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Few-shot cross-receiver radio frequency fingerprinting identification based on feature separation 基于特征分离的少射交叉射频指纹识别
IF 1.5 4区 计算机科学
IET Communications Pub Date : 2024-10-16 DOI: 10.1049/cmu2.12841
Yuchen Hu, Yihang Du, Xiaoqiang Qiao, Chen Zhao, Tao Zhang, Jiang Zhang
{"title":"Few-shot cross-receiver radio frequency fingerprinting identification based on feature separation","authors":"Yuchen Hu,&nbsp;Yihang Du,&nbsp;Xiaoqiang Qiao,&nbsp;Chen Zhao,&nbsp;Tao Zhang,&nbsp;Jiang Zhang","doi":"10.1049/cmu2.12841","DOIUrl":"https://doi.org/10.1049/cmu2.12841","url":null,"abstract":"<p>Radio frequency fingerprint identification (RFFI) is a widely used technique for authenticating equipment. It identifies transmitters by extracting hardware defects found in the RF front end. Recent research has focused on the impact of transmitters and wireless channels on radio frequency fingerprint (RFF). Most work is based on the same receiver assumption, while the influence of the receiver on RFF remains unresolved. This paper focuses on the impact of receiver hardware characteristics on RFF and proposes a few-shot cross-receiver RFFI method based on feature separation. Data augmentation with noise addition and simulated channels addresses sparse sample issues and enhances the model's robustness to channel variations. Simultaneously, feature separation is realized by reducing the correlation between transmitter and receiver features through classification loss and similarity loss. We evaluate the proposed approaches using a large-scale WiFi dataset. It is shown that when a trained transmitter classifier is deployed on new receivers with only 30 samples per trained transmitter, the average identification accuracy of the proposed method is 83.6%. This accuracy is 9.45% higher than the baseline method without considering transmitter hardware influence. After fine-tuning, the average identification accuracy can reach 98.25%.</p>","PeriodicalId":55001,"journal":{"name":"IET Communications","volume":"18 19","pages":"1485-1498"},"PeriodicalIF":1.5,"publicationDate":"2024-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cmu2.12841","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142759702","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A scheme of combining DFO and channel estimation scheme for mobile OFDM systems 一种移动OFDM系统中DFO与信道估计相结合的方案
IF 1.5 4区 计算机科学
IET Communications Pub Date : 2024-10-14 DOI: 10.1049/cmu2.12851
Lihua Yang, Yongqi Shao, Ao Chang, Bo Hu
{"title":"A scheme of combining DFO and channel estimation scheme for mobile OFDM systems","authors":"Lihua Yang,&nbsp;Yongqi Shao,&nbsp;Ao Chang,&nbsp;Bo Hu","doi":"10.1049/cmu2.12851","DOIUrl":"https://doi.org/10.1049/cmu2.12851","url":null,"abstract":"<p>To reduce the impact of residual Doppler frequency offset (RDFO), a joint DFO estimation and CE scheme is proposed for the OFDM systems under the high-speed mobile environment. In the paper, the expression of interference power caused by the RDFO is first derived, and the effect of RDFO on time-varying characteristic of channel is analysed. Then, a joint DFO and channel estimation scheme is presented. Specifically, a high-precision DFO estimator based on the convolutional neural network with anti-noise is firstly designed. Due to its ability to use fewer samples to adapt well to the new environments, the meta learning is adopted to estimate the time-varying channel. Moreover, to improve the practicality of the algorithm, the non-ideal values rather than ideal values are used as the training targets in the two neural networks. Additionally, the proposed method is only based on the received signal and does not require any pilots or training sequences, which has higher transmission efficiency compared to the existing algorithms. The research results indicate that the proposed method has good estimation performance and good practicality, and it is suitable for high-speed mobile scenarios.</p>","PeriodicalId":55001,"journal":{"name":"IET Communications","volume":"18 19","pages":"1564-1573"},"PeriodicalIF":1.5,"publicationDate":"2024-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cmu2.12851","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762768","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Survey on coherent multiband splicing techniques for wideband channel characterization 用于宽带信道表征的相干多带拼接技术综述
IF 1.5 4区 计算机科学
IET Communications Pub Date : 2024-10-14 DOI: 10.1049/cmu2.12849
Sigrid Dimce, Falko Dressler
{"title":"Survey on coherent multiband splicing techniques for wideband channel characterization","authors":"Sigrid Dimce,&nbsp;Falko Dressler","doi":"10.1049/cmu2.12849","DOIUrl":"https://doi.org/10.1049/cmu2.12849","url":null,"abstract":"<p>Coherent multi-band splicing is an optimal solution for extending existing band-limited communication systems to support high-precision sensing applications. Conceptually, the communication system performs narrow-band measurements at different centre frequencies, which are then concatenated to increase the effective bandwidth without altering the sampling rate. This can be done in parallel for multiple non-contiguous subbands or by hopping across the different bands. However, multi-band splicing poses significant challenges, particularly in compensating for phase offsets and hardware distortions before stitching the acquired samples, which can be distributed in contiguous or non-contiguous manners. This survey paper studies the state of the art in coherent multi-band splicing and identify open research questions. For beginners in the field, this review serves as a guide to the most relevant literature, enabling them to quickly catch up with the current achievements. For experts, open research questions that require further investigation are highlighted.</p>","PeriodicalId":55001,"journal":{"name":"IET Communications","volume":"18 19","pages":"1319-1334"},"PeriodicalIF":1.5,"publicationDate":"2024-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cmu2.12849","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762769","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
ACT-GAN: Radio map construction based on generative adversarial networks with ACT blocks ACT- gan:基于ACT块生成对抗网络的无线电地图构建
IF 1.5 4区 计算机科学
IET Communications Pub Date : 2024-10-12 DOI: 10.1049/cmu2.12846
Qi Chen, Jingjing Yang, Ming Huang, Qiang Zhou
{"title":"ACT-GAN: Radio map construction based on generative adversarial networks with ACT blocks","authors":"Qi Chen,&nbsp;Jingjing Yang,&nbsp;Ming Huang,&nbsp;Qiang Zhou","doi":"10.1049/cmu2.12846","DOIUrl":"https://doi.org/10.1049/cmu2.12846","url":null,"abstract":"<p>The radio map serves as a vital tool in assessing wireless communication networks and monitoring radio coverage, providing a visual representation of electromagnetic spatial characteristics. To address the limitation of low accuracy in current radio map construction method, this article presents a novel method based on Generative Adversarial Network (GAN), called ACT-GAN. This method incorporates the aggregated contextual-transformation block, the convolutional block attention module, and the transposed convolutional block into the generator, significantly enhancing the construction accuracy of radio map. The performance of ACT-GAN is validated in three distinct scenarios. The results indicate that, in scenario 1, where the transmitter locations are known, the average reduction in Root Mean Square Error (RMSE) is 14.6%. In scenario 2, where the transmitter locations are known and supplemented with sparse measurement maps, the average reduction in RMSE is 13.3%. Finally, in scenario 3, where the transmitter locations are unknown, the average reduction in RMSE is 7.1%. Moreover, the proposed model exhibits clearer predictive results and can accurately capture multi-scale shadow fading.</p>","PeriodicalId":55001,"journal":{"name":"IET Communications","volume":"18 19","pages":"1541-1550"},"PeriodicalIF":1.5,"publicationDate":"2024-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cmu2.12846","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762565","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Blockchain-IoT: A revolutionary model for secure data storage and fine-grained access control in internet of things 区块链-物联网:物联网中安全数据存储和细粒度访问控制的革命性模型
IF 1.5 4区 计算机科学
IET Communications Pub Date : 2024-10-07 DOI: 10.1049/cmu2.12845
Zia Ullah, Ghassan Husnain, Muhammad Ismail Mohmand, Mansoor Qadir, Khalid J. Alzahrani, Yazeed Yasin Ghadi, Hend Khalid Alkahtani
{"title":"Blockchain-IoT: A revolutionary model for secure data storage and fine-grained access control in internet of things","authors":"Zia Ullah,&nbsp;Ghassan Husnain,&nbsp;Muhammad Ismail Mohmand,&nbsp;Mansoor Qadir,&nbsp;Khalid J. Alzahrani,&nbsp;Yazeed Yasin Ghadi,&nbsp;Hend Khalid Alkahtani","doi":"10.1049/cmu2.12845","DOIUrl":"https://doi.org/10.1049/cmu2.12845","url":null,"abstract":"<p>With the rapid expansion of the Internet of Things (IoT), cloud storage has emerged as one of the cornerstones of data management, facilitating ubiquitous access and seamless sharing of information. However, with the involvement of a third party, traditional cloud-based storage systems are plagued by security and availability concerns, stemming from centralized control and management architectures. A novel blockchain-IoT model that leverages blockchain technology and decentralized storage mechanisms to address these challenges is presented. The model combines the Ethereum blockchain, interplanetary file system, and attribute-based encryption to ensure secure and resilient storage and sharing of IoT data. Through an in-depth exploration of the system architecture and underlying mechanisms, it is demonstrated how the framework decouples storage functionality from resource-constrained IoT devices, mitigating security risks associated with on-device storage. In addition, data owners and users can easily exchange data with one another through the use of Ethereum smart contracts, fostering a collaborative environment and providing incentives for data sharing. Moreover, an incentive mechanism powered by the FileCoin cryptocurrency is introduced, which motivates and ensures data sharing transparency and integrity between stakeholders. Furthermore, in the proposed blockchain-IoT model, the proof-of-authority system consensus algorithm has been replaced by a delegated proof-of-capacity system, which reduces transaction costs and energy consumption. Using the Rinkby Ethereum official testing network, the proposed model has been demonstrated to be feasible and economical, emphasizing its potential to redefine IoT data management.</p>","PeriodicalId":55001,"journal":{"name":"IET Communications","volume":"18 19","pages":"1524-1540"},"PeriodicalIF":1.5,"publicationDate":"2024-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cmu2.12845","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142759868","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Modeling and analysis of propagation characteristics of WBAN in hospital ward scenarios 医院病房场景下无线宽带网络的传播特性建模与分析
IF 1.5 4区 计算机科学
IET Communications Pub Date : 2024-10-07 DOI: 10.1049/cmu2.12844
Lihua Yang, Suwan Wei, Jiawen Ma, Han Xue, Jun Sun
{"title":"Modeling and analysis of propagation characteristics of WBAN in hospital ward scenarios","authors":"Lihua Yang,&nbsp;Suwan Wei,&nbsp;Jiawen Ma,&nbsp;Han Xue,&nbsp;Jun Sun","doi":"10.1049/cmu2.12844","DOIUrl":"https://doi.org/10.1049/cmu2.12844","url":null,"abstract":"<p>To explore the feasibility of high-frequency indoor wireless body area network (WBAN) communications, the propagation characteristics of WBAN in simulated hospital ward scenarios at 11 GHz are studied. Based on the extensive measured data, the impact of the patient's lying angle (LA) on channel characteristics has been analyzed, such as statistical characteristics of path loss (PL), shadowing effect, and root mean square delay spread. Moreover, a PL model with LA factor is presented for the hospital ward scene, and the influence of LA on PL in the presence of height difference is also analyzed. The research results indicate that, the PL caused by LA (abbreviated as <i>P</i><sub>LA</sub>) follows a power function with respect to the LA in case of a fixed distance between the transmitter and receiver. When the LA is fixed, <i>P</i><sub>LA</sub> exhibits a cubic function relationship with the distance between the transmitter and receiver. In addition, the presence of patient's LA can cause more significant multipath effect. However, the impact of LA gradually weakens as the height difference increases when there is a height difference. The research results provide a theoretical basis and practical basis for utilizing the 11 GHz frequency band in indoor WBAN in the future.</p>","PeriodicalId":55001,"journal":{"name":"IET Communications","volume":"18 19","pages":"1510-1523"},"PeriodicalIF":1.5,"publicationDate":"2024-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cmu2.12844","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142759869","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Transmission scheme for collaborative-RIS-aided NOMA system with multiple channels 多通道协同ris辅助NOMA系统的传输方案
IF 1.5 4区 计算机科学
IET Communications Pub Date : 2024-09-30 DOI: 10.1049/cmu2.12842
Heyi Li, Hong Wang, Peiqi Li, Peiyu Wang
{"title":"Transmission scheme for collaborative-RIS-aided NOMA system with multiple channels","authors":"Heyi Li,&nbsp;Hong Wang,&nbsp;Peiqi Li,&nbsp;Peiyu Wang","doi":"10.1049/cmu2.12842","DOIUrl":"https://doi.org/10.1049/cmu2.12842","url":null,"abstract":"<p>This paper investigates the combination of collaborative reconfigurable intelligent surface (RIS) with non-orthogonal multiple access (NOMA) to enhance the quality of service (QoS) in communication systems. By introducing collaborative RIS, a virtual line-of-sight (LoS) link can be established between the base station (BS) and the users. In this article, the aim is to minimize the total transmit power under the constraint of each user's QoS by optimizing the phase shifts and the power allocation coefficients. To proceed, two approaches are proposed with different complexities to solve the formulated power minimization problem. Specifically, in the first method, a sub-channel allocation scheme based on the user locations is developed, and the phase shifts are optimized to obtain the minimum transmit power for fixed channel assignment, which is further addressed by using the alternating optimization and the sequence rotation methods. In the second approach, a joint optimization algorithm that achieves the channel assignment vectors and the phase shift coefficients in an alternative manner, and a sub-channel assignment algorithm based on the equivalent channel gain is developed. The simulation results show that the proposed transmission scheme has the capability of improving system performance significantly compared with the conventional schemes.</p>","PeriodicalId":55001,"journal":{"name":"IET Communications","volume":"18 19","pages":"1499-1509"},"PeriodicalIF":1.5,"publicationDate":"2024-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cmu2.12842","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762702","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dynamic and efficient device collaborations in 5G-advanced and 6G networks 5G-advanced和6G网络中动态高效的设备协作
IF 1.5 4区 计算机科学
IET Communications Pub Date : 2024-09-24 DOI: 10.1049/cmu2.12838
Xianghui Han, Shuai Zhou, Shuaihua Kou, Jian Li, Ruiqi Liu, Shi Jin
{"title":"Dynamic and efficient device collaborations in 5G-advanced and 6G networks","authors":"Xianghui Han,&nbsp;Shuai Zhou,&nbsp;Shuaihua Kou,&nbsp;Jian Li,&nbsp;Ruiqi Liu,&nbsp;Shi Jin","doi":"10.1049/cmu2.12838","DOIUrl":"https://doi.org/10.1049/cmu2.12838","url":null,"abstract":"<p>Collaborative transmission, comprising multiple devices owned by a single user, is progressively evolving into an essential strategy to meet the stringent demands of burgeoning collaborative scenarios in 5G-advanced and 6G networks. This paper proposes three novel use cases for device collaboration, namely data duplication, data splitting and wireless backup, to address these requirements. To provide dynamic and efficient collaboration, both non-transparent mode via the medium access control layer collaboration and transparent mode via the physical layer collaboration are proposed. The paper further introduces a comprehensive design framework including protocol stack design, user equipment capability reporting, user equipment pairing, scheduling mechanism and transmission mechanism for different collaborative use cases with different collaborative modes. Evaluation outcomes reveal that the recommended methods could decrease the resources consumed for data duplication while increasing the user perceived throughput for data duplication and data splitting. The proposed methods also augment transmission reliability for both data duplication and wireless backup.</p>","PeriodicalId":55001,"journal":{"name":"IET Communications","volume":"18 19","pages":"1437-1450"},"PeriodicalIF":1.5,"publicationDate":"2024-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cmu2.12838","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762832","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A deep learning-based approach for pseudo-satellite positioning 基于深度学习的伪卫星定位方法
IF 1.5 4区 计算机科学
IET Communications Pub Date : 2024-09-22 DOI: 10.1049/cmu2.12821
Shuang Li, Jiacheng Wang, Baoguo Yu, Hantong Xing, Shuang Wang
{"title":"A deep learning-based approach for pseudo-satellite positioning","authors":"Shuang Li,&nbsp;Jiacheng Wang,&nbsp;Baoguo Yu,&nbsp;Hantong Xing,&nbsp;Shuang Wang","doi":"10.1049/cmu2.12821","DOIUrl":"https://doi.org/10.1049/cmu2.12821","url":null,"abstract":"<p>Traditional pseudo-satellite-based indoor positioning techniques are greatly affected by the presence of multipath effects, leading to a notable reduction in the positioning precision. In order to tackle this challenge, a pseudo-satellite indoor positioning method based on deep learning is proposed. The method grids the localization region, thus transforming positioning from a regression problem to a classification problem in the gridded areas. 1D-convolutional neural network is employed to extract the correlation between pseudo-satellite data and the positioning of indoor areas. Data are collected and the method is validated in three types of areas of the experimental field, namely unobstructed area, semi-unobstructed area and obstructed area. The experimental results demonstrate that the method exhibits superior positioning accuracy compared to traditional methods, enabling effective localization even in obstructed area.</p>","PeriodicalId":55001,"journal":{"name":"IET Communications","volume":"18 17","pages":"1140-1150"},"PeriodicalIF":1.5,"publicationDate":"2024-09-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cmu2.12821","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142435808","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimal pilot pattern for data-aided channel estimation for MIMO-OFDM wireless systems MIMO-OFDM无线系统数据辅助信道估计的最优导频模式
IF 1.5 4区 计算机科学
IET Communications Pub Date : 2024-09-22 DOI: 10.1049/cmu2.12840
Inaamullah Khan, Michael Cheffena
{"title":"Optimal pilot pattern for data-aided channel estimation for MIMO-OFDM wireless systems","authors":"Inaamullah Khan,&nbsp;Michael Cheffena","doi":"10.1049/cmu2.12840","DOIUrl":"https://doi.org/10.1049/cmu2.12840","url":null,"abstract":"<p>This article presents an optimal pilot pattern for the data-aided channel estimation (DACE) scheme for both single-input single-output (SISO) and multiple-input multiple-output orthogonal frequency division multiplexing (MIMO-OFDM) wireless systems. The research evaluates the performance of the DACE scheme using different comb-type pilot patterns for both least square (LS) and linear minimum mean square error (LMMSE) channel estimators. In this regard, it is found that pilot spacing significantly influences system performance. Inserting pilot symbols in consecutive subcarriers cannot compensate for increased pilot spacing. Hence, the solution to this problem is to place pilot symbols at appropriate locations within the given spectrum. Moreover, data symbols which are reliably detected at the receiver are used as additional pilot signals to further enhance system performance. However, reliable data symbols need to be determined carefully because wrong detection results in severe performance degradation. In this respect, the proposed comb-type pilot pattern using a single pilot subcarrier extracts the maximum number of reliable data symbols for the DACE scheme, improves channel estimation accuracy, and provides bandwidth optimization for MIMO-OFDM systems. Furthermore, it outperforms all other pilot patterns in terms of system mean square error (MSE) and bit-error-rate (BER) performance.</p>","PeriodicalId":55001,"journal":{"name":"IET Communications","volume":"18 19","pages":"1474-1484"},"PeriodicalIF":1.5,"publicationDate":"2024-09-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cmu2.12840","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762805","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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