首页 > 最新文献

International Journal of Satellite Communications and Networking最新文献

英文 中文
Contribution of non-orthogonal multiple access signalling to practical multibeam satellite deployments 非正交多址信令对实际多波束卫星部署的贡献
IF 1.6 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-08-18 DOI: 10.1002/sat.1492
Tomás Ramírez, Carlos Mosquera

This work explores the contribution of non-orthogonal multiple access (NOMA) signalling to improve some relevant metrics of a multibeam satellite downlink. Users are paired to exploit signal-to-noise ratio (SNR) imbalances coming from the coexistence of different types of terminals, and they can be flexibly allocated to the beams, thus relaxing the cell boundaries of the satellite footprint. Different practical considerations are accommodated, such as a spatially non-uniform traffic demand, non-linear amplification effects and the use of the DVB-S2X air interface. Results show how higher traffic volumes can be channelized by the satellite, thanks to the additional bit rates which are generated for the strong users under the superposition of signals, with carefully designed power levels for DVB-S2X modulation and coding schemes in the presence of non-linear impairments.

这项工作探讨了非正交多址(NOMA)信令对改善多波束卫星下行链路的一些相关指标的贡献。用户被配对以利用不同类型终端共存带来的信噪比(SNR)失衡,并且可以灵活地将它们分配给波束,从而放宽卫星覆盖区的小区边界。考虑了不同的实际因素,如空间上不均匀的交通需求、非线性放大效应和DVB‐S2X空中接口的使用。结果表明,在存在非线性损伤的情况下,卫星可以通过精心设计的DVB‐S2X调制和编码方案的功率电平,在信号叠加下为强大用户生成额外的比特率,从而实现更高的流量信道化。
{"title":"Contribution of non-orthogonal multiple access signalling to practical multibeam satellite deployments","authors":"Tomás Ramírez,&nbsp;Carlos Mosquera","doi":"10.1002/sat.1492","DOIUrl":"10.1002/sat.1492","url":null,"abstract":"<p>This work explores the contribution of non-orthogonal multiple access (NOMA) signalling to improve some relevant metrics of a multibeam satellite downlink. Users are paired to exploit signal-to-noise ratio (SNR) imbalances coming from the coexistence of different types of terminals, and they can be flexibly allocated to the beams, thus relaxing the cell boundaries of the satellite footprint. Different practical considerations are accommodated, such as a spatially non-uniform traffic demand, non-linear amplification effects and the use of the DVB-S2X air interface. Results show how higher traffic volumes can be channelized by the satellite, thanks to the additional bit rates which are generated for the strong users under the superposition of signals, with carefully designed power levels for DVB-S2X modulation and coding schemes in the presence of non-linear impairments.</p>","PeriodicalId":50289,"journal":{"name":"International Journal of Satellite Communications and Networking","volume":"44 1","pages":"73-88"},"PeriodicalIF":1.6,"publicationDate":"2023-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/sat.1492","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41527470","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
Evaluation of multi-user multiple-input multiple-output digital beamforming algorithms in B5G/6G low Earth orbit satellite systems B5G/6G近地轨道卫星系统中多用户多输入多输出数字波束形成算法的评估
IF 1.6 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-08-14 DOI: 10.1002/sat.1493
M. Rabih Dakkak, Daniel Gaetano Riviello, Alessandro Guidotti, Alessandro Vanelli-Coralli

Satellite communication systems will be a key component of 5G and 6G networks to achieve the goal of providing unlimited and ubiquitous communications and deploying smart and sustainable networks. To meet the ever-increasing demand for higher throughput in 5G and beyond, aggressive frequency reuse schemes (i.e., full frequency reuse), combined with digital beamforming techniques to cope with the massive co-channel interference, are recognized as a key solution. Aimed at (i) eliminating the joint optimization problem among the beamforming vectors of all users, (ii) splitting it into distinct ones, and (iii) finding a closed-form solution, we propose a beamforming algorithm based on maximizing the users' signal-to-leakage-and-noise ratio served by a low Earth orbit satellite. We investigate and assess the performance of several beamforming algorithms, including both those based on channel state information at the transmitter, that is, minimum mean square error and zero forcing, and those only requiring the users' locations, that is, switchable multi-beam. Through a detailed numerical analysis, we provide a thorough comparison of the performance in terms of per-user achievable spectral efficiency of the aforementioned beamforming schemes, and we show that the proposed signal to-leakage-plus-noise ratio beamforming technique is able to outperform both minimum mean square error and multi-beam schemes in the presented satellite communication scenario.

卫星通信系统将是5G和6G网络的关键组成部分,以实现提供无限和无处不在的通信以及部署智能和可持续网络的目标。为了满足5G及以后对更高吞吐量不断增长的需求,积极的频率复用方案(即全频率复用)与数字波束形成技术相结合,以应对大规模的同信道干扰,被认为是一个关键解决方案。为了(i)消除所有用户波束成形矢量之间的联合优化问题,(ii)将其拆分为不同的波束成形矢量,以及(iii)找到一个闭合形式的解决方案,我们提出了一种基于最大化近地轨道卫星服务的用户信噪比的波束成形算法。我们研究并评估了几种波束成形算法的性能,包括基于发射机信道状态信息的波束成形算法,即最小均方误差和迫零算法,以及只需要用户位置的波束成形方法,即可切换多波束算法。通过详细的数值分析,我们对上述波束成形方案在每个用户可实现的频谱效率方面的性能进行了彻底的比较,并且我们表明,在所提出的卫星通信场景中,所提出的信噪比波束形成技术能够优于最小均方误差和多波束方案。
{"title":"Evaluation of multi-user multiple-input multiple-output digital beamforming algorithms in B5G/6G low Earth orbit satellite systems","authors":"M. Rabih Dakkak,&nbsp;Daniel Gaetano Riviello,&nbsp;Alessandro Guidotti,&nbsp;Alessandro Vanelli-Coralli","doi":"10.1002/sat.1493","DOIUrl":"10.1002/sat.1493","url":null,"abstract":"<p>Satellite communication systems will be a key component of 5G and 6G networks to achieve the goal of providing unlimited and ubiquitous communications and deploying smart and sustainable networks. To meet the ever-increasing demand for higher throughput in 5G and beyond, aggressive frequency reuse schemes (i.e., full frequency reuse), combined with digital beamforming techniques to cope with the massive co-channel interference, are recognized as a key solution. Aimed at (i) eliminating the joint optimization problem among the beamforming vectors of all users, (ii) splitting it into distinct ones, and (iii) finding a closed-form solution, we propose a beamforming algorithm based on maximizing the users' signal-to-leakage-and-noise ratio served by a low Earth orbit satellite. We investigate and assess the performance of several beamforming algorithms, including both those based on channel state information at the transmitter, that is, minimum mean square error and zero forcing, and those only requiring the users' locations, that is, switchable multi-beam. Through a detailed numerical analysis, we provide a thorough comparison of the performance in terms of per-user achievable spectral efficiency of the aforementioned beamforming schemes, and we show that the proposed signal to-leakage-plus-noise ratio beamforming technique is able to outperform both minimum mean square error and multi-beam schemes in the presented satellite communication scenario.</p>","PeriodicalId":50289,"journal":{"name":"International Journal of Satellite Communications and Networking","volume":"44 1","pages":"17-33"},"PeriodicalIF":1.6,"publicationDate":"2023-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/sat.1493","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45817637","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
Priority switching scheduler 优先级切换调度器
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-07-31 DOI: 10.1002/sat.1491
Anaïs Finzi, Victor Perrier, Fabrice Francès, Emmanuel Lochin

We define a novel core network router scheduling architecture called priority switching scheduler (PSS), to carry and isolate time constrained and elastic traffic flows from best-effort traffic. To date, one possible solution has been to implement a core DiffServ network with standard fair queuing and scheduling mechanisms as proposed in the well-known “A Differentiated Services Code Point (DSCP) for Capacity-Admitted Traffic” from RFC5865. This architecture is one of the most selected solutions by internet service provider for access networks (e.g., customer-premises equipment) and deployed within several performance-enhancing proxies (PEPs) over satellite communications (SATCOM) architectures. In this study, we argue that the proposed standard implementation does not allow to efficiently quantify the reserved capacity for the AF class. By using a novel credit-based shaper mechanism called burst limiting shaper (BLS) to manage the AF class, we show that PSS can provide the same isolation for the time constrained EF class while better quantifying the part allocated to the AF class. PSS operates both when the output link capacity is fixed (e.g., wire links and terrestrial networks) or might vary due to system impairments or weather condition (e.g., wireless or satellite links). We demonstrate the capability of PSS through an emulated SATCOM scenario with variable capacity and show the AF output rate is less dependent on the EF traffic, which improves the quantification of the reserved capacity of AF, without impacting EF traffic.

我们定义了一种新的核心网络路由器调度架构,称为优先级切换调度器(PSS),以承载和隔离时间约束和弹性流量与尽力而为流量。到目前为止,一种可能的解决方案是实现具有标准公平排队和调度机制的核心DiffServ网络,如RFC5865中众所周知的“容量允许流量的差分服务代码点(DSCP)”中所提出的。该体系结构是互联网服务提供商为接入网络(例如,客户设备)选择最多的解决方案之一,并部署在卫星通信(SATCOM)体系结构上的几个性能增强代理(PEP)中。在这项研究中,我们认为,拟议的标准实施不允许有效量化AF类的预留容量。通过使用一种称为突发限制整形器(BLS)的新型基于信用的整形器机制来管理AF类,我们表明PSS可以为时间约束的EF类提供相同的隔离,同时更好地量化分配给AF类的部分。当输出链路容量是固定的(例如,有线链路和地面网络)或可能由于系统损坏或天气条件(例如,无线或卫星链路)而变化时,PSS都会运行。我们通过具有可变容量的模拟SATCOM场景展示了PSS的能力,并表明AF输出速率较少依赖于EF流量,这提高了AF预留容量的量化,而不会影响EF流量。
{"title":"Priority switching scheduler","authors":"Anaïs Finzi,&nbsp;Victor Perrier,&nbsp;Fabrice Francès,&nbsp;Emmanuel Lochin","doi":"10.1002/sat.1491","DOIUrl":"10.1002/sat.1491","url":null,"abstract":"<div>\u0000 \u0000 <p>We define a novel core network router scheduling architecture called priority switching scheduler (PSS), to carry and isolate time constrained and elastic traffic flows from best-effort traffic. To date, one possible solution has been to implement a core DiffServ network with standard fair queuing and scheduling mechanisms as proposed in the well-known “A Differentiated Services Code Point (DSCP) for Capacity-Admitted Traffic” from RFC5865. This architecture is one of the most selected solutions by internet service provider for access networks (e.g., customer-premises equipment) and deployed within several performance-enhancing proxies (PEPs) over satellite communications (SATCOM) architectures. In this study, we argue that the proposed standard implementation does not allow to efficiently quantify the reserved capacity for the AF class. By using a novel credit-based shaper mechanism called burst limiting shaper (BLS) to manage the AF class, we show that PSS can provide the same isolation for the time constrained EF class while better quantifying the part allocated to the AF class. PSS operates both when the output link capacity is fixed (e.g., wire links and terrestrial networks) or might vary due to system impairments or weather condition (e.g., wireless or satellite links). We demonstrate the capability of PSS through an emulated SATCOM scenario with variable capacity and show the AF output rate is less dependent on the EF traffic, which improves the quantification of the reserved capacity of AF, without impacting EF traffic.</p>\u0000 </div>","PeriodicalId":50289,"journal":{"name":"International Journal of Satellite Communications and Networking","volume":"41 6","pages":"617-633"},"PeriodicalIF":1.7,"publicationDate":"2023-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48027453","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Performance analysis of satellite link using Gaussian mixture model under rain 基于高斯混合模型的雨下卫星链路性能分析
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-07-27 DOI: 10.1002/sat.1490
Rajnish Kumar, Shlomi Arnon
<p>The evolution of communication systems to the next generation, for example, B5G and 6G, demands an ultrareliable performance regardless of weather conditions. Such ultrareliable system design will require that the effects of adverse weather events on the communication system have to be computed more accurately so that physical layer compensation should be optimally and dynamically adaptive to such events. The performance of satellite links is severely affected by dynamic rain attenuation, and thus, accurate and reliable modeling of performance parameters is essential for dynamic fade countermeasures, especially above 10 GHz. In this work, we model the energy per bit to noise spectral density ratio (<math> <msub> <mrow> <mi>E</mi> </mrow> <mrow> <mi>b</mi> </mrow> </msub> <mo>/</mo> <msub> <mrow> <mi>N</mi> </mrow> <mrow> <mn>0</mn> </mrow> </msub></math>) using Gaussian mixture (GM) model during rainy events. The developed mathematical expression is used to accurately model the average <math> <msub> <mrow> <mi>E</mi> </mrow> <mrow> <mi>b</mi> </mrow> </msub> <mo>/</mo> <msub> <mrow> <mi>N</mi> </mrow> <mrow> <mn>0</mn> </mrow> </msub></math>, bit error rate (BER), outage probability, and ergodic channel capacity of the link. The average BER, upper bound on BER, and average ergodic capacity of an M-ary phase shift keying scheme (MPSK) using the GM model of <math> <msub> <mrow> <mi>E</mi> </mrow> <mrow> <mi>b</mi> </mrow> </msub> <mo>/</mo> <msub> <mrow> <mi>N</mi> </mrow> <mrow> <mn>0</mn> </mrow> </msub></math> are derived to evaluate the performance of the link under such weather impairments. We then show the numerical results and analysis using the GM model of the measured <math> <msub> <mrow> <mi>E</mi> </mrow> <mrow> <mi>b</mi> </mrow> </msub> <mo>/</mo> <msub> <mrow> <mi>N</mi> </mrow> <mrow>
下一代通信系统的演进,例如B5G和6G,要求无论天气条件如何都具有超可靠的性能。这种超可靠的系统设计要求必须更准确地计算恶劣天气事件对通信系统的影响,以便物理层补偿能够最优地动态适应这些事件。卫星链路的性能受到动态雨衰减的严重影响,因此,准确可靠的性能参数建模对于动态衰减对抗至关重要,特别是在10ghz以上。在这项工作中,我们使用高斯混合(GM)模型模拟了降雨事件中每比特能量与噪声谱密度比(Eb/N0)。该数学表达式可以精确地模拟链路的平均Eb/N0、误码率(BER)、中断概率和遍历信道容量。利用Eb/N0的GM模型,推导了M - ary相移键控方案(MPSK)的平均误码率、误码率上界和平均遍历容量,以评估该链路在这种天气损伤下的性能。然后,我们展示了利用AMoS‐7卫星在以色列一个地点获得的测量Eb/N0数据的GM模型的数值结果和分析。
{"title":"Performance analysis of satellite link using Gaussian mixture model under rain","authors":"Rajnish Kumar,&nbsp;Shlomi Arnon","doi":"10.1002/sat.1490","DOIUrl":"10.1002/sat.1490","url":null,"abstract":"&lt;p&gt;The evolution of communication systems to the next generation, for example, B5G and 6G, demands an ultrareliable performance regardless of weather conditions. Such ultrareliable system design will require that the effects of adverse weather events on the communication system have to be computed more accurately so that physical layer compensation should be optimally and dynamically adaptive to such events. The performance of satellite links is severely affected by dynamic rain attenuation, and thus, accurate and reliable modeling of performance parameters is essential for dynamic fade countermeasures, especially above 10 GHz. In this work, we model the energy per bit to noise spectral density ratio (\u0000&lt;math&gt;\u0000 &lt;msub&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mi&gt;E&lt;/mi&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mi&gt;b&lt;/mi&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;/msub&gt;\u0000 &lt;mo&gt;/&lt;/mo&gt;\u0000 &lt;msub&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mi&gt;N&lt;/mi&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mn&gt;0&lt;/mn&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;/msub&gt;&lt;/math&gt;) using Gaussian mixture (GM) model during rainy events. The developed mathematical expression is used to accurately model the average \u0000&lt;math&gt;\u0000 &lt;msub&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mi&gt;E&lt;/mi&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mi&gt;b&lt;/mi&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;/msub&gt;\u0000 &lt;mo&gt;/&lt;/mo&gt;\u0000 &lt;msub&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mi&gt;N&lt;/mi&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mn&gt;0&lt;/mn&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;/msub&gt;&lt;/math&gt;, bit error rate (BER), outage probability, and ergodic channel capacity of the link. The average BER, upper bound on BER, and average ergodic capacity of an M-ary phase shift keying scheme (MPSK) using the GM model of \u0000&lt;math&gt;\u0000 &lt;msub&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mi&gt;E&lt;/mi&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mi&gt;b&lt;/mi&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;/msub&gt;\u0000 &lt;mo&gt;/&lt;/mo&gt;\u0000 &lt;msub&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mi&gt;N&lt;/mi&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mn&gt;0&lt;/mn&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;/msub&gt;&lt;/math&gt; are derived to evaluate the performance of the link under such weather impairments. We then show the numerical results and analysis using the GM model of the measured \u0000&lt;math&gt;\u0000 &lt;msub&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mi&gt;E&lt;/mi&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mi&gt;b&lt;/mi&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;/msub&gt;\u0000 &lt;mo&gt;/&lt;/mo&gt;\u0000 &lt;msub&gt;\u0000 &lt;mrow&gt;\u0000 &lt;mi&gt;N&lt;/mi&gt;\u0000 &lt;/mrow&gt;\u0000 &lt;mrow&gt;\u0000 ","PeriodicalId":50289,"journal":{"name":"International Journal of Satellite Communications and Networking","volume":"41 6","pages":"599-616"},"PeriodicalIF":1.7,"publicationDate":"2023-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/sat.1490","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48156933","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
On the design considerations of solid-state power amplifiers for satellite communications: A systems perspective 从系统角度谈卫星通信用固态功率放大器的设计考虑
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-05-23 DOI: 10.1002/sat.1483
Emrah Öncü, Rasit Tutgun, Emre Aktas

Conventional solid-state power amplifier (SSPA) design approach isolates radio frequency (RF) design from communication theory. In this paper, a unified SSPA design approach is proposed, which optimizes SSPA parameters (bias voltage and input RF signal power) to minimize total DC power consumption while satisfying received SNR constraint specified by the link budget. The effect of SSPA nonlinearity is quantified by the error vector magnitude measured at its output and the corresponding received SNR degradation is analyzed. Using the quantitative metrics for received SNR, it is possible to evaluate highly nonlinear SSPA classes such as Class-B or deep-Class AB, which are normally not considered in conventional SSPA design approach to be used in satellite communication applications.

传统的固态功率放大器(SSPA)设计方法将射频(RF)设计与通信理论隔离开来。本文提出了一种统一的SSPA设计方法,优化SSPA参数(偏置电压和输入射频信号功率),在满足链路预算规定的接收信噪比约束的情况下,使总直流功耗最小。通过在其输出处测量的误差矢量大小来量化SSPA非线性的影响,并分析了相应的接收信噪比退化。使用接收信噪比的定量指标,可以评估高度非线性的SSPA类别,如B类或深AB类,这些通常不考虑用于卫星通信应用的传统SSPA设计方法。
{"title":"On the design considerations of solid-state power amplifiers for satellite communications: A systems perspective","authors":"Emrah Öncü,&nbsp;Rasit Tutgun,&nbsp;Emre Aktas","doi":"10.1002/sat.1483","DOIUrl":"10.1002/sat.1483","url":null,"abstract":"<div>\u0000 \u0000 <p>Conventional solid-state power amplifier (SSPA) design approach isolates radio frequency (RF) design from communication theory. In this paper, a unified SSPA design approach is proposed, which optimizes SSPA parameters (bias voltage and input RF signal power) to minimize total DC power consumption while satisfying received SNR constraint specified by the link budget. The effect of SSPA nonlinearity is quantified by the error vector magnitude measured at its output and the corresponding received SNR degradation is analyzed. Using the quantitative metrics for received SNR, it is possible to evaluate highly nonlinear SSPA classes such as Class-B or deep-Class AB, which are normally not considered in conventional SSPA design approach to be used in satellite communication applications.</p>\u0000 </div>","PeriodicalId":50289,"journal":{"name":"International Journal of Satellite Communications and Networking","volume":"41 6","pages":"589-598"},"PeriodicalIF":1.7,"publicationDate":"2023-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45907287","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine Learning and Deep Learning powered satellite communications: Enabling technologies, applications, open challenges, and future research directions 机器学习和深度学习驱动的卫星通信:使能技术、应用、开放挑战和未来研究方向
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-05-14 DOI: 10.1002/sat.1482
Arindam Bhattacharyya, Shvetha M. Nambiar, Ritwik Ojha, Amogh Gyaneshwar, Utkarsh Chadha, Kathiravan Srinivasan

The recent wave of creating an interconnected world through satellites has renewed interest in satellite communications. Private and government-funded space agencies are making advancements in the creation of satellite constellations, and the introduction of 5G has brought a new focus to a fully connected world. Satellites are the proposed solutions for establishing high throughput and low latency links to remote, hard-to-reach areas. This has caused the injection of many satellites in Earth's orbit, which has caused many discrepancies. There is a need to establish highly adaptive and flexible satellite systems to overcome this. Machine Learning (ML) and Deep Learning (DL) have gained much popularity when it comes to communication systems. This review extensively provides insight into ML and DL's utilization in satellite communications. This review covers how satellite communication subsystems and other satellite system applications can be implemented through Artificial Intelligence (AI) and the ongoing open challenges and future directions.

最近通过卫星创建互联世界的浪潮重新激发了人们对卫星通信的兴趣。私人和政府资助的航天机构在创建卫星星座方面取得了进展,5G的引入为一个完全互联的世界带来了新的关注点。卫星是建立与偏远、难以到达地区的高吞吐量和低延迟链路的拟议解决方案。这导致了许多卫星进入地球轨道,从而造成了许多差异。需要建立高度自适应和灵活的卫星系统来克服这一问题。当涉及到通信系统时,机器学习(ML)和深度学习(DL)已经变得非常流行。这篇综述广泛地提供了对ML和DL在卫星通信中的应用的见解。这篇综述涵盖了如何通过人工智能实现卫星通信子系统和其他卫星系统应用,以及正在进行的开放挑战和未来方向。
{"title":"Machine Learning and Deep Learning powered satellite communications: Enabling technologies, applications, open challenges, and future research directions","authors":"Arindam Bhattacharyya,&nbsp;Shvetha M. Nambiar,&nbsp;Ritwik Ojha,&nbsp;Amogh Gyaneshwar,&nbsp;Utkarsh Chadha,&nbsp;Kathiravan Srinivasan","doi":"10.1002/sat.1482","DOIUrl":"10.1002/sat.1482","url":null,"abstract":"<div>\u0000 \u0000 <p>The recent wave of creating an interconnected world through satellites has renewed interest in satellite communications. Private and government-funded space agencies are making advancements in the creation of satellite constellations, and the introduction of 5G has brought a new focus to a fully connected world. Satellites are the proposed solutions for establishing high throughput and low latency links to remote, hard-to-reach areas. This has caused the injection of many satellites in Earth's orbit, which has caused many discrepancies. There is a need to establish highly adaptive and flexible satellite systems to overcome this. Machine Learning (ML) and Deep Learning (DL) have gained much popularity when it comes to communication systems. This review extensively provides insight into ML and DL's utilization in satellite communications. This review covers how satellite communication subsystems and other satellite system applications can be implemented through Artificial Intelligence (AI) and the ongoing open challenges and future directions.</p>\u0000 </div>","PeriodicalId":50289,"journal":{"name":"International Journal of Satellite Communications and Networking","volume":"41 6","pages":"539-588"},"PeriodicalIF":1.7,"publicationDate":"2023-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44560179","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
FlexBeamOpt: Hybrid solution methodologies for high-throughput GEO satellite beam laydown and resource allocation FlexBeamOpt:用于高吞吐量GEO卫星波束铺设和资源分配的混合解决方案方法
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-04-25 DOI: 10.1002/sat.1481
Angus Gaudry, Ryan Li, Vicky Mak-Hau

Modern satellite communication systems are required to serve heterogeneous and geographically dispersed user demands with limited resources. In this paper, we investigate methodologies for dynamic resource allocation in Geosynchronous Earth Orbit (GEO) High-throughput Satellite (HTS) systems. We designed three solution approaches FlexBeamOpt v1, FlexBeamOpt v2, and FlexBeamOpt v3, each as a hybridization of custom heuristics, integer linear programming, and/or constraint programming. We test the performance of the three approaches on 12 test instances that vary in user distribution (realistic, random, and clustered), user numbers (500 vs. 5000 users), and demand distribution (uniform vs. random). We observed that FlexBeamOpt v1  consistently outperformed FlexBeamOpt v2  and FlexBeamOpt v3  in terms of demand coverage and number of users covered for realistic and random user distribution test instances but at the cost of computation time. FlexBeamOpt v3  is the fastest in these instances. For clustered user distribution instances, FlexBeamOpt v3  performed better in terms of demand coverage and number of users covered, at the cost of using more beams. For these test instances, FlexBeamOpt v2  is the fastest in terms of computation time while providing a comparable solution quality.

现代卫星通信系统需要以有限的资源来满足异构和地理上分散的用户需求。在本文中,我们研究了地球同步轨道(GEO)高通量卫星(HTS)系统中的动态资源分配方法。我们设计了三种解决方案方法FlexBeamOpt v1、FlexBeamOpt v2和FlexBeanOpt v3,每种方法都是自定义启发式、整数线性规划和/或约束规划的混合。我们在12个测试实例上测试了这三种方法的性能,这些测试实例的用户分布(真实、随机和集群)、用户数量(500与5000用户)和需求分布(统一与随机)各不相同。我们观察到,在现实和随机用户分布测试实例的需求覆盖率和覆盖用户数量方面,FlexBeamOpt v1始终优于FlexBeamOpt v2和FlexBeamOps v3,但这是以计算时间为代价的。FlexBeanOpt v3是这些实例中速度最快的。对于集群用户分布实例,FlexBeanOpt v3在需求覆盖率和覆盖的用户数量方面表现更好,但代价是使用更多的波束。对于这些测试实例,FlexBeanOpt v2在计算时间方面是最快的,同时提供了相当的解决方案质量。
{"title":"FlexBeamOpt: Hybrid solution methodologies for high-throughput GEO satellite beam laydown and resource allocation","authors":"Angus Gaudry,&nbsp;Ryan Li,&nbsp;Vicky Mak-Hau","doi":"10.1002/sat.1481","DOIUrl":"10.1002/sat.1481","url":null,"abstract":"<p>Modern satellite communication systems are required to serve heterogeneous and geographically dispersed user demands with limited resources. In this paper, we investigate methodologies for dynamic resource allocation in Geosynchronous Earth Orbit (GEO) High-throughput Satellite (HTS) systems. We designed three solution approaches <span>FlexBeamOpt v1</span>, <span>FlexBeamOpt v2</span>, and <span>FlexBeamOpt v3</span>, each as a hybridization of custom heuristics, integer linear programming, and/or constraint programming. We test the performance of the three approaches on 12 test instances that vary in user distribution (realistic, random, and clustered), user numbers (500 vs. 5000 users), and demand distribution (uniform vs. random). We observed that <span>FlexBeamOpt v1</span>  consistently outperformed <span>FlexBeamOpt v2</span>  and <span>FlexBeamOpt v3</span>  in terms of demand coverage and number of users covered for realistic and random user distribution test instances but at the cost of computation time. <span>FlexBeamOpt v3</span>  is the fastest in these instances. For clustered user distribution instances, <span>FlexBeamOpt v3</span>  performed better in terms of demand coverage and number of users covered, at the cost of using more beams. For these test instances, <span>FlexBeamOpt v2</span>  is the fastest in terms of computation time while providing a comparable solution quality.</p>","PeriodicalId":50289,"journal":{"name":"International Journal of Satellite Communications and Networking","volume":"41 6","pages":"515-538"},"PeriodicalIF":1.7,"publicationDate":"2023-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/sat.1481","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42717611","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: 1
Link budget calculation in optical LEO satellite downlinks with on/off-keying and large signal divergence: A simplified methodology 具有开/关键控和大信号发散的光学低轨卫星下行链路中的链路预算计算:一种简化方法
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-04-01 DOI: 10.1002/sat.1478
Dirk Giggenbach, Marcus T. Knopp, Christian Fuchs

Direct-to-Earth transmissions with optical on/off-keying are becoming the method of choice to realize telemetry downlinks from low Earth orbit satellites at highest data-rates. Here, we review the calculation procedure for a practical assessment of the mean link budget in this space-ground data communication technology. We present a comprehensive survey of the dynamic orbital and beam-pointing effects as well as the impacts from atmospheric attenuation on the link performance. The paper provides an exhaustive review of the formulas commonly used and propounds a recipe to reliably estimate the received power on ground. An overview of typical data transmitter terminals, transmission channel parameters, and the according optical ground stations is provided. Comparison with measured received powers over transmitter elevation angle and the respective design estimates serves for verification.

具有光学开/关键控的直接对地传输正成为以最高数据速率实现近地轨道卫星遥测下行链路的首选方法。在这里,我们回顾了这种空地数据通信技术中平均链路预算的实际评估计算程序。我们对动态轨道和波束指向效应以及大气衰减对链路性能的影响进行了全面调查。本文对常用的公式进行了详尽的综述,并提出了可靠估计地面接收功率的方法。提供了典型的数据发射机终端、传输信道参数和相应的光学地面站的概述。与在发射机仰角上测量的接收功率和各自的设计估计的比较用于验证。
{"title":"Link budget calculation in optical LEO satellite downlinks with on/off-keying and large signal divergence: A simplified methodology","authors":"Dirk Giggenbach,&nbsp;Marcus T. Knopp,&nbsp;Christian Fuchs","doi":"10.1002/sat.1478","DOIUrl":"10.1002/sat.1478","url":null,"abstract":"<p>Direct-to-Earth transmissions with optical on/off-keying are becoming the method of choice to realize telemetry downlinks from low Earth orbit satellites at highest data-rates. Here, we review the calculation procedure for a practical assessment of the mean link budget in this space-ground data communication technology. We present a comprehensive survey of the dynamic orbital and beam-pointing effects as well as the impacts from atmospheric attenuation on the link performance. The paper provides an exhaustive review of the formulas commonly used and propounds a recipe to reliably estimate the received power on ground. An overview of typical data transmitter terminals, transmission channel parameters, and the according optical ground stations is provided. Comparison with measured received powers over transmitter elevation angle and the respective design estimates serves for verification.</p>","PeriodicalId":50289,"journal":{"name":"International Journal of Satellite Communications and Networking","volume":"41 5","pages":"460-476"},"PeriodicalIF":1.7,"publicationDate":"2023-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/sat.1478","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48494741","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: 1
Multi-objective routing algorithms for low-earth orbit satellite network 低地球轨道卫星网络的多目标路由算法
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-03-27 DOI: 10.1002/sat.1476
Xuan Xie, Linyu Huang, Chengwen Tang, Qian Ning

The low-earth orbit (LEO) satellite network, composed of a large number of satellite nodes, is a hot research topic at present. Due to the characteristics of the large-scale LEO satellite network, such as many satellite nodes, short orbit period, large dynamic change of topology, and unstable link-state, its communication quality of service (QoS) requirements are difficult to meet. Aiming at this problem, various factors that may affect data transmission are first analyzed. The network link selection problem is modeled as a multi-constraint optimization decision problem, a routing mathematical model based on linear programming (LP) is designed, and its solution is solved. Aiming at the problem of limited onboard computing resources, a multi-object optimization Dijkstra algorithm (MOODA) is designed. The MOODA finds the optimal path according to the comprehensive performance of the link. It solves the problems of poor comprehensive QoS performance and the low degree of load balancing of the paths found by the Dijkstra algorithm. The simulation results show that the paths found by the two algorithms have good QoS, robustness, and load balancing performance.

由大量卫星节点组成的低地球轨道卫星网络是当前的研究热点。由于大规模LEO卫星网络卫星节点多、轨道周期短、拓扑动态变化大、链路状态不稳定等特点,其通信服务质量(QoS)要求难以满足。针对这一问题,首先分析了影响数据传输的各种因素。将网络链路选择问题建模为多约束优化决策问题,设计了基于线性规划的路由数学模型,并对其进行了求解。针对机载计算资源有限的问题,设计了一种多目标优化Dijkstra算法。MOODA根据链路的综合性能找到最优路径。解决了Dijkstra算法所寻路径的综合QoS性能差、负载均衡程度低等问题。仿真结果表明,两种算法找到的路径具有良好的QoS、鲁棒性和负载均衡性能。
{"title":"Multi-objective routing algorithms for low-earth orbit satellite network","authors":"Xuan Xie,&nbsp;Linyu Huang,&nbsp;Chengwen Tang,&nbsp;Qian Ning","doi":"10.1002/sat.1476","DOIUrl":"10.1002/sat.1476","url":null,"abstract":"<div>\u0000 \u0000 <p>The low-earth orbit (LEO) satellite network, composed of a large number of satellite nodes, is a hot research topic at present. Due to the characteristics of the large-scale LEO satellite network, such as many satellite nodes, short orbit period, large dynamic change of topology, and unstable link-state, its communication quality of service (QoS) requirements are difficult to meet. Aiming at this problem, various factors that may affect data transmission are first analyzed. The network link selection problem is modeled as a multi-constraint optimization decision problem, a routing mathematical model based on linear programming (LP) is designed, and its solution is solved. Aiming at the problem of limited onboard computing resources, a multi-object optimization Dijkstra algorithm (MOODA) is designed. The MOODA finds the optimal path according to the comprehensive performance of the link. It solves the problems of poor comprehensive QoS performance and the low degree of load balancing of the paths found by the Dijkstra algorithm. The simulation results show that the paths found by the two algorithms have good QoS, robustness, and load balancing performance.</p>\u0000 </div>","PeriodicalId":50289,"journal":{"name":"International Journal of Satellite Communications and Networking","volume":"41 5","pages":"427-440"},"PeriodicalIF":1.7,"publicationDate":"2023-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45896601","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A dynamic even distribution resource scheduling mechanism combined with network coding for inter-LEO satellite networks 结合低轨道卫星间网络编码的动态均匀分配资源调度机制
IF 1.7 4区 计算机科学 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-03-23 DOI: 10.1002/sat.1480
Xin Tong, Xu Li, Ying Liu

Resource scheduling mechanism of LEO satellite networks is the key to determining communication efficiency. Facing the LEO satellite networks with the dynamic topology changes, varying service requirements, and intermittent inter-satellite links (ISLs), the state-of-the-art cannot achieve high resource efficiency under both heavy and burst traffic loads, and the applicability of parameters design is insufficient under intermittent ISLs. Considering this, we propose a dynamic even distribution mechanism combined with network coding DENC. This novel mechanism obtains the service requirements and allocates resources dynamically through the even distribution algorithm to balance network maintenance overhead and resource waste and improves the success probability of transmission based on network coding to balance retransmission and redundancy. In this paper, we establish performance analysis models to optimize the parameters such as maintenance frequency and coding coefficient. Besides, we construct a system-level simulation platform. Mathematical and simulation results indicate that the resource efficiency of EMNC can be improved by more than 48% compared with SAHN-MAC, ICSMA, CSMA-TDMA, and HTM when all nodes have service needs, and the ISL outage rate is 20%. As the outage probability of ISL increases and the proportion of nodes with service requirements decreases, the performance advantage of EMNC becomes more apparent.

低轨道卫星网络的资源调度机制是决定通信效率的关键。面对拓扑结构动态变化、业务需求多变、星间链路时断时续的LEO卫星网络,现有技术无法在大流量和突发流量下实现较高的资源利用效率,且参数设计在星间链路时断时续的适用性不足。考虑到这一点,我们提出了一种结合网络编码DENC的动态均匀分配机制。该机制通过均匀分配算法获取业务需求并动态分配资源,平衡网络维护开销和资源浪费,提高基于网络编码的传输成功率,平衡重传和冗余。在本文中,我们建立了性能分析模型来优化维修频率和编码系数等参数。此外,我们还构建了一个系统级仿真平台。数学和仿真结果表明,当所有节点都有服务需求时,EMNC的资源效率比SAHN - MAC、ICSMA、CSMA - TDMA和HTM提高了48%以上,ISL中断率为20%。随着ISL中断概率的增加和有业务需求的节点比例的降低,EMNC的性能优势更加明显。
{"title":"A dynamic even distribution resource scheduling mechanism combined with network coding for inter-LEO satellite networks","authors":"Xin Tong,&nbsp;Xu Li,&nbsp;Ying Liu","doi":"10.1002/sat.1480","DOIUrl":"10.1002/sat.1480","url":null,"abstract":"<div>\u0000 \u0000 <p>Resource scheduling mechanism of LEO satellite networks is the key to determining communication efficiency. Facing the LEO satellite networks with the dynamic topology changes, varying service requirements, and intermittent inter-satellite links (ISLs), the state-of-the-art cannot achieve high resource efficiency under both heavy and burst traffic loads, and the applicability of parameters design is insufficient under intermittent ISLs. Considering this, we propose a dynamic even distribution mechanism combined with network coding DENC. This novel mechanism obtains the service requirements and allocates resources dynamically through the even distribution algorithm to balance network maintenance overhead and resource waste and improves the success probability of transmission based on network coding to balance retransmission and redundancy. In this paper, we establish performance analysis models to optimize the parameters such as maintenance frequency and coding coefficient. Besides, we construct a system-level simulation platform. Mathematical and simulation results indicate that the resource efficiency of EMNC can be improved by more than 48% compared with SAHN-MAC, ICSMA, CSMA-TDMA, and HTM when all nodes have service needs, and the ISL outage rate is 20%. As the outage probability of ISL increases and the proportion of nodes with service requirements decreases, the performance advantage of EMNC becomes more apparent.</p>\u0000 </div>","PeriodicalId":50289,"journal":{"name":"International Journal of Satellite Communications and Networking","volume":"41 5","pages":"499-513"},"PeriodicalIF":1.7,"publicationDate":"2023-03-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41785856","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
期刊
International Journal of Satellite Communications and Networking
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1