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Recognition of Building Health Status Based on Machine Learning Algorithm 基于机器学习算法的建筑物健康状态识别
2021 IEEE Asia Conference on Information Engineering (ACIE) Pub Date : 2021-01-29 DOI: 10.1109/ACIE51979.2021.9381070
Peipei Zhang, Ningning Wang, Guokun Xie
{"title":"Recognition of Building Health Status Based on Machine Learning Algorithm","authors":"Peipei Zhang, Ningning Wang, Guokun Xie","doi":"10.1109/ACIE51979.2021.9381070","DOIUrl":"https://doi.org/10.1109/ACIE51979.2021.9381070","url":null,"abstract":"In order to improve the results of building health status recognition, a method of building health status detection based on machine learning algorithms is proposed. First analyze the process of building health status recognition, find the factors that affect the building health status recognition effect, and then select the main influencing factors for building health status recognition modeling, and introduce machine learning algorithms to describe the building health status and influencing factors The internal connection between the building health status recognition model is established, and finally the effectiveness and superiority of the method are analyzed using specific building health status recognition examples. The average recognition rate of the building health status exceeds 92% while the current classic The method's recognition rate of building health status does not exceed 90%, and the recognition speed is faster, which has better practical application value.","PeriodicalId":264788,"journal":{"name":"2021 IEEE Asia Conference on Information Engineering (ACIE)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134043523","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
An Efficient Energy Utilization Approach in SWIPT Dual-Relay Cooperative System SWIPT双中继协同系统的高效能源利用方法
2021 IEEE Asia Conference on Information Engineering (ACIE) Pub Date : 2021-01-29 DOI: 10.1109/ACIE51979.2021.9381074
Jiangong Niu, Fei Lin, Xianzhi Jin
{"title":"An Efficient Energy Utilization Approach in SWIPT Dual-Relay Cooperative System","authors":"Jiangong Niu, Fei Lin, Xianzhi Jin","doi":"10.1109/ACIE51979.2021.9381074","DOIUrl":"https://doi.org/10.1109/ACIE51979.2021.9381074","url":null,"abstract":"In this paper, dual-relay simultaneous wireless information and power transfer(SWIPT) cooperative system is considered. Power splitting(PS) is adopted by the off-the-grid relay for energy harvesting(EH) and information processing in the first phase. Next, the harvested energy at the relay is used to forward the signals of the sorce node in the second phase. To enhance the reliability of the system and utilize the energy harvested more efficiently, an energy aware retransmission (EAR) scheme is adopted in the first phase to guarantee that a certain minimum amount of energy is harvested by the relay before launching in the second phase. Then, we analyze the ergodic capacity of the system. Simulation results demonstrate that the EAR scheme is superior than the traditional single transmission scheme and improves the reliability of SWIPT-based cooperative systems and makes energy utilization more efficient.","PeriodicalId":264788,"journal":{"name":"2021 IEEE Asia Conference on Information Engineering (ACIE)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114782785","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hybrid Precoding Scheme in Millimeter Wave Massive MIMO Based on Stochastic Gradient Descent 基于随机梯度下降的毫米波海量MIMO混合预编码方案
2021 IEEE Asia Conference on Information Engineering (ACIE) Pub Date : 2021-01-29 DOI: 10.1109/ACIE51979.2021.9381072
Jinmeng Li, Zhiqun Cheng, Hang Li
{"title":"Hybrid Precoding Scheme in Millimeter Wave Massive MIMO Based on Stochastic Gradient Descent","authors":"Jinmeng Li, Zhiqun Cheng, Hang Li","doi":"10.1109/ACIE51979.2021.9381072","DOIUrl":"https://doi.org/10.1109/ACIE51979.2021.9381072","url":null,"abstract":"As one of the key technologies of 5G, the precoding can be used to compensate for the path loss and increase the capacity of massive millimeter wave (mmWave) multiple-input-multiple-output (MIMO) systems. However, the traditional digital precoding has the disadvantages such as high computational complexity, high hardware cost and high power-loss due to the use of a large number of radio frequency (RF) chains. This paper proposes a hybrid precoding scheme based on the stochastic approximation with Gaussian (SAG) method of deep learning. By approximating the objective function with Gaussian smoothing, we can use the gradient descent scheme to obtain the required matrix. Compared with the optimal precoding, this method significantly reduces the computational complexity though it incurs slight loss of spectrum efficiency (SE) compared with the optimal precoding. Simulation results show that the proposed scheme outperforms the state of art when the number of data streams is slightly smaller than the number of RF chains.","PeriodicalId":264788,"journal":{"name":"2021 IEEE Asia Conference on Information Engineering (ACIE)","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114889263","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
A Simple Estimation Technique for Timing Skew Mismatch in Time-Interleaved Analog-to-Digital Converter Systems 时间交错模数转换器系统中时序倾斜失配的一种简单估计技术
2021 IEEE Asia Conference on Information Engineering (ACIE) Pub Date : 2021-01-29 DOI: 10.1109/ACIE51979.2021.9381079
Xin Li, Desheng Ding, Jianhui Wu
{"title":"A Simple Estimation Technique for Timing Skew Mismatch in Time-Interleaved Analog-to-Digital Converter Systems","authors":"Xin Li, Desheng Ding, Jianhui Wu","doi":"10.1109/ACIE51979.2021.9381079","DOIUrl":"https://doi.org/10.1109/ACIE51979.2021.9381079","url":null,"abstract":"Timing skew mismatch in time-interleaved analog-to-digital converters (TIADCs) greatly degrade the dynamic performance of the TIADC, which can be improved effectively by digital estimation and correction techniques. In this paper, a simple and efficient timing skew estimation technique for M- channel time-interleaved analogue-to-digital converters is proposed. Based on digital mixing and inverse trigonometric calculation, timing skew mismatch can be extracted at one time by injecting a known test sinusoidal signal. Compared with the previous foreground techniques, the proposed technique has a higher computational efficiency and looser limitations. Simulation results show that, for a four-channel 12-bit TIADC model, with $f_{in}/f_{s}=0.41$, signal to noise and distortion ratio (SNDR) and spurious free dynamic range (SFDR) are improved from 24.1dB and 27.4dB to 74.0dB and 106.8dB, respectively.","PeriodicalId":264788,"journal":{"name":"2021 IEEE Asia Conference on Information Engineering (ACIE)","volume":"69 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131734136","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Resource Allocation Scheme of D2D Energy Harvesting Networks Based on Stochastic Learning 基于随机学习的D2D能量收集网络资源分配方案
2021 IEEE Asia Conference on Information Engineering (ACIE) Pub Date : 2021-01-29 DOI: 10.1109/ACIE51979.2021.9381077
Wenyan Shi, Yue Meng, Lulu Gu
{"title":"A Resource Allocation Scheme of D2D Energy Harvesting Networks Based on Stochastic Learning","authors":"Wenyan Shi, Yue Meng, Lulu Gu","doi":"10.1109/ACIE51979.2021.9381077","DOIUrl":"https://doi.org/10.1109/ACIE51979.2021.9381077","url":null,"abstract":"As one of the key technologies in the 5th generation mobile networks, device-to-device (D2D) can significantly improve spectrum efficiency (SE), throughput, energy efficiency, and reduce congestion in cellular networks. However, due to the spectrum sharing between D2D users (DUs) and cellular users (CUs), unreasonable resource allocation may cause serious interferences. Meanwhile, considering the energy limitation of D2D equipment and the requirement of green communication, this paper studies the resource allocation scheme under D2D energy harvesting (EH) networks based on stochastic learning and Stackelberg game. We formulate the joint channel and EH time slot allocation problem as a distributed learning problem. The DUs should pay for reusing the spectrum resource to base station if joining the networks reduce the SE of CUs severely. The proposed resource allocation scheme can converge to a Nash Equilibrium which maximizes the SE of the D2D networks and protects the quality of service of CUs. Finally, numerical results validate that the proposed scheme achieves an advanced performance relatively.","PeriodicalId":264788,"journal":{"name":"2021 IEEE Asia Conference on Information Engineering (ACIE)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129946457","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
A Secure Channel Established by the PF-CL-AKA Protocol with Two-Way ID-based Authentication in Advance for the 5G-based Wireless Mobile Network 基于5g无线移动网络的PF-CL-AKA协议双向提前身份认证安全通道
2021 IEEE Asia Conference on Information Engineering (ACIE) Pub Date : 2021-01-29 DOI: 10.1109/ACIE51979.2021.9381081
Zhishuog Zhang, Wei Zhang, Zhiguang Qin, Sunqiang Hu, Zhicheng Qian, Xiang Chen
{"title":"A Secure Channel Established by the PF-CL-AKA Protocol with Two-Way ID-based Authentication in Advance for the 5G-based Wireless Mobile Network","authors":"Zhishuog Zhang, Wei Zhang, Zhiguang Qin, Sunqiang Hu, Zhicheng Qian, Xiang Chen","doi":"10.1109/ACIE51979.2021.9381081","DOIUrl":"https://doi.org/10.1109/ACIE51979.2021.9381081","url":null,"abstract":"The 5G technology brings the substantial improvement on the quality of services (QoS), such as higher throughput, lower latency, more stable signal and more ultra-reliable data transmission, triggering a revolution for the wireless mobile network. But in a general traffic channel in the 5G-based wireless mobile network, an attacker can detect a message transmitted over a channel, or even worse, forge or tamper with the message. Building a secure channel over the two parties is a feasible solution to this uttermost data transmission security challenge in 5G-based wireless mobile network. However, how to authentication the identities of the both parties before establishing the secure channel to fully ensure the data confidentiality and integrity during the data transmission has still been a open issue. To establish a fully secure channel, in this paper, we propose a strongly secure pairing-free certificateless authenticated key agreement (PF-CL-AKA) protocol with two-way identity-based authentication before extracting the secure session key. Our protocol is provably secure in the Lippold model, which means our protocol is still secure as long as each party of the channel has at least one uncompromised partial private term. Finally, By the theoretical analysis and simulation experiments, we can observe that our scheme is practical for the real-world applications in the 5G-based wireless mobile network.","PeriodicalId":264788,"journal":{"name":"2021 IEEE Asia Conference on Information Engineering (ACIE)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129437073","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
English to Thai Calligraphy Style Transfer Using Deep Learning 英语到泰国书法风格转换使用深度学习
2021 IEEE Asia Conference on Information Engineering (ACIE) Pub Date : 2021-01-29 DOI: 10.1109/ACIE51979.2021.9381082
Orawan Watchanupaporn
{"title":"English to Thai Calligraphy Style Transfer Using Deep Learning","authors":"Orawan Watchanupaporn","doi":"10.1109/ACIE51979.2021.9381082","DOIUrl":"https://doi.org/10.1109/ACIE51979.2021.9381082","url":null,"abstract":"Designing a new font is time-consuming. There are about hundred or thousand characters that must be designed and edited. Adding a new set of characters in another language to an existing font is also not easy, as these characters should match the existing style. In this paper, a deep learning network architecture called U-Net is used for aiding the font style transfer of an existing set of characters in one language to another set of characters in another language. We experimented with 10 calligraphy fonts that contain English and Thai characters. On average, the algorithm produces images with a structure similarity index measure of 0.91 for English to Thai character style transfer.","PeriodicalId":264788,"journal":{"name":"2021 IEEE Asia Conference on Information Engineering (ACIE)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125586453","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
An Improved Visual Tracking Approach Based on Hierarchical Convolutional Features 一种改进的基于层次卷积特征的视觉跟踪方法
2021 IEEE Asia Conference on Information Engineering (ACIE) Pub Date : 2021-01-29 DOI: 10.1109/ACIE51979.2021.9381084
Xin Zeng, Lin Zhang, Zhongqiang Luo, Xingzhong Xiong
{"title":"An Improved Visual Tracking Approach Based on Hierarchical Convolutional Features","authors":"Xin Zeng, Lin Zhang, Zhongqiang Luo, Xingzhong Xiong","doi":"10.1109/ACIE51979.2021.9381084","DOIUrl":"https://doi.org/10.1109/ACIE51979.2021.9381084","url":null,"abstract":"In recent years, visual tracking faces numerous challenges, and convolutional neural networks are used more and more frequently to extract features. The Hierarchical Convolutional Features method (HCF for short) is one of the classic applications of Convolutional Neural Network in correlation filter tracking algorithms. But it is a problem that the speed of HCF method is slow. To tackle this problem, this paper optimizes the model update strategy of the baseline (HCF). In order to reduce the model update frequency, we set an interval parameter, which not only saves time, but also avoids the problem of model drift and improves the tracking effects to a certain extent. The proposed method is compared with 10 excellent trackers on the OTB2013 data set. Experimental results indicate that our approach has satisfactory results. In addition, compared with baseline, the tracking speed of the proposed approach is also slightly faster.","PeriodicalId":264788,"journal":{"name":"2021 IEEE Asia Conference on Information Engineering (ACIE)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131627028","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
End-to-End Behavior Simulation for Multi-Access Edge Computing 多接入边缘计算的端到端行为仿真
2021 IEEE Asia Conference on Information Engineering (ACIE) Pub Date : 2021-01-29 DOI: 10.1109/ACIE51979.2021.9381092
Yuankun Shi, Ziyang Peng, Zhaojuan Bian
{"title":"End-to-End Behavior Simulation for Multi-Access Edge Computing","authors":"Yuankun Shi, Ziyang Peng, Zhaojuan Bian","doi":"10.1109/ACIE51979.2021.9381092","DOIUrl":"https://doi.org/10.1109/ACIE51979.2021.9381092","url":null,"abstract":"Multi-Access edge computing (MEC) is an emerging network architecture that enables cloud computing at the edge of the network characterized by ultra-low latency, high-bandwidth, and direct access to real-time network information. However, the network heterogeneity (4G, 5G, WiFi, etc.) and quality requirement diversity (Internet of Things, Artificial Intelligence, Augmented Reality, etc.) make the deployment of MEC ever more complicated and expensive. In this paper, we introduce a novel end-to-end simulation tool- Behavior Simulation from User Equipment to Edge and Cloud (BSUEEC)- which can offload computing, communication, and traffic simulation to different simulators for the deployment and resource planning of MEC, applicable to various real world scenarios. It's a co-simulation tool that can: 1) seamlessly integrate with heterogeneous access network simulators via a self-developed adapter, 2) extend the simulation from UE(user equipments)-to-edge to UE-to-multi-layer-MEC, even the Cloud 3) assign the UE with real traffic patterns, 4) consider the interaction among access network, MEC/Cloud processing, and road traffic in one simulation. The effectiveness and applicability of our simulation framework (“BSUEEC”) three Vehicle to Everything (V2X) scenarios.","PeriodicalId":264788,"journal":{"name":"2021 IEEE Asia Conference on Information Engineering (ACIE)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116202324","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Unimodular Waveform Design With Passband Fluctuation Control 带通带波动控制的单模波形设计
2021 IEEE Asia Conference on Information Engineering (ACIE) Pub Date : 2021-01-29 DOI: 10.1109/ACIE51979.2021.9381075
Helin Wang, Huigang Wang, Huaxia Zhang
{"title":"Unimodular Waveform Design With Passband Fluctuation Control","authors":"Helin Wang, Huigang Wang, Huaxia Zhang","doi":"10.1109/ACIE51979.2021.9381075","DOIUrl":"https://doi.org/10.1109/ACIE51979.2021.9381075","url":null,"abstract":"Waveform designing techniques have always been the focus of attention in active-sensing applications. In some application scenarios, it's desired to design a waveform whose power spectrum is guaranteed to be deeply suppressed in specific frequency bands while keeping minimal fluctuation in other frequency bands. In this paper, a new algorithm which can both minimize the total energy of the stopband and control the fluctuation of the passband is proposed. To achieve this goal, a new optimization problem is devised firstly. Since the problem is not convex and is unsolvable directly, some constraints are transformed into the objective function to simplify the original problem. After that, a novel algorithm is developed with the majorization-minimization (MM) method. The performance of the algorithm is illustrated by simulation results.","PeriodicalId":264788,"journal":{"name":"2021 IEEE Asia Conference on Information Engineering (ACIE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129505268","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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