{"title":"A Transfer Learning Method For Ship Recognition In Multi-Optical Remote Sensing Satellites","authors":"Hongbo Li, B. Guo, Tong Gao, Hao Chen, Shuai Han","doi":"10.1109/ICCChinaW.2018.8674495","DOIUrl":"https://doi.org/10.1109/ICCChinaW.2018.8674495","url":null,"abstract":"In this paper, a transfer learning method of ship target recognition is proposed. This method aims at identifying unlabeled ships in high-resolution, based on the theory of transfer learning, assisting with a number of ship samples with different resolutions from different satellites. In the traditional machine learning method, training data and test data are assumed to have the same distribution. However, because of the different distributions and spaces in most cases, such as images from different satellites, the accuracy rate will decline. In this paper, we proposed a method that aligns the distributions as well as the subspace bases to solve this problem. This paper first proposed Adaptation Local Linear Embedding (ALLE) algorithm to achieve space alignment and then aligned both marginal distribution and conditional distribution by Joint Distribution Adaptation (JDA). This paper focuses on the identification of three types of ships which are destroyers, cruisers, and aircraft carriers basing on the method proposed (ALLE-JDA), using the knowledge of source samples low-resolution labeled ships to help identify the unlabeled high-resolution samples. The experimental results show that this method is better than several state-of-the-art methods.","PeriodicalId":201746,"journal":{"name":"2018 IEEE/CIC International Conference on Communications in China (ICCC Workshops)","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114663853","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}
Jinjuan Ju, Guoan Zhang, Wei Duan, Qiang Sun, Li Jin
{"title":"On the Performance of Multi-Relay Cellular Networks with NOMA","authors":"Jinjuan Ju, Guoan Zhang, Wei Duan, Qiang Sun, Li Jin","doi":"10.1109/ICCChinaW.2018.8674506","DOIUrl":"https://doi.org/10.1109/ICCChinaW.2018.8674506","url":null,"abstract":"In this paper, a new receiver detection scheme for the cooperative multi-relay system using non-orthogonal multiple access (CMRS-NOMA) is proposed in the cellular networks. In the proposed cellular networks, the base station (BS) would like to communicate multiple users via multiple relays, while that the direct link between BS and users are not considered. Specifically, we further assume that of two relays in approaching scopes to the user can assist the transmission, since that other relays are out of the cooperation scopes. By this way, each user and two corresponding relays can be implemented as one group. In addition, the source simultaneously transmits the superposition coded signals to the relay nodes. After receptions, multi-relay nodes decode the symbols by applying the successive interference cancellation (SIC), and then reconstruct them into new NOMA signals, which will be forwarded to the receiving nodes. The users jointly decode the information symbols received from two adjacent relay nodes with a practical and simple operation, also derive the closed-form expressions of the sum-rate (SR). Qualitative numerical results corroborating our theoretical analysis show that the proposed scheme significantly improves the SR performance compared with the existing works.","PeriodicalId":201746,"journal":{"name":"2018 IEEE/CIC International Conference on Communications in China (ICCC Workshops)","volume":"54 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125955036","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}
{"title":"User Fairness Non-orthogonal Multiple Access (NOMA) in Millimeter-Wave Communications","authors":"Lipeng Zhu, Jun Zhang, Zhenyu Xiao, Xianbin Cao","doi":"10.1109/ICCChinaW.2018.8674488","DOIUrl":"https://doi.org/10.1109/ICCChinaW.2018.8674488","url":null,"abstract":"In this paper, we explore non-orthogonal multiple access in millimeter-Wave communications (mmWave-NOMA). A downlink cellular is considered, where a base station (BS) equipped with a single radio frequency (RF) chain and large antenna arrays serves multiple users with a single antenna. Analog beamforming is utilized to reduce the hardware cost and power consumption. Particularly, we consider the user fairness and formulate a joint beamforming and power allocation problem, which is non-convex. In the propose sub-optimal solution, the closed-form optimal power allocation is first obtained under any fixed beam pattern. Then an approximatively optimal beamforming vector is designed according to the sparsity in the angle domain of the mmWave channel. The achievable rate performance of mmWave-NOMA system is shown to be significantly improved by the proposed approach, compared with the conventional mmWave orthogonal multiple access (mmWave-OMA) system.","PeriodicalId":201746,"journal":{"name":"2018 IEEE/CIC International Conference on Communications in China (ICCC Workshops)","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133958804","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}
{"title":"Performance Analysis of Three-Dimensional MIMO Antenna Arrays for UAV channel","authors":"Yuming Bi, Jian-hua Zhang, Xiaodong Xu, Weite Zhang, Liping Zhang","doi":"10.1109/ICCChinaW.2018.8674490","DOIUrl":"https://doi.org/10.1109/ICCChinaW.2018.8674490","url":null,"abstract":"In recent year, the use of Unmanned Aerial Vehicle (UAV) has been attracting an increasing amount of attention with the rapid growing demand of the high data rate communication service on Internet of Things (IoT). However, as a vital fundamental prerequisite of the research on UAV communication technology, the UAV channel model are still at its infancy. Therefore, this paper proposes a novel Three-Dimensional (3D) Multiple-Input and Multiple-Output (MIMO) channel model for UAV under Air-to-ground (A2G) communication environment by introducing Von-Mises Fisher (VMF) scattering distribution. Furthermore, the spatial fading correlation of different Power Angle Spectrum (PAS) is derived and the channel capacity of UAV MIMO systems deploying different antenna arrays (such as ULA, UCA, URA) is investigated. Finally, the simulation results confirm the performance analysis and show that the proposed model is proved to evaluate the real UAV channel for A2G communication environment precisely.","PeriodicalId":201746,"journal":{"name":"2018 IEEE/CIC International Conference on Communications in China (ICCC Workshops)","volume":"51 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115113959","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}
{"title":"Dynamic Virtual UE in Ultra Dense Networks: Forming Procedure and Design Insight","authors":"Muchu Niu, Zhifei Fang, Yaosen Lin, Hongtao Zhang","doi":"10.1109/ICCChinaW.2018.8674524","DOIUrl":"https://doi.org/10.1109/ICCChinaW.2018.8674524","url":null,"abstract":"Recently, significant researches have been devoted to develop some remedial solutions to cell-edge effect issues such as inter-cell interference coordination and coordinated multipoint transmission. However, they were unable to completely remove the cell-boundary effect and led to increased complexity and overhead. In order to realize the gain of user virtualization, this paper proposes a tractable virtual user equipment (UE) forming procedure in which a set of qualified UEs is selected to serve as small cells. Specifically, the UE group completes discovery and connection among each other in a self-organized manner, and the donor femto transmission point (FTP) manages the data transmission and handover of the virtual UE group cooperatively. Meanwhile, the context information from both users and networks is utilized to locally optimize the composition of the virtual UE group, which adapts to each user’s environment and quality of service (QoS) requirements. Simulation results illustrate that the virtual UE design achieves an increase of maximum 65% for success probability under high spectral efficiency request compared to the LTE system and efficiently improves average user throughput.","PeriodicalId":201746,"journal":{"name":"2018 IEEE/CIC International Conference on Communications in China (ICCC Workshops)","volume":"38 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117150305","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}
{"title":"Orthogonal Polarizations Based Channel Estimation for Dual-polarized Massive MIMO Under Pilot Contamination","authors":"Li Han, Fangfang Liu, Chunyan Feng, Shulun Zhao","doi":"10.1109/ICCChinaW.2018.8674500","DOIUrl":"https://doi.org/10.1109/ICCChinaW.2018.8674500","url":null,"abstract":"Pilot contamination limits the accuracy of channel state information (CSI). In this paper, we propose an orthogonal polarizations based channel estimation algorithm in multi-cell multi-user dual-polarized massive multiple-input multiple-output (MIMO) system. The algorithm exploits orthogonal polarizations effectively reduce the mean square error (MSE) under pilot contamination. Meanwhile, for the high complexity of the minimum mean square error (MMSE) channel estimation, the algorithm uses unbiased estimation for the combination term of interference caused by pilot contamination and the noise. Then we deduce and evaluate the approximate MSE analytical expression of the proposed channel estimation. Finally, the simulation results show that the proposed algorithm is simpler than the MMSE estimation, and more practical than least squares (LS) channel estimation.","PeriodicalId":201746,"journal":{"name":"2018 IEEE/CIC International Conference on Communications in China (ICCC Workshops)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128492862","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}
César Calvo-Ramírez, Zhuangzhuang Cui, C. Briso, K. Guan, D. Matolak
{"title":"UAV Air-Ground Channel Ray Tracing Simulation Validation","authors":"César Calvo-Ramírez, Zhuangzhuang Cui, C. Briso, K. Guan, D. Matolak","doi":"10.1109/ICCChinaW.2018.8674482","DOIUrl":"https://doi.org/10.1109/ICCChinaW.2018.8674482","url":null,"abstract":"This paper provides a brief overview of air-ground (AG) channel models for low altitude Unmanned Aerial Vehicles (UAV) and a useful comparison between the results offered by ray-tracing (RT) simulations and measurements for an open environment surrounded by suburban clutter. The results show that there is a strong dependence of root-mean-square delay spread on the height of flight, and delay dispersion parameters remain constant above a certain height above the building average. Agreement between measurements and simulations is generally good, but less so at low heights. This implies that the propagation mechanisms at low heights are more complicated, and therefore, more efforts on precise modeling of the three-dimensional (3D) environment and propagation mechanism should be made in order to provide realistic UAV AG channels.","PeriodicalId":201746,"journal":{"name":"2018 IEEE/CIC International Conference on Communications in China (ICCC Workshops)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127045360","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}
Zhijian Guo, Qixun Zhang, Yifei Cai, Z. Feng, Wei Li
{"title":"Traffic Load Based Adaptive Almost Blank Subframe Optimization in LTE-U and WiFi Coexisted Systems","authors":"Zhijian Guo, Qixun Zhang, Yifei Cai, Z. Feng, Wei Li","doi":"10.1109/ICCChinaW.2018.8674483","DOIUrl":"https://doi.org/10.1109/ICCChinaW.2018.8674483","url":null,"abstract":"Considering the increasing service demand, the long-term evolution (LTE) system can be deployed in unlicensed band to improve the capacity with a low cost for the spectrum acquisition. However, the coexistence of LTE and WiFi systems in unlicensed band is a challenging problem in terms of the quality of service and the fairness of spectrum occupancy. To address this problem, this paper proposes an adaptive almost blank subframe (A-ABS) optimization scheme by considering the traffic loads of two coexisted systems in order to guarantee the overall performance and fairness between LTE and WiFi systems. To quantitatively analyze this problem, we utilize the M/G/1 queuing model to formulate the unlicensed band occupancy process between LTE and WiFi systems. Furthermore, the A-ABS algorithm is designed to dynamically tune the ratio of ABS based on the traffic loads. Simulation results show that our proposed A-ABS optimization scheme can improve the overall performance while ensuring the fairness between LTE-U and WiFi systems in unlicensed band.","PeriodicalId":201746,"journal":{"name":"2018 IEEE/CIC International Conference on Communications in China (ICCC Workshops)","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122916713","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}
{"title":"Outage Performance Enhancing for Downlink Cooperative Non-Orthogonal Multiple Access Systems","authors":"Dehuan Wan, Fei Ji, Ronglan Huang, Yun Liu, Hua Yu, Fangjiong Chen","doi":"10.1109/ICCChinaW.2018.8674528","DOIUrl":"https://doi.org/10.1109/ICCChinaW.2018.8674528","url":null,"abstract":"For non-orthogonal multiple access (NOMA) systems, the near user who has the better channel condition can act as the cooperative relay to enhance the diversity of the far user in general. To make good use of such a nature to fully exploit the advantages of NOMA, in this paper, we study the outage performance enhancing scheme for the downlink cooperative NOMA systems, where two users communicate with the base station with the assist of a single relay. Assuming Nakagami-m fading channels and the regenerative protocol is applied to the relay, system’s ergodic sum rate and users’ outage probability are derived in closed form. Numerical results verify the accuracy of the theoretical analyses and demonstrate that with the diversity enhancing strategy, the proposed NOMA scheme outperforms the conventional NOMA and time division multiple access (TDMA) schemes in terms of outage probability greatly. Moreover, it shows that the proposed NOMA scheme can almost achieve the same ergodic sum rate as the conventional NOMA scheme has in the high SNR region.","PeriodicalId":201746,"journal":{"name":"2018 IEEE/CIC International Conference on Communications in China (ICCC Workshops)","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115148479","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}
{"title":"Space-Time Spectrum Sharing for Unmanned Aerial Vehicle Networks","authors":"Xiaolan Chen, Zhiqing Wei, Hui Tian, Z. Feng","doi":"10.1109/ICCChinaW.2018.8674515","DOIUrl":"https://doi.org/10.1109/ICCChinaW.2018.8674515","url":null,"abstract":"In this paper, we study the spectrum sharing of unmanned aerial vehicle (UAV) networks. Multiple primary users (PUs) are distributed on the ground. UAV networks distributed in the three-dimensional (3D) space share the spectrum of PUs. The 3D space is divided into constrained region and unconstrained region by planes. In constrained region, UAVs have temporal spectrum access opportunities. While in the unconstrained region, there is a spatial spectrum hole that allows UAVs to access PUs spectrum without constraints. Moreover, we analyzed the condition of existing a transition region between constrained region and unconstrained region. The bounds of two regions over fading channel are calculated by considering the constraints of the miss detection probability, false alarm probability and the aggregation interference of UAVs to PUs. UAVs can use the height information to decide the way of spectrum sharing.","PeriodicalId":201746,"journal":{"name":"2018 IEEE/CIC International Conference on Communications in China (ICCC Workshops)","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115017033","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}