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The application of advertising logo color design for big data and visual communication technology 广告标志色彩设计的应用为大数据和视觉传达技术
Pub Date : 2023-01-19 DOI: 10.3233/jcm-226700
Huan Tian
Color is one of the three major elements of print advertising, and different color combinations can trigger different emotional experiences of human beings. At present, the application of color in advertising in China is relatively mature, but it is limited to the traditional application method and has not been combined with big data technology. From the perspective of business needs, this research analyzes the process of visual creativity from the perspective of business value-added, and analyzes the role of big data in it. Then it introduces the semantics of common colors and how to incorporate color semantics into advertising design. And a sequence mining-based advertising click-through rate prediction model is proposed. The Criteo dataset is used as the training set. The AUC value of the model is 0.702 and the loss value is 0.415. Compared with other models, AUC values increased by 10.16%, 4.70%, 2.69% and 2.30%, respectively. Losses decreased by 10.17%, 9.19%, 6.11% and 7.57%, respectively. Finally, the online shopping data of 20 consumers was used as the test set to predict their color preferences, and the prediction accuracy was about 70%. Among them, the prediction accuracy of the group with stable shopping habits was 72.76%, and that of the group who liked to try new things was 70.60%, both meeting the expectation. Through experiments, it is concluded that the model has good performance and stability, and can more accurately judge consumers’ consumption preferences.
色彩是平面广告的三大要素之一,不同的色彩组合可以引发人类不同的情感体验。目前,色彩在中国广告中的应用相对成熟,但仅限于传统的应用方式,尚未与大数据技术相结合。本研究从业务需求的角度,从业务增值的角度分析视觉创意的过程,并分析大数据在其中的作用。然后介绍了常见颜色的语义以及如何将色彩语义融入广告设计中。提出了一种基于序列挖掘的广告点击率预测模型。使用Criteo数据集作为训练集。模型的AUC值为0.702,loss值为0.415。与其他模型相比,AUC值分别增加了10.16%、4.70%、2.69%和2.30%。损失分别下降10.17%、9.19%、6.11%和7.57%。最后,以20位消费者的网购数据作为测试集,预测其色彩偏好,预测准确率约为70%。其中,购物习惯稳定的群体预测准确率为72.76%,喜欢尝试新事物的群体预测准确率为70.60%,均符合预期。通过实验表明,该模型具有良好的性能和稳定性,能够更准确地判断消费者的消费偏好。
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引用次数: 0
VR technology used to show the practice of architectural node structure 采用VR技术展示建筑节点结构的实践
Pub Date : 2023-01-19 DOI: 10.3233/jcm-226695
Dihua Lv
With the development and maturity of virtual reality (VR for short) and artificial intelligence technology, panoramic VR roaming is applied to more and more industries. In the construction engineering industry, due to the complex structure of some key building nodes, the application of panoramic VR roaming technology modeling will play a role in significantly reducing the workload and understanding difficulty of design, construction and management personnel. Therefore, this study improves the parallax map generation method of the belief propagation (BP) algorithm in the panoramic VR roaming to use the form of limit matching and optimizes the energy function and matching primitives in it, so as to propose a spatial model construction method of the panoramic VR roaming based on the improved BP algorithm. The experimental results show that the panoramic VR roaming space model construction method proposed in this study can significantly improve the quality of spatial modeling of building node images, and the normalized values of structural similarity of VR roaming space models designed based on Improved belief propagation (IBP), GC, BP, and DP algorithms are 3.32, 3.23, 2.96, and 2.84, respectively, when the number of iterations is obtained 200 times, is also the highest among the compared methods, for example, when the number of samples is 400, the calculation time of IBP scheme is 14.73 ± 0.85 min, and the highest time of other three schemes is 6.86 ± 0.67 min. Therefore, this virtual space modeling method is designed to be more suitable for application scenarios that require lower computational timeliness.
随着虚拟现实(简称VR)和人工智能技术的发展和成熟,全景VR漫游被越来越多的行业所应用。在建筑工程行业中,由于一些关键建筑节点结构复杂,应用全景VR漫游技术建模将起到显著降低设计、施工和管理人员工作量和理解难度的作用。因此,本研究将全景VR漫游中信念传播(BP)算法的视差地图生成方法改进为采用极限匹配的形式,并对其中的能量函数和匹配原语进行优化,提出了一种基于改进BP算法的全景VR漫游空间模型构建方法。实验结果表明,本文提出的全景VR漫游空间模型构建方法可以显著提高建筑节点图像的空间建模质量,在获得200次迭代次数时,基于改进信念传播(IBP)、GC、BP和DP算法设计的VR漫游空间模型结构相似度归一化值分别为3.32、3.23、2.96和2.84。也是比较方法中最高的,例如当样本数为400时,IBP方案的计算时间为14.73±0.85 min,其他三种方案的计算时间最高为6.86±0.67 min。因此,该虚拟空间建模方法更适合计算时效性要求较低的应用场景。
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引用次数: 0
Water outlet temperature prediction method of nuclear power plant based on echo state network with variable memory length 基于变记忆长度回声状态网络的核电站出水温度预测方法
Pub Date : 2023-01-19 DOI: 10.3233/jcm-226735
Dongmin Yu, C. Duan, Siyuan Fan
As a new type of energy which is developing vigorously in China, nuclear energy has been widely concerned in all aspects. The circulating water system in the nuclear power plant takes water from seawater and cools the steam engine through the condenser, and then carries waste heat from the outlet to the sea. If the temperature of the outlet is too high, it will not only cause the temperature rise near the water surface of the atmosphere and the ground layer near the shore, but also affect the ecological environment inside the ocean. In this paper, a model based on the echo state network with variable memory length (VML-ESN) is proposed to predict outlet temperature of the nuclear power plant. It can get memory according to the different input autocorrelation characteristic length to adjust status update equation. The simulation results show that compared with ESN, Leaky-ESN, and Twi-ESN, the proposed model has better prediction performance, with a MAPE of 3.42%. In addition, when the reservoir size is 40, the error of VML-ESN is smaller than that of other models.
核能作为一种正在中国蓬勃发展的新型能源,受到了各方面的广泛关注。核电站的循环水系统从海水中取水,通过冷凝器冷却蒸汽机,然后从出口将余热输送到大海中。如果出水口温度过高,不仅会造成大气水面附近和海岸附近的地面层温度升高,而且会影响海洋内部的生态环境。本文提出了一种基于变记忆长度回声状态网络(VML-ESN)的核电厂出口温度预测模型。它可以根据不同的输入自相关特征长度来调整状态更新方程。仿真结果表明,与回声状态网络、leaky -回声状态网络和twi -回声状态网络相比,该模型具有更好的预测性能,MAPE为3.42%。此外,当水库规模为40时,VML-ESN的误差小于其他模型。
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引用次数: 0
Multi sensor moving image fusion analysis algorithm on the basis of neural network technology 基于神经网络技术的多传感器运动图像融合分析算法
Pub Date : 2023-01-19 DOI: 10.3233/jcm-226704
Keqiang Zhan
Image fusion can extract the useful information of each channel about the same target to the maximum extent, and get high quality image. However, in this process, the image quality may be affected by noise and reduced. To reduce the image noise’s influence on the image fusion effect as well as improve the image fusion quality, a multi sensor moving image fusion analysis algorithm on the basis of neural network technology is proposed. This study designed a window adaptive strategy, use the probability density function, and built an impulse noise model, and use this model to divide each pixel in the image into noise points or signal points to obtain image impulse noise detection results, and use bilateral filtering algorithm to achieve image denoising processing; The fruit fly optimization algorithm is adopted to detect the edge of the multi sensor moving image, extract the image’s main edge points, and remove the detail edge points and noise points; nonlinear convolutional layer is used to replace most fusion layers to improve the dense network model, and the cross-entropy loss is used as the loss function in training the network, then use guided filters to generate guide maps, and generate final fusion images. According to experimental results, the noise detection method in this paper can also maintain 79.21% non-noise extraction rate under the noise density of 0.7. The highest correlation coefficient between the proposed algorithm and the standard image is 37.41. Its peak signal-to-noise ratio is as low as 0.09 and as high as 0.52. It has a minimum root mean square error of 8.52. The above values are better than other measured methods, and its edge miss rate can be as low as 1%, the image resolution is higher. It can be seen that its image denoising effect is better. Image denoising effect, and low edge missed detection rate, which effectively improves the effect of image fusion.
图像融合可以最大限度地提取同一目标各通道的有用信息,得到高质量的图像。但是,在这个过程中,图像质量可能会受到噪声的影响而降低。为了降低图像噪声对图像融合效果的影响,提高图像融合质量,提出了一种基于神经网络技术的多传感器运动图像融合分析算法。本研究设计了窗口自适应策略,利用概率密度函数,建立了脉冲噪声模型,并利用该模型将图像中的每个像素点划分为噪声点或信号点,得到图像脉冲噪声检测结果,并利用双边滤波算法实现图像去噪处理;采用果蝇优化算法对多传感器运动图像进行边缘检测,提取图像的主要边缘点,去除细节边缘点和噪声点;采用非线性卷积层替代大部分融合层来改进密集网络模型,并以交叉熵损失作为网络训练的损失函数,然后利用引导滤波器生成导图,生成最终的融合图像。实验结果表明,本文的噪声检测方法在噪声密度为0.7的情况下,也能保持79.21%的非噪声提取率。该算法与标准图像的最高相关系数为37.41。其峰值信噪比低至0.09,高至0.52。它的最小均方根误差为8.52。上述数值优于其他测量方法,且其边缘缺失率可低至1%,图像分辨率更高。可见其图像去噪效果较好。图像去噪效果好,且边缘漏检率低,有效提高了图像融合效果。
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引用次数: 0
Multi-scale image depth fusion method based on superpixel-level convolutional neural network 基于超像素级卷积神经网络的多尺度图像深度融合方法
Pub Date : 2023-01-19 DOI: 10.3233/jcm-226706
Xiaojie Chai, Rongsheng Wang, Junming Wang, Riqiang Zhang
In order to improve the image quality, reduce the image noise and improve the image definition, the image depth fusion processing is realized by using the sp CNN network (Super pixel level convolution neural network, sp CNN). The improved non-local mean method is used to de-noise the image to highlight the role of the center pixel of the image block; the de-noised image is segmented by the improved CV model (Chan-Vese, CV), and the globally optimal multi-scale image segmentation result is obtained after optimization; From the perspective of regional features, the similarity measurement of image regions is carried out to realize image preprocessing. The sp-CNN network is constructed, and with the help of the idea of pyramid pooling, the average pooling is used to extract the features of each layer from the global and local levels of the convolutional features, and the training data set is generated for training, thereby realizing multi-scale image fusion. The experimental results show that the optimal value of the root mean square error index of the proposed method is 0.58. The optimal value of structural similarity index is 41.22. On the average slope index, the optimal value is 21.39. The optimal value of cross entropy index is 2.21. This shows that the proposed method has high image definition and good visual effect, which verifies the effectiveness of the method.
为了提高图像质量,降低图像噪声,提高图像清晰度,利用sp CNN网络(Super pixel level convolution neural network, sp CNN)实现图像深度融合处理。采用改进的非局部均值法对图像进行去噪,突出图像块中心像素的作用;利用改进的CV模型(Chan-Vese, CV)对去噪图像进行分割,优化后得到全局最优的多尺度图像分割结果;从区域特征的角度出发,对图像区域进行相似性度量,实现图像预处理。构建sp-CNN网络,利用金字塔池化的思想,利用平均池化从卷积特征的全局和局部两层提取每一层的特征,生成训练数据集进行训练,从而实现多尺度图像融合。实验结果表明,该方法的均方根误差指数最优值为0.58。结构相似指数的最优值为41.22。在平均坡度指数上,最优值为21.39。交叉熵指数的最优值为2.21。实验结果表明,该方法具有较高的图像清晰度和良好的视觉效果,验证了该方法的有效性。
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引用次数: 0
A generic model for security algorithms in mobile electronic payment systems 移动电子支付系统中安全算法的通用模型
Pub Date : 2023-01-19 DOI: 10.3233/jcm-226694
Quan Yuan, Wei-Chao Chang, Shenglin Xu
At a time when communication network technology is developing rapidly, the security of the Internet has aroused widespread concern in the academic community. In particular, electronic payment, which has been booming in recent years, has great security risks and people are prone to information leakage and property loss in the process of payment. In order to solve these problems, this study adopts the AES to encrypt the information in the payment process, introduces the RSA Public Key System (RSA) and the SM4 packet cipher algorithm for comparison, and analyses their encryption (decryption) speed, decryption (decryption) speed and encryption speed respectively. (decryption) speed, as well as PR curve, Loss function and sensitivity. The results show that the AES algorithm has a faster encryption (decryption) speed compared to the other two algorithms. In the PR curve, the AES algorithm has an AP value of 0.9988, which is significantly higher than the other two algorithms, and has a better balance between accuracy and recall, and better performance. In the sensitivity analysis, the AES algorithm can have the highest sensitivity of 97.88%. This is significantly higher than the 93.47% and 96.59% of the other two algorithms. Moreover, as shown by the Loss function of the AES algorithm, it converges faster and the Liss value varies between 0.1 and 0.9. In summary, the AES algorithm has a faster encryption speed and is better in terms of accuracy, convergence speed and security factor in all aspects. This also demonstrates the feasibility and effectiveness of this algorithm for information security protection in electronic payment processes.
在通信网络技术飞速发展的今天,互联网的安全问题引起了学术界的广泛关注。特别是近年来蓬勃发展的电子支付,存在着很大的安全隐患,人们在支付过程中容易发生信息泄露和财产损失。为了解决这些问题,本研究采用AES对支付过程中的信息进行加密,并引入RSA公钥系统(RSA)和SM4包密码算法进行比较,分别分析了它们的加(解密)速度、解密(解密)速度和加密速度。(解密)速度,以及PR曲线,Loss函数和灵敏度。结果表明,与其他两种算法相比,AES算法具有更快的加(解密)速度。在PR曲线中,AES算法的AP值为0.9988,显著高于其他两种算法,并且在准确率和召回率之间有更好的平衡,性能也更好。在灵敏度分析中,AES算法的灵敏度最高,达到97.88%。这明显高于其他两种算法的93.47%和96.59%。从AES算法的Loss函数可以看出,AES算法收敛速度更快,Liss值在0.1 ~ 0.9之间变化。综上所述,AES算法加密速度更快,在准确率、收敛速度、安全系数等各方面都有较好的表现。这也证明了该算法在电子支付过程中信息安全保护的可行性和有效性。
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引用次数: 0
Application of action and posture feature information matching algorithm in college aerobics 动作与姿态特征信息匹配算法在高校健美操中的应用
Pub Date : 2023-01-19 DOI: 10.3233/jcm-226709
Hui Wang
With the increasingly rich recreational activities of college students, diversified learning needs and complex physical education resources bring challenges to college physical education. In order to optimize the teaching effect of calisthenics in colleges and universities, this paper proposes a matching method of posture features based on dynamic time warping. Firstly, the dynamic time warping algorithm is introduced, and then the matching model of posture features of calisthenics is constructed on this basis. Finally, the application effect of the model is tested and analyzed. The results show that the model can capture the video frame accurately, and its matching accuracy reaches 94.8%, which greatly improves the accuracy of aerobics action recognition. Good posture matching effect is conducive to teachers to obtain a clear learning situation of students, and provide a reference for adjusting the teaching progress and teaching methods of calisthenics. Under the teaching mode of this model, the average professional score of the students in calisthenics reaches 85 points, which is 25 points higher than that under the convolutional neural network model. It also proves the validity and feasibility of this method in the course of calisthenics in colleges and universities, which is beneficial to enhance the physical quality of college students and enrich the content of calisthenics teaching.
随着大学生娱乐活动的日益丰富,多样化的学习需求和复杂的体育资源给高校体育带来了挑战。为了优化高校健美操教学效果,提出了一种基于动态时间规整的体态特征匹配方法。首先介绍了动态时间翘曲算法,然后在此基础上构建了健美操体态特征匹配模型。最后,对模型的应用效果进行了验证和分析。结果表明,该模型能够准确捕获视频帧,匹配准确率达到94.8%,大大提高了健美操动作识别的准确率。良好的姿势匹配效果有利于教师获得学生清晰的学习情况,为调整健美操的教学进度和教学方法提供参考。在该模型的教学模式下,健美操学生的平均专业成绩达到85分,比卷积神经网络模型下的成绩提高了25分。并在高校健美操课程中验证了该方法的有效性和可行性,有利于提高大学生的身体素质,丰富健美操教学内容。
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引用次数: 0
Optimal operation strategy of wind-hydrogen integrated energy system based on NSGA-II algorithm 基于NSGA-II算法的风-氢一体化能源系统优化运行策略
Pub Date : 2023-01-19 DOI: 10.3233/jcm-226730
Teng Sun, Weidong Wang, X. Wen
In order to improve the economy of the multi energy system and the efficiency of energy utilization, the research adopts the non dominated sorting genetic algorithms II (NSGA-II) to expand the population space. The elite strategy is introduced to improve the intelligent algorithm, and then the diversity of the population is retained to improve the optimization accuracy of the algorithm. In addition, the adaptive operator is introduced to improve the NSGA-II algorithm to improve the global search efficiency. The performance test of fast non dominated sorting genetic algorithm shows that the improved algorithm using elite strategy has better performance in coverage index, diversity index and convergence index. For example, in terms of convergence index, the improved NSGA-II algorithm has improved 0.0159, 0.822, 0.0243 and 0.0171 in four ZDT test functions. On the energy optimization operation for the integration of wind and hydrogen, the improved NSGA-II algorithm has obtained lower cost, with a total configuration cost of 606 million yuan, while the total system configuration cost corresponding to the unimproved NSGA-II algorithm is 624 million yuan, so the total system cost after the algorithm improvement has decreased by 18 million yuan. Therefore, this method has better economy and higher energy efficiency.
为了提高多能系统的经济性和能源利用效率,本研究采用非支配排序遗传算法II (NSGA-II)扩展种群空间。引入精英策略对智能算法进行改进,同时保留种群的多样性,提高算法的优化精度。此外,引入自适应算子对NSGA-II算法进行改进,提高了全局搜索效率。对快速非支配排序遗传算法的性能测试表明,采用精英策略的改进算法在覆盖度指标、多样性指标和收敛性指标上具有更好的性能。例如,在收敛指标方面,改进的NSGA-II算法在4个ZDT测试函数中分别提高了0.0159、0.822、0.0243和0.0171。在风氢融合能源优化运行中,改进后的NSGA-II算法获得了更低的成本,总配置成本为6.06亿元,而未改进的NSGA-II算法对应的系统总配置成本为6.24亿元,因此算法改进后的系统总成本降低了1800万元。因此,该方法具有较好的经济性和较高的能源效率。
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引用次数: 0
Lightning protection technology and grounding technology of transmission tower shared equipment 输电塔共用设备的防雷技术与接地技术
Pub Date : 2023-01-19 DOI: 10.3233/jcm-226682
Liang Hong, Kaibin Wu, Mengmeng Yue
For the power transmission tower shared equipment, there are strong current wireless interference and complex grounding environment, which leads to problems such as unstable operation of the shared equipment. Based on the multi-grade surge protector and new grounding technology, through the impulse experiments, we apply simulated lightning current generated from combined wave generator (1.2/50 μs, 8/20 μs) on the modle, and an oscilloscope is used to collect residual voltage and current data to calculate the absorbed energy of the grounding unit. It is concluded that when the impulse voltage is between 300 V and 3500 V, as the impulse voltage increases, after passing through the multi-grade surge protector and grounding unit, the residual voltage and current value continue to increase, and the residual voltage value is 23.4 V–29.6 V increases linearly, and the increase is small; the internal resistance of the grounding unit decreases with the increase of the impulse voltage. The energy absorbed by the grounding unit is positively correlated with the impulse voltage and negatively correlated with the internal resistance, and its energy absorption percentage decays linearly. The multi-grade surge protector can effectively clamp the residual voltage value within a safe value, and its discharge effect is better than that of the traditional protection mode. It provides a theoretical basis and data reference for the lightning protection and anti-interference projects of the actual transmission tower sharing equipment, and has certain practical value.
对于输变电塔共享设备,存在较强的电流无线干扰和复杂的接地环境,导致共享设备运行不稳定等问题。基于多级浪涌保护器和新型接地技术,通过脉冲实验,将组合波发生器产生的模拟雷击电流(1.2/50 μs、8/20 μs)施加在模型上,并用示波器采集剩余电压和电流数据,计算接地单元吸收能量。由此得出,当冲击电压在300 V ~ 3500 V之间时,随着冲击电压的增大,通过多级浪涌保护器和接地单元后,残余电压和电流值继续增大,残余电压值为23.4 V ~ 29.6 V线性增大,且增大幅度较小;接地单元的内阻随着冲击电压的增大而减小。接地单元吸收的能量与冲击电压正相关,与内阻负相关,其能量吸收百分比呈线性衰减。多级浪涌保护器能有效箝位剩余电压值在安全范围内,放电效果优于传统保护方式。为实际输电塔共用设备的防雷抗干扰工程提供了理论依据和数据参考,具有一定的实用价值。
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引用次数: 0
Voice broadcast based on 5G sensor in urban fire emergency system application 基于5G传感器的语音广播在城市消防应急系统中的应用
Pub Date : 2023-01-19 DOI: 10.3233/jcm-226691
Ying Huang, Gang-song Dong, Zhangyin Liu, Jiong Zhu, Weidong Peng
With the rapid development of 5G sensors, the development of low cost, low power consumption, and miniaturization is also constantly progressing, and 5G sensor networks have achieved great development. Node positioning technology is an important support for 5G sensors, so it has been a hot research direction in recent years. This article has carried on the basic discussion to the speech broadcasting technology, and introduced the speech broadcasting coding in many aspects, including the development history, the current situation and the compression coding algorithm. This article has launched a basic analysis and discussion on the voice broadcast algorithm, such as its basic principles and classification. In order to minimize the property losses and casualties caused by urban fires and improve the efficiency and success rate of urban fire emergency systems, it is necessary to be able to query fire information in a timely and effective manner and formulate emergency protection. As we all know, China’s current economic development is in a period of steady improvement, and the process of urbanization is gradually accelerating, especially the number of high-rise and super high-rise buildings has increased significantly. Therefore, once a city fire occurs, it will not only cause huge losses of property, but also may cause a large number of casualties. Although the current fire protection system in Chinese cities is relatively complete, there are still some problems that have not been resolved in actual work, such as insufficient technical equipment and insufficient response speed in some areas due to economic constraints. Therefore, it is very necessary to establish an efficient urban fire emergency information system, not only to be able to query fire information in a timely and effective manner, but also to be able to formulate emergency support plans for specific actual situations.
随着5G传感器的快速发展,低成本、低功耗、小型化的发展也在不断推进,5G传感器网络取得了长足的发展。节点定位技术是5G传感器的重要支撑,因此一直是近年来的热点研究方向。本文对语音广播技术进行了基本的探讨,并从多个方面介绍了语音广播编码的发展历史、现状和压缩编码算法。本文对语音广播算法的基本原理、分类等进行了基本的分析和探讨。为了最大限度地减少城市火灾造成的财产损失和人员伤亡,提高城市火灾应急系统的效率和成功率,需要能够及时有效地查询火灾信息,制定应急防护措施。众所周知,中国目前的经济发展正处于一个稳步提升的时期,城市化进程也在逐步加快,特别是高层和超高层建筑的数量明显增加。因此,一旦城市发生火灾,不仅会造成巨大的财产损失,而且还可能造成大量人员伤亡。虽然目前中国城市的消防体系相对完善,但在实际工作中仍存在一些问题没有得到解决,如由于经济的制约,一些地区的技术设备不足,反应速度不够快。因此,建立一个高效的城市消防应急信息系统是非常必要的,不仅要能够及时有效地查询消防信息,而且要能够针对具体的实际情况制定应急保障计划。
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引用次数: 0
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