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An intelligent load balancing algorithm for 5G-satellite networks 面向 5G 卫星网络的智能负载平衡算法
IF 0.9 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-04-11 DOI: 10.1002/sat.1517
Mobolanle Bello, Prashant Pillai, Ali Safaa Sadiq

Cellular networks are projected to deal with an immense rise in data traffic, as well as an enormous and diverse device, plus advanced use cases, in the nearest future; hence, future 5G networks are being developed to consist of not only 5G but also different radio access technologies (RATs) integrated. In addition to 5G, the user's device (UD) will be able to connect to the network via LTE, WiMAX, WiFi, Satellite and other technologies. On the other hand, Satellite has been suggested as a preferred network to support 5G use cases. However, achieving load balancing is essential to guarantee an equal amount of traffic distributed between different RATs in a heterogeneous wireless network; this would enable optimal utilisation of the radio resources and lower the likelihood of call blocking/dropping. This study presented an artificial intelligent-based application in heterogeneous wireless networks and proposed an enhanced particle optimisation (EPSO) algorithm to solve the load balancing problem in 5G-Satellite networks. The algorithm uses a call admission control strategy to admit users into the network to ensure that users are evenly distributed on the network. The proposed algorithm was compared with the Artificial Bee Colony and Simulated Annealing algorithm using three performance metrics: throughput, call blocking and fairness. Finally, based on the experimental findings, results outcomes were analysed and discussed.

摘要预计在不久的将来,蜂窝网络将应对数据流量的大幅增长,以及庞大而多样化的设备和高级用例;因此,未来的 5G 网络不仅包括 5G,还将集成不同的无线接入技术 (RAT)。除了 5G 之外,用户设备(UD)还可以通过 LTE、WiMAX、WiFi、卫星和其他技术连接到网络。另一方面,卫星被认为是支持 5G 用例的首选网络。然而,实现负载平衡对于保证异构无线网络中不同 RAT 之间的流量分配均等至关重要;这将使无线电资源得到最佳利用,并降低呼叫阻塞/掉线的可能性。本研究介绍了异构无线网络中基于人工智能的应用,并提出了一种增强粒子优化(EPSO)算法来解决 5G 卫星网络中的负载平衡问题。该算法采用呼叫准入控制策略来接纳用户进入网络,以确保用户在网络上均匀分布。利用吞吐量、呼叫阻塞和公平性三个性能指标,将所提出的算法与人工蜂群算法和模拟退火算法进行了比较。最后,根据实验结果对结果进行了分析和讨论。
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引用次数: 0
CG-FlexBeamOpt: Advanced solution methodology for high throughput GEO satellite beam laydown and resource allocation CG-FlexBeamOpt:用于高吞吐量地球同步轨道卫星波束铺设和资源分配的先进解决方案方法学
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-04-09 DOI: 10.1002/sat.1513
Ryan Li, Angus Gaudry, Vicky Mak-Hau

Modern satellite communication systems are designed to serve dispersed users with changing operational requirements. Allocating resources to meet these requirements becomes highly complex when the size, location, and allocated frequency of satellite beams are flexible. We developed solution techniques that generate feasible beam patterns and frequency allocations to maximize the total demand met across all users. In our approach, an integer program selects an optimal set of beams from a heuristically generated pool of feasible candidate beams. The challenge is in how to efficiently build a pool of good quality candidate beams from exponentially many possible solutions. An innovative column generation-style heuristic to generate mathematically justifiable beams is presented to address this challenge. We also derived two other heuristic candidate beam generation algorithms to compare and contrast performance and robustness characteristics of different algorithmic choices. We tested the performance of our three new approaches on 12 operational instances that vary in user distribution, user numbers, and demand distribution. While the methods performed differently under varying operational scenarios, the column generation-based methods provided the best trade-off between computation time and solution quality in most cases. We further tested our two best performing algorithms for scalability. Our column generation-based methods were able to provide good quality solutions with up to 400 beams and 5,000 users. Our work provides valuable insights for real-life implementation: an end-user of our system can select the solution approach based on their business need, computational (time) budget, and the desired solution quality.

摘要现代卫星通信系统的设计目的是为业务需求不断变化的分散用户提供服务。当卫星波束的大小、位置和分配频率具有灵活性时,为满足这些要求而分配资源就变得非常复杂。我们开发了解决方案技术,生成可行的波束模式和频率分配,最大限度地满足所有用户的总需求。在我们的方法中,整数程序从启发式生成的可行候选波束库中选择一组最佳波束。我们面临的挑战是如何从指数级的众多可能解决方案中有效地建立一个优质候选波束库。为解决这一难题,我们提出了一种创新的列生成式启发式方法,用于生成数学上合理的横梁。我们还推导出另外两种启发式候选波束生成算法,以比较和对比不同算法选择的性能和鲁棒性特征。我们在用户分布、用户数量和需求分布各不相同的 12 个运行实例中测试了三种新方法的性能。虽然这些方法在不同的运行场景下表现各异,但在大多数情况下,基于列生成的方法在计算时间和解决方案质量之间实现了最佳权衡。我们进一步测试了两种性能最好的算法的可扩展性。我们基于柱生成的方法能够在多达 400 个光束和 5000 个用户的情况下提供高质量的解决方案。我们的工作为现实生活的实施提供了宝贵的见解:我们系统的最终用户可以根据他们的业务需求、计算(时间)预算和所需的解决方案质量来选择解决方案方法。
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引用次数: 0
A novel optimization method for attenuating multi-interferences in satellite communication earth station 衰减卫星通信地面站多重干扰的新型优化方法
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-04-02 DOI: 10.1002/sat.1512
Kang Luo, Qing Wang, Kai Yang, Bin Li

The study of multi-interferences plays a pivotal role in advancing the development of next-generation, high-performance communication devices. In this paper, we propose a design approach for auxiliary antennas aimed at mitigating multi-interference challenges within satellite communication earth stations. We introduce an eight-element auxiliary antenna with an elliptical beam comprising dual radiation patches and a T-shaped power divider, to attenuate interferences originating from three distinct directions. To enhance the azimuthal beamwidth, we adjust the dimensions of the ground plane and extend the substrate. At a frequency of 12.5 GHz, the antenna exhibits a 3-dB beam spacing of 38° and an azimuthal width of 162°, with a maximum gain of 7.9 dBi. We employ a sidelobe canceller to optimize the antenna's performance, and both simulations and measurements affirm that the auxiliary antenna achieves an extinction interference cancelation ratio exceeding 27 dB under all circumstances.

摘要多重干扰的研究在推动下一代高性能通信设备的发展方面发挥着关键作用。本文提出了一种辅助天线设计方法,旨在减轻卫星通信地面站内的多重干扰挑战。我们引入了一种八元件辅助天线,其椭圆形波束由双辐射贴片和 T 型功率分配器组成,可衰减来自三个不同方向的干扰。为了增强方位波束宽度,我们调整了地平面的尺寸并扩展了基板。在频率为 12.5 GHz 时,天线的 3 分贝波束间距为 38°,方位角宽度为 162°,最大增益为 7.9 dBi。我们采用侧叶消除器来优化天线的性能,仿真和测量结果都证实,辅助天线在任何情况下都能达到超过 27 dB 的消隐干扰消除比。
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引用次数: 0
Co-channel interference cancellation based on BSS for multi-satellite MIMO communication systems with FFR 基于 BSS 的多卫星 MIMO 通信系统共信道干扰消除与 FFR
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-03-04 DOI: 10.1002/sat.1510
Yuan Qin, Hang Zhang, Wen Li, Hongpeng Zhu, Jiong Li

Multiple-input multiple-output (MIMO) technology can boost the capacity of conventional satellite communications, and full frequency reuse (FFR) can further improve the capacity by making full use of frequency resources. However, FFR will cause severe co-channel interference and lead to a degradation of channel capacity. Blind source separation (BSS) algorithm can be used to eliminate co-channel interference and does not require prior information, which avoids the extra occupation of channel frequency resources. While the multi-satellite MIMO communication system have delay mixing characteristic, the separation performance will be degraded if the delay is ignored. In this paper, DMBSS algorithm for delay mixing is proposed. Firstly, the DMBSS algorithm utilizes Taylor expansion to achieve dimension expansion of observed signals and so as to transform the delay mixing into instantaneous mixing with extended dimension. Secondly, complex non-orthogonal joint diagonalization algorithm is used to solve the separation matrix equation of extended observation signals and extended source signals and thus to eliminate the co-channel interference. Simulation results show that for multi-satellite MIMO communication scenarios with FFR, the proposed algorithm can effectively improve the performance of co-channel interference cancellation and reduce the value of BER. Furthermore, the influence of order of Taylor expansion on the separation performance is also analyzed and simulated in this paper to show the cost performance of the proposed algorithm.

摘要多输入多输出(MIMO)技术可以提高传统卫星通信的容量,而全频重用(FFR)可以充分利用频率资源,进一步提高容量。然而,全频重用会造成严重的同信道干扰,导致信道容量下降。盲源分离(BSS)算法可用于消除同信道干扰,且不需要先验信息,避免了对信道频率资源的额外占用。多卫星 MIMO 通信系统具有延迟混合特性,如果忽略延迟,分离性能将下降。本文提出了针对延迟混合的 DMBSS 算法。首先,DMBSS 算法利用泰勒展开实现观测信号的维数扩展,从而将延迟混合转化为扩展维数的瞬时混合。其次,利用复非正交联合对角算法求解扩展观测信号和扩展信源信号的分离矩阵方程,从而消除同信道干扰。仿真结果表明,对于具有 FFR 的多卫星 MIMO 通信场景,所提出的算法能有效改善共信道干扰消除性能,降低误码率值。此外,本文还分析并仿真了泰勒展开阶数对分离性能的影响,以显示所提算法的性价比。
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引用次数: 0
A novel method for satellite prediction of VDE-TER service traffic information based on multilayers bidirectional LSTM 基于多层双向 LSTM 的 VDE-TER 服务流量信息卫星预测新方法
IF 1.6 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-01-28 DOI: 10.1002/sat.1508
Ruiwen Wu, Zongwang Li, Zhuochen Xie, Xuwen Liang

Satellite prediction of very high frequency (VHF) Data Exchange (VDE)-Terrestrial (VDE-TER) ship-to-ship Self-Organized Networks (SON) service traffic information is crucial for wireless resource allocation of VHF Data Exchange System (VDES). Due to the VDE-TER, channel load observed by the satellite changes rapidly and the historical information cached on the satellite is limited; the prediction of VDE-TER service traffic is difficult. This paper proposes a multilayer bidirectional long short-term memory (LSTM) neural network model (MLB-LSTM), which controls the amount of forgetting of historical information and the amount of memory of current information through the LSTM unit, so that the model can better learn the nonlinear changes of service traffic. The bidirectional LSTM module combines forward and backward time series data, reducing the amount of data required for prediction and enhancing the prediction accuracy of the model. Numerical results show that the proposed prediction model significantly outperforms traditional methods and is able to adapt to rapidly changing VDE-TER data.

卫星预测甚高频(VHF)数据交换(VDE)-地面(VDE-TER)船对船自组织网络(SON)服务流量信息对于甚高频数据交换系统(VDES)的无线资源分配至关重要。由于 VDE-TER,卫星观测到的信道负荷变化迅速,而卫星上缓存的历史信息有限,因此 VDE-TER 业务流量的预测非常困难。本文提出了一种多层双向长短期记忆(LSTM)神经网络模型(MLB-LSTM),通过 LSTM 单元控制历史信息的遗忘量和当前信息的记忆量,使模型能更好地学习业务流量的非线性变化。双向 LSTM 模块结合了前向和后向时间序列数据,减少了预测所需的数据量,提高了模型的预测精度。数值结果表明,所提出的预测模型明显优于传统方法,能够适应快速变化的 VDE-TER 数据。
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引用次数: 0
The evolution of lunar communication—From the beginning to the present 月球通信的演变——从开始到现在
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-11-22 DOI: 10.1002/sat.1507
Andrea Farkasvölgyi, László Csurgai-Horváth, Petr Boháček

The Moon is the closest celestial body to the Earth. The examination and discovery of this planet have always played an important role in the history of humanity. Since the beginning of the space age, the Moon has been the target of many missions from the 1950s to the present day. Radio communication plays a fundamental role in space vehicle projects because this is the most obvious way to communicate with the ground station and transmit control commands and scientific data. From the early missions to the present day, Earth–Moon communication had many stages of development. In our article, we review this progress and then present the state-of-the-art ideas related to the present missions through the missions currently underway and those planned for the near future. Our primary objective is to describe the radio communication relay services planned for orbit around the Moon. Furthermore, we present the European Space Agency (ESA)-supported lunar missions, highlighting the Lunar Geology Orbiter (LUGO) mission. Finally, as a future perspective, we present the possibilities of optical communication in the Earth–Moon path, which can result a significant increase in capacity.

月球是离地球最近的天体。对地球的探索和发现在人类历史上一直扮演着重要的角色。自从太空时代开始以来,从20世纪50年代到现在,月球一直是许多任务的目标。无线电通信在空间飞行器项目中起着基本作用,因为这是与地面站通信和传输控制命令和科学数据的最明显方式。从早期的任务到现在,地月通信经历了许多发展阶段。在我们的文章中,我们回顾了这一进展,然后通过目前正在进行的任务和计划在不久的将来进行的任务,介绍了与当前任务有关的最先进的想法。我们的主要目标是描述为绕月轨道计划的无线电通信中继服务。此外,我们介绍了欧洲航天局(ESA)支持的月球任务,重点介绍了月球地质轨道器(LUGO)任务。最后,从未来的角度来看,我们提出了在地月路径上进行光通信的可能性,这可能会导致容量的显著增加。
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引用次数: 0
Twelve years of rain attenuation statistics of Earth–space propagation experiment at Ka band in Toulouse 图卢兹Ka波段地空传播试验12年雨衰减统计
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-11-21 DOI: 10.1002/sat.1505
Étienne Suquet, Jean-Pascal Monvoisin, Laurent Castanet, Laurent Féral, Xavier Boulanger

Since 2009, ONERA has been running Ka band propagation experiments in Toulouse (France, latitude 43.57°N, longitude 1.47°E). A rain gauge was also deployed on site to collect rainfall rate measurements concurrently to beacon data. Since April 2011, the beacon receiver has been recording the 20.2 GHz (vertical polarisation) Astra 3B beacon signal along a slant path of 35.1° of elevation angle. All years of the experiment had excellent data availability, hence giving 12 years of data at Ka band. First, the propagation experiment and the data processing methodology are described. Second, a statistical analysis of rain attenuation and rainfall rate is conducted. Comparisons are then performed with the prediction methods of Recommendations ITU-R P.837-7 (rainfall rate), P.618-13 (rain attenuation) and P.678-3 (variability of propagation phenomena).

自2009年以来,ONERA一直在法国图卢兹(Toulouse,纬度43.57°N,经度1.47°E)进行Ka波段传播实验。此外,天文台亦在现场安装雨量计,收集雨量及信标数据。自2011年4月以来,信标接收器一直沿着35.1°仰角的倾斜路径记录20.2 GHz(垂直偏振)Astra 3B信标信号。所有年份的实验数据均具有良好的可用性,因此在Ka波段提供了12年的数据。首先,介绍了传播实验和数据处理方法。其次,对降雨衰减和降雨率进行了统计分析。然后与ITU-R建议书P.837-7(降雨率)、P.618-13(降雨衰减)和P.678-3(传播现象变率)的预测方法进行比较。
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引用次数: 0
Energy efficient power allocation for MIMO-NOMA-based integrated terrestrial-satellite networks 基于mimo - nomo的地面卫星综合网络的节能功率分配
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-11-15 DOI: 10.1002/sat.1506
Xin Li, Yongjun Li, Xinkang Song, Long Shao, Hai Li

Millimeter-wave (mmWave) massive MIMO and non-orthogonal multiple access (NOMA) are promising ways for improving energy efficiency of integrated terrestrial-satellite networks. In this paper, we investigate the performance of integrated terrestrial-satellite networks, in which MIMO-NOMA-based terrestrial networks and satellite network cooperatively provide ubiquitous services for ground users while reusing the entire bandwidth. Both base stations (BSs) and satellite are equipped with multiple antennas, and beamforming technology is utilized to serve multiple users simultaneously. First, a user selection scheme based on channel gain ratio is proposed to select satellite users. Then, we design a user clustering algorithm for reducing the intra-beam and inter-beam interference of BSs users. Analog and digital beamforming techniques are also adopted to further increase beam gain and improve system energy efficiency. The terrestrial networks and satellite networks energy efficiency are separately optimized through beamforming design and power allocation scheme, and then, a joint iterative algorithm is proposed to maximize the system energy efficiency. In addition, we introduce the interference temperature threshold to limit the satellite interference to BSs users. Finally, the performance of the proposed algorithm is simulated in comparison with the existing algorithm. The results indicate that the presented algorithm has high superiority in system energy efficiency and it can be applied to integrated terrestrial-satellite networks.

毫米波(mmWave)大规模MIMO和非正交多址(NOMA)是提高地星综合网络能效的有效途径。在本文中,我们研究了基于mimo - nomo的地面网络和卫星网络协同为地面用户提供无处不在的服务,同时重用整个带宽的地星融合网络的性能。基站和卫星都配备了多天线,利用波束成形技术同时为多个用户服务。首先,提出了一种基于信道增益比的卫星用户选择方案。然后,我们设计了一种用户聚类算法来降低北斗用户的波束内和波束间干扰。采用模拟和数字波束形成技术,进一步提高波束增益,提高系统能效。通过波束形成设计和功率分配方案分别优化了地面网络和卫星网络的能量效率,然后提出了一种联合迭代算法,使系统能量效率最大化。此外,我们引入干扰温度阈值来限制卫星对北斗用户的干扰。最后,与现有算法进行了性能仿真比较。结果表明,该算法具有较高的系统能效优势,可应用于地星一体化网络。
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引用次数: 0
Large constellations for fast acquisition and delivery of information: Design and analysis by stereographic projection onto the equatorial plane 用于快速获取和传递信息的大型星座:通过赤道面立体投影进行设计和分析
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-11-03 DOI: 10.1002/sat.1504
Stefano Carletta, Mauro Pontani, Paolo Teofilatto

Recent space projects are designed by satellite constellations with a large number of spacecraft, a global character (i.e., from equatorial to high inclination orbits), and the possibility to transfer information to different satellites of the constellation (inter satellite link) in order to deliver the information to the ground as soon as possible. To cope with a large number of parameters, a fast tool for constellation design, performance evaluation and networking strategies is needed. The aim of this paper is to obtain the performance of any constellation in less than 1 s, even when the number of satellites in the constellation and the duration of the analysis is large (e.g., more than 200 satellites in a period of some days). The proposed algorithm is based on analytical formulae obtained by using the stereographic projection on the equatorial plane of the satellite orbits and the projection of the target and ground station orbits. It is believed that the two-dimensional projection proposed here can offer some advantages with respect to the spatial analysis of satellite orbits and their ground tracks, such as the reduction in time required to calculate station/satellite and satellite/satellite encounter conditions, and the clear and simple representation of the motion of the satellite of the constellation and of the ground stations of interest.

最近的空间项目是由卫星星座设计的,这些星座有大量航天器,具有全球性(即从赤道轨道到高倾角轨道),可以向星座中的不同卫星传输信息(卫星间链路),以便尽快将信息传送到地面。为了处理大量参数,需要一种用于星座设计、性能评估和联网策略的快速工具。本文的目的是在 1 秒内获得任何星座的性能,即使星座中的卫星数量和分析持续时间很长(例如,在几天内超过 200 颗卫星)。提出的算法基于卫星轨道赤道面立体投影以及目标和地面站轨道投影所得到的分析公式。据信,这里提出的二维投影在卫星轨道及其地面轨道的空间分析方面具有一些优势,例如减少了计算空间站/卫星和卫星/卫星相遇条件所需的时间,并能简单明了地表示星座卫星和有关地面站的运动情况。
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引用次数: 0
Design of buffered double linked list for LEO satellite beam-hopping forwarding 为低地球轨道卫星波束跳转转发设计缓冲双链表
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-09-27 DOI: 10.1002/sat.1503
Yangyang Wan, Wei Hong

The beam-hopping technology can solve the problems of uneven user distribution and uneven service demand and improve the efficiency of resource utilization. It is one of the important technologies of future satellite–ground integrated communication. However, the mobility of LEO satellites and the on-demand scheduling of beams make each satellite beam correspond to multiple ground wave positions, which brings great difficulties to data processing. In this paper, after analyzing the difficulties of the data forwarding buffer of the beam-hopping system, a double-linked list structure of user state chain and data buffer chain is proposed, which solves the problem of data forwarding between the satellite and users in the dynamic state and provides an efficient solution for the data exchange of the beam-hopping LEO satellite.

跳束技术可以解决用户分布不均、业务需求不均等问题,提高资源利用效率。它是未来星地一体化通信的重要技术之一。然而,低地轨道卫星的移动性和波束的按需调度使得每个卫星波束对应多个地面波位置,给数据处理带来了很大困难。本文在分析了跳波束系统数据转发缓冲区的难点后,提出了用户状态链和数据缓冲区链的双链表结构,解决了动态状态下卫星与用户之间的数据转发问题,为跳波束低地轨道卫星的数据交换提供了一种高效的解决方案。
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引用次数: 0
期刊
International Journal of Satellite Communications and Networking
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