, cost drivers, and the potential for CO2 mitigation within the resultant network. Utilizing 271 thermal and 52 NH3 retailers, 20-year hourly ERA-5 climate data, and 1 km land-suitability layers, the MILP optimizes 4.8 million factors. The findings reveal that 225 ha of conservatories (83 ha of fruits, 41 ha of vegetables, and 101 ha of nuts) could entirely replace India’s 0.49 million metric tons of annual imports, all located within 2 km of refuse derived fuel, cement-kiln, or anaerobic digestion facilities. This includes 4,783 parcels, or 94 % of the total area. Compared to natural gas, waste-heat energy is 8–12 times less expensive, costing ₹0.17–0.70 kWh−1. Light emitting diode illumination requires 110 GJ m−3 yr−1 of energy, of which 71 % may be recovered by binary-cycle units; peak heat can be supplied by 60–80 % by refused derived fuel plants. NH3 logistics are cost-effective up to 180 ha clusters, but they become prohibitively expensive at 13.7 km haul distance. The southeast and western parts of India are the top areas for deployment because they can reduce yearly carbon emissions by 0.21 million metric tons and save 1.8 billion rupees in foreign currency. Industry and agriculture may work together to build a zero-carbon horticulture system that is self-sufficient, thanks to the open-source MILP framework. This framework is easily transportable to any nation having climate and industrial-stack data.
温室园艺需求的增长凸显了提供环境友好型能源以维持适当的室内条件的重大困难。该项目旨在最大限度地降低使用过量工业热能和氨(NH3)为印度农业温室供电和施肥的国家成本,目标是取代该国每年49万吨的园艺进口。推动这项研究的四个明确目标是确定全国范围内适宜园艺用地(≥2公顷)2公里范围内的余热(≤150°C)和氮气总量。创建一个技术中立的混合整数线性规划(MILP)上层建筑,为每个特定作物温室选择最具成本效益的热量零售商、NH3零售商、地块和可选的二元循环发电厂组合,从而确定替代32%、54%、77%和100%当前进口水果、蔬菜和坚果所需的边际扩张成本和土地面积,并定位地理热点、成本驱动因素。以及在由此形成的网络内减少二氧化碳的潜力。利用271个热力和52个NH3零售商、20年每小时ERA-5气候数据和1公里土地适宜性层,MILP优化了480万个因素。研究结果显示,225公顷的温室(83公顷的水果、41公顷的蔬菜和101公顷的坚果)可以完全取代印度每年49万吨的进口量,所有这些温室都位于垃圾衍生燃料、水泥窑或厌氧消化设施2公里范围内。其中包括4,783个地块,占总面积的94%。与天然气相比,废热能源便宜8-12倍,成本为0.17-0.70千瓦时−1。发光二极管照明需要110 GJ m−3 yr−1的能量,其中71%可以通过二元循环装置回收;峰值热量可由废弃衍生燃料厂提供60 - 80%。NH3物流在高达180公顷的集群中具有成本效益,但在13.7公里的运输距离上变得过于昂贵。印度东南部和西部地区是最适合部署的地区,因为它们每年可以减少21万吨的碳排放,节省18亿卢比的外汇。由于开源的MILP框架,工业和农业可以共同努力建立一个自给自足的零碳园艺系统。这个框架很容易移植到任何拥有气候和工业数据的国家。
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引用次数: 0
Innovative heat flux modeling for enhanced heat transfer efficiency: Conjugate heat transfer analysis with Cattaneo-Vernotte equation incorporating Maxwellian fluid dynamics 创新的热流密度模型,以提高传热效率:结合麦克斯韦流体动力学的Cattaneo-Vernotte方程的共轭传热分析
IF 5.9 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-12-20 DOI: 10.1016/j.asej.2025.103917
P. Puvaneswari
A mathematical investigation explored the combined influence of vibration and conjugation on enhancing heat transfer in a laminar oscillatory flow through a heat pipe, also known as the “Dream Pipe”. Explicit solutions for the momentum and heat equations are provided, considering the use of viscoelastic fluids (CPyCl/NaSal) as heat carriers. While many studies have relied on Fourier’s law to describe heat transport, this approach may overlook thermal inertia, potentially leading to non-physical behaviors. Instead of Fourier’s law, the Cattaneo-Vernotte equation, incorporating thermodynamic inertia in the heat transport process, is employed to model heat transfer through a circular tube with thermally conducting walls. The analysis examines the impact of conjugation and oscillation parameters on heat transfer characteristics. Optimizing wall thickness leads to a 710.4 % increase in effective thermal diffusivity in the present work, using non-Fourier’s law which is 14 times higher than that (50.63 %) obtained using Fourier’s law approach. The maximum heat flux achieved using the non-Fourier heat conduction law is approximately 7.2×109 W/m2 for the fluid with a molar ratio of RM = 7 and an acrylic wall material. This occurs at a frequency of 8.7 Hz, which is significantly lower than the frequency used in the analysis based on Fourier’s heat conduction law. Hence, the energy needed to induce fluid oscillation may be diminished, representing a beneficial aspect of the current analysis employing the Cattaneo-Vernotte equation. Hence, the non-Fourier’s law approach offers advantages over the Fourier’s law approach. Indeed, the maximum heat flux obtained with viscoelastic fluid is three orders of magnitude higher than that obtained with Newtonian fluid. The sensitivity analysis confirms that viscoelastic relaxation and non-Fourier effects play the most significant roles in controlling the system’s thermal behavior. The reported results align well with the existing literature.
一项数学研究探索了振动和共轭对通过热管(也称为“梦管”)的层流振荡流增强传热的综合影响。考虑粘弹性流体(CPyCl/ nose)作为热载体,给出了动量方程和热量方程的显式解。虽然许多研究都依赖傅立叶定律来描述热传递,但这种方法可能会忽略热惯性,从而可能导致非物理行为。代替傅立叶定律,卡塔内奥-维诺特方程,在热传递过程中纳入了热力学惯性,被用来模拟热通过具有导热壁的圆管的传热。分析考察了共轭参数和振荡参数对传热特性的影响。利用非傅立叶定律优化壁厚,使有效热扩散系数提高了710.4%,比采用傅立叶定律方法提高了50.63%,提高了14倍。对于摩尔比为RM = 7的流体和丙烯酸壁材,使用非傅立叶热传导定律获得的最大热流密度约为7.2×109 W/m2。这发生在8.7 Hz的频率下,这明显低于基于傅立叶热传导定律的分析中使用的频率。因此,诱导流体振荡所需的能量可能会减少,这代表了采用Cattaneo-Vernotte方程的当前分析的一个有益方面。因此,非傅里叶定律方法比傅里叶定律方法有优势。实际上,用粘弹性流体得到的最大热流密度比用牛顿流体得到的大三个数量级。灵敏度分析证实了粘弹性松弛和非傅立叶效应在控制系统热行为中起着最重要的作用。报告的结果与现有文献很好地吻合。
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引用次数: 0
Knowledge distillation and fine-tuning for corrosion and salt damage classification 腐蚀和盐损害分类的知识提炼和微调
IF 5.9 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-12-20 DOI: 10.1016/j.asej.2025.103895
Ziheng Zhao, Elmi Bin Abu Bakar, Norizham Bin Abdul Razak, Mohammad Nishat Akhtar
This paper proposes a classification model based on a corrosion and salt damage dataset of civil structures: ViT is used as the teacher model, while MobileNetV2 and MobileNetV3 are used as student models. The second-best model is obtained by improving the classifier and setting different ratios of fine-tuning layers under frozen versus non-frozen classification layers. This model is added with an improved attention mechanism to get the optimal model. The final results show that using ViT with the second weight and MobileNetV2 gives higher Accuracy and Weighted-f1 value, where heat maps generated by applying Grad-CAM reflect that it can generally identify the damage location. The optimal model obtained by choosing a fine-tuning strategy that freezes the classification layers and retrains 15% of the top feature layers can achieve an Accuracy and Weighted-f1 score of above 0.94, better than many advanced deep learning architectures using pre-trained weights.
本文提出了一种基于土木结构腐蚀和盐损伤数据集的分类模型:ViT作为教师模型,MobileNetV2和MobileNetV3作为学生模型。通过对分类器进行改进,并在冻结和非冻结的分类层下设置不同的微调层比例,得到次优模型。在该模型中加入改进的注意机制,得到最优模型。最终结果表明,使用二次权值的ViT和MobileNetV2具有更高的精度和weights -f1值,其中使用Grad-CAM生成的热图反映出它可以较好地识别损伤位置。通过选择冻结分类层并重新训练15%的顶级特征层的微调策略获得的最优模型,可以获得0.94以上的Accuracy和weighting -f1分数,优于许多使用预训练权值的高级深度学习架构。
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引用次数: 0
Performance analysis of a smart microgrid controller for under real-time operating conditions at Royal Project Intanon 智能微电网控制器在皇家Intanon项目实时运行条件下的性能分析
IF 5.9 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-12-20 DOI: 10.1016/j.asej.2025.103938
Xianwen Zhu , Buntoon Wiengmoon , Tawat Suriwong , Chatchai Sirisamphanwong
This study examines Thailand’s first hydropower and solar PV-assisted smart microgrid system operating in real time at Royal Project Intanon. The smart microgrid system comprises a dual 90 kW hydropower generation unit, a 20 kW solar PV system, and a 100 kW Battery Energy Storage System (BESS), with a conventional grid connection. During smart microgrid operation, first-order and average filter control methods are employed to prioritise the solar PV system and the BESS, given their faster response to grid load demand. Initially, BESS favours stabilising both frequency and voltage in the closed microgrid within 30 s, thereby coordinating the PV systems to resume operation. Following that, hydropower generation is synchronised with the smart microgrid system. Although most load demand is met by hydropower, the initial stage of islanding relies on the battery energy storage system. The most extended power outage occurred in September 2021, lasting 1661 min. On a selective day in September, BESS peak charging and discharging were −36.06 kW and 35.51 kW, respectively, whereas the average solar PV generation was below 2 kW. Throughout the power outage, hydropower generation consistently met load demand, and the BESS initiated charging and discharging processes as required by the load profile. Following that, a selective day in August shows that the BESS initiated charging and discharging 59 times. A year-round performance analysis indicates that the examined commercial microgrid controller avoided 5232 min of grid power outages without using a diesel generator and met the load demand efficiently.
本研究考察了泰国第一个水电和太阳能光伏辅助智能微电网系统,该系统在皇家Intanon项目中实时运行。智能微电网系统包括一个90千瓦的双水力发电机组、一个20千瓦的太阳能光伏系统和一个100千瓦的电池储能系统(BESS),并与传统的电网连接。在智能微电网运行中,由于太阳能光伏系统和BESS对电网负荷需求的响应速度更快,采用一阶和平均滤波控制方法对其进行优先级排序。最初,BESS有利于在30秒内稳定封闭微电网的频率和电压,从而协调光伏系统恢复运行。随后,水电发电与智能微电网系统同步。虽然大部分负荷需求是由水电来满足的,但孤岛的初始阶段依赖于电池储能系统。最长时间的停电发生在2021年9月,持续了1661分钟。在9月的某一天,BESS的峰值充放电分别为- 36.06 kW和35.51 kW,而太阳能光伏发电的平均发电量低于2 kW。在整个停电过程中,水力发电始终满足负荷需求,BESS根据负荷概况要求启动充放电过程。此后,在8月份的某一天,BESS进行了59次充放电。全年性能分析表明,该商业微电网控制器在不使用柴油发电机的情况下避免了5232 min的电网停电,有效地满足了负荷需求。
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引用次数: 0
Seamless supervisory control scheme of a constrained grid-connected microgrid with hybrid resources and hydrogen production unit 具有混合资源和制氢装置的约束并网微电网无缝监控方案
IF 5.9 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-12-20 DOI: 10.1016/j.asej.2025.103945
Safwan Edris , Akram Elmitwally , Mohamed Elgohary , Abdelhady Ghanem
This study proposes a heuristic seamless supervisory control scheme (SECS) for a constrained grid-connected microgrid with green hydrogen production and storage system (GHPS). Beside the photovoltaic generator (PVG) and the wind generator (WG), the microgrid has an alkaline electrolyser (AE) for hydrogen production, a high-pressure storage tank with a compressor, and proton-exchange membrane fuel cell (FC). It supplies both DC and AC loads. The SECS coordinates the individual controllers of the microgrid subsystems to achieve stable and economic operation. It needs only the three-phase main grid current and hydrogen tank level as inputs to make real time decisions specifying energy-sharing status for the microgrid players. Also, it maintains voltage quality and enables smooth state transition under all operating conditions. By employing elaborated mathematical models, the study analyses the operational dynamics and working efficiency of main components for various scenarios. Two proposed configurations of the microgrid are considered. The entire electrical–mechanical dynamic model is simulated in Matlab environment. Obtained results prove the scheme efficacy and verify the seamless performance of the proposed configurations.
针对具有绿色制氢和储氢系统(GHPS)的受限并网微电网,提出了一种启发式无缝监控方案(SECS)。除了光伏发电机(PVG)和风力发电机(WG)外,微电网还有一个用于制氢的碱性电解槽(AE)、一个带压缩机的高压储罐和质子交换膜燃料电池(FC)。它提供直流和交流负载。SECS协调微电网各子系统的各个控制器,以实现微电网的稳定经济运行。它只需要三相主电网电流和氢罐液位作为输入,就可以实时决策,为微电网参与者指定能量共享状态。此外,它保持电压质量,并在所有操作条件下实现平稳的状态转换。通过详细的数学模型,分析了不同场景下各主要部件的运行动态和工作效率。考虑了微电网的两种配置方案。在Matlab环境下对整个机电动力学模型进行了仿真。得到的结果证明了该方案的有效性,并验证了所提结构的无缝性能。
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引用次数: 0
A version of Hermite-Hadamard-Mercer inequality and associated results 一个版本的Hermite-Hadamard-Mercer不等式及其相关结果
IF 5.9 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-12-17 DOI: 10.1016/j.asej.2025.103899
Zhenglin Zhang , Muhammad Adil Khan , Jamroz Khan , Shah Faisal , Xuewu Zuo , Mohammed Kbiri Alaoui
Over the past decade, the Hermite-Hadamard inequality has attracted significant attention from mathematicians, leading to the development of various extensions and generalizations involving different fractional operators, stochastic processes, geometrical interpretations, and applications in image processing. This study focuses on addressing problems related to the Hermite-Hadamard-Jensen-Mercer inequality by incorporating weighted arithmetic means instead of unweighted means within the framework of conformable fractional integral operators. A key objective is to estimate the difference between the derived inequalities. To this end, a novel integral identity is established. Utilizing this identity, several bounds for the difference of the inequalities are obtained by applying convexity, the Hölder inequality, and power-mean inequality. The results are further supported by applications to various means. Finally, the validity and accuracy of the derived results are demonstrated through two-dimensional and three-dimensional graphical representations.
在过去的十年中,Hermite-Hadamard不等式引起了数学家的极大关注,导致了各种扩展和推广的发展,涉及不同的分数算子,随机过程,几何解释以及在图像处理中的应用。本文的研究重点是在符合分数阶积分算子的框架内,采用加权算术均值代替非加权均值来解决与Hermite-Hadamard-Jensen-Mercer不等式相关的问题。一个关键的目标是估计推导出的不等式之间的差异。为此,建立了一种新的积分恒等式。利用这个恒等式,通过应用凸性、Hölder不等式和幂均不等式,得到了不等式之差的若干界。通过各种方法的应用进一步支持了这一结果。最后,通过二维和三维图形表示验证了所得结果的有效性和准确性。
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引用次数: 0
Numerical solution for fractional Neumann series equations 分数阶诺伊曼级数方程的数值解
IF 5.9 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-12-15 DOI: 10.1016/j.asej.2025.103915
Dumitru Baleanu , Babak Shiri
This study focuses on fractional differential equations defined by the Neumann series operator. The inverse of the fractional integral operator (1α)I0+αIα is associated with a MABC operator. The underlying fractional Neumann equation is proven to be equivalent to weakly singular integral equations. A new collocation method is proposed for the numerical solution. The method separates the solution into regular and non-regular components. Convergence, super-convergence, and stability of the method are obtained. Unlike finite difference methods, the order of convergence is not reduced on uniform meshes. Numerical examples are provided to validate the theoretical findings.
本文主要研究由诺伊曼级数算子定义的分数阶微分方程。分数阶积分算子(1−α)I0+α i α的逆与MABC算子相关。证明了分数阶诺伊曼方程等价于弱奇异积分方程。提出了一种新的数值解的配点法。该方法将溶液分为规则组分和非规则组分。得到了该方法的收敛性、超收敛性和稳定性。与有限差分法不同,在均匀网格上,收敛阶不会降低。数值算例验证了理论结果。
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引用次数: 0
Multi-scale spatial-structure restoration network based on unsupervised learning for low-light image enhancement 基于无监督学习的多尺度空间结构恢复网络弱光图像增强
IF 5.9 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-12-15 DOI: 10.1016/j.asej.2025.103928
Teng Ran, Jianxing Wu, Qing Tao
Low-light conditions degrade image information and affect the performance of visual perception tasks. Most low-light image enhancement methods currently rely on costly paired datasets for training. Meanwhile, many unsupervised models often face challenges in effectively recovering details, spatial structure, and color information. To address these issues, this paper proposes a multi-scale spatial structure restoration architecture, which is trained in an unsupervised manner using SSIM loss and Smoothness loss functions. To simultaneously capture global information and preserve details, we use the Haar Wavelet Downsample to extract image features at different scales. We introduce the Global-Contextual Relay Aggregation module that enhances and restores global and local features. Additionally, we designed the Dual Semantic-Spatial Attention Module with a dual-branch structure. It extracts global structural information and enhances the semantic understanding. We introduced High-Low Frequency Decomposition. It uses the Haar wavelet inverse transform to promote effective fusion of features at different scales. Experimental results show that the proposed method outperforms existing unsupervised approaches on the LOL-v1 (PSNR: 20.0 dB, MAE: 0.0961, DeltaE: 12.3623). The results surpassed supervised models like PairLIE (PSNR: 18.47 dB, MAE: 0.1153, DeltaE: 14.2984). It also demonstrates superior performance in terms of brightness uniformity, detail restoration, and color accuracy on LOL-v2-Real and LOL-v2-Synthetic.
低光条件会降低图像信息,影响视觉感知任务的性能。目前大多数弱光图像增强方法依赖于昂贵的成对数据集进行训练。同时,许多无监督模型在有效地恢复细节、空间结构和颜色信息方面经常面临挑战。为了解决这些问题,本文提出了一种多尺度空间结构恢复体系结构,该体系结构使用SSIM损失和平滑损失函数以无监督的方式进行训练。为了同时捕获全局信息和保留细节,我们使用Haar小波下采样提取不同尺度的图像特征。我们引入了全局上下文中继聚合模块,增强和恢复全局和局部特性。此外,我们还设计了双分支结构的双语义-空间注意模块。它提取全局结构信息,增强语义理解。我们介绍了高低频分解。该算法利用Haar小波反变换促进不同尺度特征的有效融合。实验结果表明,该方法在LOL-v1 (PSNR: 20.0 dB, MAE: 0.0961, DeltaE: 12.3623)上优于现有的无监督方法。结果优于PairLIE等监督模型(PSNR: 18.47 dB, MAE: 0.1153, DeltaE: 14.2984)。它在亮度均匀性、细节恢复和色彩精度方面也表现出在llo -v2- real和llo -v2- synthetic上的卓越性能。
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引用次数: 0
Dynamic security policy generation and evaluation algorithm for trusted containers based on artificial intelligence 基于人工智能的可信容器动态安全策略生成与评估算法
IF 5.9 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-12-15 DOI: 10.1016/j.asej.2025.103902
Wang Ben , Chen Hongchu
Existing container security policies struggle to adapt to environmental changes and lack an effective evaluation mechanism. This paper proposes a dynamic security policy generation algorithm using artificial intelligence (AI) and integrates an evaluation mechanism to ensure real-time effectiveness. The model employs Deep Q-Network (DQN) to generate policies, using environmental features like resource usage, network traffic patterns, and threat scores as inputs. Particle Swarm Optimization (PSO) is applied to resolve conflicts and optimize execution efficiency and consistency. A multi-objective regression evaluation mechanism is used to assess policy effectiveness based on detection efficiency, resource usage, and protection accuracy. Experimental results show that the dynamic strategy reduces generation time by 70%, boosts response efficiency by 62.7%, achieves 94.2% task completion, and improves threat detection and protection accuracy by 23.5% and 18.9%, respectively. This method enhances the efficiency and reliability of container security policies in dynamic environments.
现有的容器安全策略难以适应环境变化,并且缺乏有效的评估机制。本文提出了一种基于人工智能的动态安全策略生成算法,并集成了一种评估机制以确保实时有效性。该模型采用深度Q-Network (DQN)来生成策略,使用资源使用、网络流量模式和威胁评分等环境特征作为输入。采用粒子群算法(PSO)解决冲突,优化执行效率和一致性。基于检测效率、资源利用率和保护准确性,采用多目标回归评价机制对策略有效性进行评估。实验结果表明,动态策略的生成时间缩短了70%,响应效率提高了62.7%,任务完成率提高了94.2%,威胁检测和防护准确率分别提高了23.5%和18.9%。该方法提高了动态环境下容器安全策略的效率和可靠性。
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引用次数: 0
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Ain Shams Engineering Journal
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