CN102932308A - Scheduling method and scheduling system under mixed business scenes in orthogonal frequency division multiplexing (OFDM) relay system - Google Patents

Scheduling method and scheduling system under mixed business scenes in orthogonal frequency division multiplexing (OFDM) relay system Download PDF

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CN102932308A
CN102932308A CN2012104333601A CN201210433360A CN102932308A CN 102932308 A CN102932308 A CN 102932308A CN 2012104333601 A CN2012104333601 A CN 2012104333601A CN 201210433360 A CN201210433360 A CN 201210433360A CN 102932308 A CN102932308 A CN 102932308A
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陈前斌
杨磊
唐伦
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Shenzhen Tinno Wireless Technology Co Ltd
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Chongqing University of Post and Telecommunications
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Abstract

本发明公开了一种OFDM中继系统中混合业务场景下,基于用户质量体验的资源调度系统和方法。涉及OFDM中继系统。本发明根据实时业务(rtPS)对平均时延的要求和非实时业务(nrtPS)对平均速率的要求,为用户建立统一的用户满意度模型,以反映用户当前的满意程度。通过把子信道分配给在该子信道上满意度增长幅度最大的用户来提高系统整体用户满意度。采用本发明的方法,能够解决目前移动通信系统中只从系统角度考虑,忽略用户感受,造成资源浪费的问题,实现基于用户QoE的资源调度算法。

Figure 201210433360

The invention discloses a resource scheduling system and method based on user quality experience in a mixed service scenario in an OFDM relay system. Involves OFDM relay system. According to the requirements of real-time service (rtPS) on average delay and non-real-time service (nrtPS) on average rate, the invention establishes a unified user satisfaction model for users to reflect the current satisfaction degree of users. The overall user satisfaction of the system is improved by allocating sub-channels to the users whose satisfaction increases the most on the sub-channels. The method of the present invention can solve the problem of waste of resources caused by only considering the system point of view and ignoring user experience in the current mobile communication system, and realizes a resource scheduling algorithm based on user QoE.

Figure 201210433360

Description

一种OFDM中继系统中混合业务场景调度方法及调度系统A scheduling method and scheduling system for mixed service scenarios in an OFDM relay system

技术领域 technical field

本发明涉及移动通信技术领域,具体涉及OFDM中继系统资源调度,实现系统用户整体满意度最大化的技术方案。The invention relates to the technical field of mobile communication, in particular to a technical solution for resource scheduling of an OFDM relay system to maximize the overall satisfaction of system users.

背景技术 Background technique

下一代无线通信系统中,是以实现高速的数据传输以及无缝全域覆盖为目标。在频谱资源稀缺且昂贵的情况下,只有通过频率复用提高频谱利用率,才能达到这个目标。正交频分多址技术(OFDMA)以其较好的抗多径效应的能力,成为人们关注的焦点。除能够较好降低多径效应引起的频率选择性衰落以外,OFDM网络中把频带分成多个子载波,各个子载波相互独立,使得无线资源分配方式更加灵活,提高了系统频谱利用率。在传统网络中为了实现无缝覆盖,必须增加基站(BS)数量,这会造成费用的增加。而中继(Relay)网络可以在降低网络成本的同时,扩大网络覆盖范围,且具有较好的灵活性。图1为OFDMA中继系统的拓扑结构示意图。在图1中:BS是小区基站,RS是中继,UE是用户,在BS和RS上分别为用户设立缓存区以存放用户数据。In the next-generation wireless communication system, the goal is to realize high-speed data transmission and seamless global coverage. In the case of scarce and expensive spectrum resources, this goal can only be achieved by improving spectrum utilization through frequency reuse. Orthogonal frequency division multiple access technology (OFDMA) has become the focus of people's attention because of its better ability to resist multipath effects. In addition to better reducing the frequency selective fading caused by multipath effects, the OFDM network divides the frequency band into multiple subcarriers, and each subcarrier is independent of each other, making wireless resource allocation more flexible and improving system spectrum utilization. In order to achieve seamless coverage in traditional networks, the number of base stations (BSs) must be increased, which will result in increased costs. The relay (Relay) network can reduce network costs while expanding network coverage, and has better flexibility. FIG. 1 is a schematic diagram of a topology structure of an OFDMA relay system. In Figure 1: BS is a cell base station, RS is a relay, and UE is a user. BS and RS respectively set up buffer areas for users to store user data.

无线资源调度算法在无线网络性能的提升中起着至关重要的作用,尤其是在OFDM中继系统中,多个子载波和两跳链路使得资源调度方式更加灵活。合理的资源调度算法能够很大程度上提升系统容量,保证用户公平性。The wireless resource scheduling algorithm plays a vital role in improving the performance of wireless networks, especially in OFDM relay systems, where multiple subcarriers and two-hop links make resource scheduling more flexible. A reasonable resource scheduling algorithm can greatly improve system capacity and ensure user fairness.

目前,针对OFDM中继系统的调度算法大都是基于信道状态信息、队列长度或用户QoS进行的。这些资源调度算法都是从系统角度出发,以最大化系统性能为目标,而没有考虑用户主观体验质量,不能根据用户需求紧急程度进行合理的无线资源分配。在这种情况下,引入了QoE(Quality of Experience)的概念。QoE可以理解为一种以用户体验或感知为标准的服务评价方法。它受服务、用户和环境的影响,通过近似量化的方法,直接反映了用户对所获资源或服务的满意程度。也就是说,用户的满意程度不仅在客观上受系统分配的资源多少影响,还受到人的主观意识的影响,比如,当用户获得足够多的资源,满意度较高时,继续为该用户分配资源,用户满意度的增幅会越来越小,如果按照传统的资源调度算法,就会造成资源分配的不公平。At present, most scheduling algorithms for OFDM relay systems are based on channel state information, queue length or user QoS. These resource scheduling algorithms start from the system point of view and aim at maximizing system performance, without considering the user's subjective experience quality, and cannot perform reasonable radio resource allocation according to the urgency of user needs. In this case, the concept of QoE (Quality of Experience) is introduced. QoE can be understood as a service evaluation method based on user experience or perception. It is affected by services, users and the environment, and directly reflects the user's satisfaction with the obtained resources or services through an approximate quantitative method. That is to say, user satisfaction is not only objectively affected by the amount of resources allocated by the system, but also affected by people's subjective consciousness. resources, the increase in user satisfaction will become smaller and smaller. If traditional resource scheduling algorithms are used, resource allocation will be unfair.

目前QoE的理论还不成熟,不同的研究人员试图从不同的角度对QoE做出量化评价,因此出现了很多不同的量化方法和评估方法。同时不同用户对服务的要求不相同,比如实时业务对时延要求较高,对平均速率要求相对较低,而非实时业务或BE业务对时延要求较低而对平均速率要求较高。相同的资源分配给不同种类的用户,用户的满意的提升也不会相同。这也为在混合业务场景下对无线资源进行调度分配带来了很大的挑战。At present, the theory of QoE is still immature, and different researchers try to make quantitative evaluation of QoE from different angles, so many different quantitative methods and evaluation methods have emerged. At the same time, different users have different service requirements. For example, real-time services have higher requirements on delay and relatively lower average rate requirements, while non-real-time services or BE services have lower requirements on delay and higher average rate requirements. The same resources are allocated to different types of users, and the improvement of user satisfaction will not be the same. This also brings great challenges to scheduling and allocating wireless resources in mixed service scenarios.

发明内容 Contents of the invention

本发明针对现有技术中存在的上述技术问题,旨在OFDM中继系统中混合业务场景下,建立统一的用户满意度模型,并根据用户满意度对无线资源进行分配,从而提高系统整体效率。The present invention aims at the above-mentioned technical problems existing in the prior art, and aims at establishing a unified user satisfaction model in mixed service scenarios in an OFDM relay system, and allocating wireless resources according to user satisfaction, thereby improving overall system efficiency.

本发明解决其技术问题所采用的技术方案是:在基站(BS)和中继(RS)中设立缓存区以存放用户数据,BS端设置信道状态信息收集模块和队列状态信息收集模块,收集两跳链路中各条链路的信道状态信息以及BS和RS端缓存区的队列状态信息,并估算用户满意程度。根据用户满意度对子信道进行分配。The technical solution adopted by the present invention to solve the technical problem is: set up a buffer area in the base station (BS) and relay (RS) to store user data, set up a channel state information collection module and a queue state information collection module on the BS side, and collect two The channel state information of each link in the hop link and the queue state information of the BS and RS end buffers, and estimate the user satisfaction. Sub-channels are allocated according to user satisfaction.

用户通过中继和基站通信,中继设置缓存区以存放基站发送的数据,并在下一个子时隙对数据进行转发。基站收集链路间的信道状态信息和缓存区的队列状态信息,并估计用户满意度,再根据用户满意度进行资源分配。具体调度方法如下步骤:The user communicates with the base station through the relay, and the relay sets a buffer area to store the data sent by the base station, and forwards the data in the next sub-slot. The base station collects channel state information between links and queue state information in the buffer area, estimates user satisfaction, and allocates resources according to user satisfaction. The specific scheduling method is as follows:

信道状态信息提取单元和队列状态信息提取单元分别提取用户QoS要求的时延、速率和实时用户能够容忍的最大时延

Figure BDA0000235265293
,计算用户当前时隙的平均时延
Figure BDA0000235265294
和平均速率
Figure BDA0000235265295
;The channel state information extraction unit and the queue state information extraction unit respectively extract the delay required by the user QoS ,rate and the maximum delay that real-time users can tolerate
Figure BDA0000235265293
, calculate the average delay of the user's current time slot
Figure BDA0000235265294
and the average rate
Figure BDA0000235265295
;

根据实时业务和非实时业务分别对时延和平均速率的不同要求,用户满意度估计单元对用户的平均时延或平均速率进行归一化处理,建立用户满意度方程:According to the different requirements of real-time services and non-real-time services on delay and average rate, the user satisfaction estimation unit normalizes the average delay or average rate of users, and establishes the user satisfaction equation:

MOS m ( t ) = log 2 ( ∂ m · a · D max m - D m ( t ) ‾ D req m + ( 1 - ∂ m ) · a · R m ( t ) ‾ R req m ) MOS m ( t ) = log 2 ( ∂ m &Center Dot; a · D. max m - D. m ( t ) ‾ D. req m + ( 1 - ∂ m ) &Center Dot; a &Center Dot; R m ( t ) ‾ R req m ) ;

以最大化用户满意度为优化目标,且以用户缓存区队列长度下限和用户满意度上限为限制条件,建立目标函数:Taking the maximization of user satisfaction as the optimization goal, and taking the lower limit of the queue length of the user buffer area and the upper limit of user satisfaction as constraints, the objective function is established:

确定用户当前满意度; Determine current user satisfaction;

反馈信息接收单元接收反馈信道中两跳链路中的信道状态信息和RS端队列长度信息;The feedback information receiving unit receives the channel state information and the RS terminal queue length information in the two-hop link in the feedback channel;

调度分配单元根据用户当前满意度以及信道状态信息分配各个子信道,对中继链路用户资源进行调度。The scheduling allocation unit allocates each sub-channel according to the current satisfaction degree of the user and the channel state information, and schedules the user resources of the relay link.

根据基站和中继端的数据队列长度进行资源调度。Resource scheduling is performed according to the data queue lengths of the base station and the relay end.

反馈信息接收单元从反馈信道获取第一跳中信道状态信息和RS端队列状态信息,初始化获得子信道集合为X;从可用子信道中选取信道条件最好的子信道n;选择BS端队列长度和RS端队列长度差距最大的用户m;将子信道n分配给用户m,更新用户BS端和RS端数据队列信息,子信道集合更新为X'=X\n;直至子信道集合为空。The feedback information receiving unit obtains the channel status information in the first hop and the queue status information of the RS terminal from the feedback channel, and obtains the subchannel set as X by initialization; selects the subchannel n with the best channel condition from the available subchannels; selects the queue length of the BS terminal The user m with the largest queue length gap with the RS end; assign sub-channel n to user m, update the data queue information of the user BS end and RS end, and update the sub-channel set to X'=X\n; until the sub-channel set is empty.

把每条子信道分配给在该子信道上满意度提升最大的用户,以提高系统用户满意度。Allocate each sub-channel to the user whose satisfaction has been improved the most on this sub-channel, so as to improve the user satisfaction of the system.

从反馈信道获取第二跳中信道状态信息,初始化子信道集合为X,用户集合为U;从可用子信道中任选一条子信道n,将子信道分配给用户;对实时业务用户,计算用户平均时延,并根据公式:

Figure BDA0000235265298
计算子信道n分配给该用户后的用户满意度增长幅度,对非实时业务用户,计算用户平均速率,并根据公式:
Figure BDA0000235265299
计算子信道n分配给该用户后的用户满意度增长幅度,其中,MOSm(t)为用户当前满意度,
Figure BDA00002352652910
为把子信道n分配给该用户后的用户满意度;选择ΔMOS(t)最大的用户m,将子信道n分配给用户m,更新用户m的队列状态信息以及平均速率;直至子信道集合为空。Obtain the channel state information in the second hop from the feedback channel, initialize the subchannel set as X, and the user set as U; choose a subchannel n from the available subchannels, and assign the subchannels to users; for real-time service users, calculate the user The average delay, and according to the formula:
Figure BDA0000235265298
Calculate the user satisfaction growth rate after the sub-channel n is allocated to the user. For non-real-time service users, calculate the user average rate, and according to the formula:
Figure BDA0000235265299
Calculate the increase in user satisfaction after sub-channel n is allocated to the user, where MOS m (t) is the user's current satisfaction,
Figure BDA00002352652910
In order to satisfy the user satisfaction after assigning sub-channel n to the user; select user m with the largest ΔMOS(t), assign sub-channel n to user m, and update the queue status information and average rate of user m; until the set of sub-channels is null.

本发明还提出一种OFDM中继系统中混合业务场景下资源调度系统,该系统包括:反馈信息接收单元、信道状态信息提取单元、队列状态信息提取单元、用户满意度估计单元和资源调度单元,信道状态信息提取单元和队列状态信息提取单元分别提取用户QoS要求的时延

Figure BDA00002352652911
、速率
Figure BDA00002352652912
和实时用户能够容忍的最大时延
Figure BDA00002352652913
,计算用户当前时隙的平均时延和平均速率;用户满意度估计单元对用户的平均时延或平均速率进行归一化处理,建立用户满意度方程:The present invention also proposes a resource scheduling system in a mixed service scenario in an OFDM relay system. The system includes: a feedback information receiving unit, a channel state information extraction unit, a queue state information extraction unit, a user satisfaction estimation unit, and a resource scheduling unit. The channel state information extraction unit and the queue state information extraction unit respectively extract the delay required by the user QoS
Figure BDA00002352652911
,rate
Figure BDA00002352652912
and the maximum delay that real-time users can tolerate
Figure BDA00002352652913
, calculate the average delay of the user's current time slot and the average rate ; The user satisfaction estimation unit normalizes the average delay or average rate of the user, and establishes the user satisfaction equation:

Figure BDA00002352652916
;以最大化用户满意度为优化目标,且以用户缓存区队列长度下限和用户满意度上限为限制条件,建立目标函数,确定用户当前满意度;反馈信息接收单元接收反馈信道中两跳链路中的信道状态信息和RS端队列长度信息;资源调度单元根据用户当前满意度以及信道状态信息分配各个子信道,对中继链路用户资源进行调度。
Figure BDA00002352652916
; Taking maximization of user satisfaction as the optimization goal, and taking the lower limit of the queue length of the user buffer area and the upper limit of user satisfaction as constraints, an objective function is established to determine the current satisfaction of the user; the feedback information receiving unit receives the two-hop link in the feedback channel The channel state information and the RS terminal queue length information; the resource scheduling unit allocates each sub-channel according to the user's current satisfaction degree and channel state information, and schedules the relay link user resources.

本发明在混合业务场景下,为不同种类用户建立统一的用户满意度模型,并采取一种基于用户满意度,以最大化系统用户整体满意度为目标的资源调度方法,实现了对无线资源进行合理的分配。In the mixed service scenario, the present invention establishes a unified user satisfaction model for different types of users, and adopts a resource scheduling method based on user satisfaction and aiming at maximizing the overall satisfaction of system users, so as to realize wireless resource scheduling. Reasonable distribution.

附图说明 Description of drawings

图1为中继站的蜂窝移动通信系统的拓扑结构示意图Figure 1 is a schematic diagram of the topology of the cellular mobile communication system of the relay station

图2为本发明具体实施方式中调度机制系统结构示意图Fig. 2 is a schematic diagram of the system structure of the scheduling mechanism in the specific embodiment of the present invention

图3为本发明具体实施方式中中继链路第一跳资源调度流程图Fig. 3 is a flow chart of resource scheduling for the first hop of a relay link in a specific embodiment of the present invention

图4为本发明具体实施方式中中继链路第二跳资源调度流程图Fig. 4 is a flow chart of the resource scheduling of the second hop of the relay link in the specific embodiment of the present invention

具体实施方式 Detailed ways

为使本发明的技术方案优势描述得更加清楚,以下参照附图对本发明的具体实施方式作进一步详细说明。In order to describe the advantages of the technical solutions of the present invention more clearly, the specific implementation manners of the present invention will be further described in detail below with reference to the accompanying drawings.

图1是本发明的应用场景,如图1所示,系统包括基站(BS)、中继(RS)以及用户(UE),假设由于距离原因所有UE只能通过RS和BS通信,不能和BS直接通信。BS端和RS端都设置有缓存区间,以存放用户数据。系统采用OFDM接入方式,在频域上把带宽分为多个独立正交的子信道,在时域上把一个时隙分成两个子时隙分别用于BS-RS链路和RS-UE链路上的数据传输。Figure 1 is the application scenario of the present invention. As shown in Figure 1, the system includes a base station (BS), a relay (RS) and a user (UE). It is assumed that due to distance reasons, all UEs can only communicate with the BS through the RS and cannot communicate with the BS. direct communication. Both the BS end and the RS end are provided with buffer intervals to store user data. The system adopts the OFDM access method, divides the bandwidth into multiple independent orthogonal sub-channels in the frequency domain, and divides a time slot into two sub-slots in the time domain for the BS-RS link and the RS-UE chain respectively. Data transmission on the road.

图2是BS端信息收集模块以及调度模块示意图。包括:反馈信息接收单元201、临时数据存储单元202、信道状态信息提取单元203、队列状态信息提取单元204、用户满意度估计单元205和资源调度单元206。Fig. 2 is a schematic diagram of a BS-side information collection module and a scheduling module. It includes: a feedback information receiving unit 201 , a temporary data storage unit 202 , a channel state information extraction unit 203 , a queue state information extraction unit 204 , a user satisfaction estimation unit 205 and a resource scheduling unit 206 .

反馈信息接收单元负责接收反馈信道中反馈的信息,包括两跳链路中的信道状态信息和RS端队列长度信息。The feedback information receiving unit is responsible for receiving the information fed back in the feedback channel, including the channel state information in the two-hop link and the queue length information at the RS end.

临时数据存储单元用于存取临时数据,如用户平均速率,BS端和RS端队列平均长度等。The temporary data storage unit is used for accessing temporary data, such as the average rate of users, the average length of queues at the BS end and the RS end, etc.

信道状态信息提取单元和队列状态信息提取单元分别提取信道状态信息和队列状态信息。包括:用户QoS要求的时延、速率

Figure BDA00002352652918
和实时用户能够容忍的最大时延,获取用户当前时隙的平均时延
Figure BDA00002352652920
和平均速率
Figure BDA00002352652921
Figure BDA00002352652922
可以通过排队论中的Little定理推出,
Figure BDA00002352652923
可以通过设定时间窗口求得。The channel state information extraction unit and the queue state information extraction unit respectively extract channel state information and queue state information. Including: delay required by user QoS ,rate
Figure BDA00002352652918
and the maximum delay that real-time users can tolerate , to obtain the average delay of the user's current time slot
Figure BDA00002352652920
and the average rate
Figure BDA00002352652921
,
Figure BDA00002352652922
It can be deduced by Little's theorem in queuing theory,
Figure BDA00002352652923
It can be obtained by setting the time window.

用户满意度估计单元负责对用户当前满意度进行估计,具体方法是根据信道状态信息、队列状态信息、临时数据以及不同种类用户的QoS要求,计算用户满意度。The user satisfaction estimation unit is responsible for estimating the current user satisfaction. The specific method is to calculate user satisfaction according to channel state information, queue state information, temporary data, and QoS requirements of different types of users.

调度分配单元负责根据用户当前满意度以及信道状态信息分配各个子信道。The scheduling allocation unit is responsible for allocating each sub-channel according to the user's current satisfaction degree and channel state information.

用户通过中继和基站通信,中继设置缓存区以存放基站发送的数据,并在下一个子时隙对数据进行转发。基站收集链路间的信道状态信息和缓存区的队列状态信息,并估计用户满意度,再根据用户满意度进行资源分配。The user communicates with the base station through the relay, and the relay sets a buffer area to store the data sent by the base station, and forwards the data in the next sub-slot. The base station collects channel state information between links and queue state information in the buffer area, estimates user satisfaction, and allocates resources according to user satisfaction.

本发明系统中包括实时用户和非实时用户,它们对QoS要求不同,实时业务对时延要求较高,而非实时用户对平均速率要求较高。但是从用户角度来分析,实时业务和非实时业务都有相同的特性,就是在用户获得的资源到一定程度以后,再继续为用户分配资源,用户满意度的增幅会逐渐减小。根据这一特性,建立统一的用户满意度模型。用户满意度估计单元对用户的平均时延或平均速率进行归一化处理,建立统一的满意度方程:The system of the present invention includes real-time users and non-real-time users, and they have different requirements on QoS. Real-time services have higher requirements on time delay, while non-real-time users have higher requirements on average speed. However, from the perspective of users, real-time services and non-real-time services have the same characteristics, that is, after users obtain resources to a certain extent, and then continue to allocate resources to users, the increase in user satisfaction will gradually decrease. According to this characteristic, a unified user satisfaction model is established. The user satisfaction estimation unit normalizes the average delay or average rate of users to establish a unified satisfaction equation:

MOSMOS mm (( tt )) == loglog 22 (( ∂∂ mm ·· aa ·&Center Dot; DD. maxmax mm -- DD. mm (( tt )) ‾‾ DD. reqreq mm ++ (( 11 -- ∂∂ mm )) ·&Center Dot; aa ·&Center Dot; RR mm (( tt )) ‾‾ RR reqreq mm ))

其中,MOSm(t)代表用户m在t时刻的满意程度,根据广泛应用的主观评定标准,“平均估计分值”(MOS)在1到4.5之间,并将MOS连续化。a为常数,a的取值保证MOSm(t)的取值在[1,4.5]闭区间中的任意值。

Figure BDA00002352652925
代表用户类型,
Figure BDA00002352652926
表示用户为实时用户,
Figure BDA00002352652927
表示用户为非实时用户。Among them, MOS m (t) represents the satisfaction degree of user m at time t. According to the widely used subjective evaluation standard, the "mean estimated score" (MOS) is between 1 and 4.5, and the MOS is continuous. a is a constant, and the value of a guarantees that the value of MOS m (t) is any value in the closed interval [1,4.5].
Figure BDA00002352652925
represents the user type,
Figure BDA00002352652926
Indicates that the user is a real-time user,
Figure BDA00002352652927
Indicates that the user is a non-real-time user.

以最大化系统用户满意度为优化目标,且以用户缓存区队列长度下限和用户满意度上限为限制条件,建立目标函数估计用户当前满意度:Taking the maximization of system user satisfaction as the optimization goal, and taking the lower limit of the queue length of the user buffer area and the upper limit of user satisfaction as constraints, an objective function is established to estimate the current user satisfaction:

Figure BDA00002352652928
Figure BDA00002352652928

其中

Figure BDA00002352652929
, I(t)m能够反映用户m获得的资源,在多业务环境下,对应实时业务和非实时业务分别和用户平均延时和用户平均速率有关。
Figure BDA00002352652930
表示用户QoS要求的最小速率或延时,
Figure BDA00002352652931
代表用户类型,当用户为实时业务时
Figure BDA00002352652932
,当用户为非实时用户时。a为常数,能够保证用户满意度的值在一定范围内。当I(t)m大于或等于时用户处于满意状态,否则用户不满意。
Figure BDA00002352652935
 表示在t时刻用户m在中继链路第二跳上获得的速率,
Figure BDA00002352652936
表示在t时刻中继缓存中用户m的队列长度,MOSm(t)表示在t时刻用户m的满意度, T0为时隙长度,M为用户数。限制条件可以保证当RS端用户队列没有数据或者用户满意度达到最高时,不再为用户分配过多资源,以避免分配过多的资源。in
Figure BDA00002352652929
, I(t) m can reflect the resources obtained by user m. In a multi-service environment, the corresponding real-time services and non-real-time services are related to the average user delay and user average rate respectively.
Figure BDA00002352652930
Indicates the minimum rate or delay required by the user QoS,
Figure BDA00002352652931
Represents the user type, when the user is a real-time business
Figure BDA00002352652932
, when the user is a non-real-time user . a is a constant, which can ensure that the value of user satisfaction is within a certain range. When I(t) m is greater than or equal to When the user is satisfied, otherwise the user is not satisfied.
Figure BDA00002352652935
Indicates the rate obtained by user m on the second hop of the relay link at time t,
Figure BDA00002352652936
Indicates the queue length of user m in the relay buffer at time t, MOS m (t) indicates the satisfaction degree of user m at time t, T 0 is the length of time slot, and M is the number of users. The restrictive conditions can ensure that when the user queue at the RS end has no data or the user satisfaction reaches the highest level, no more resources will be allocated to the user, so as to avoid allocating too many resources.

由于目标函数是一个非凸混合整数优化问题,难以直接求出最优解,本实施例可采用一种基于满意度提升幅度的调度算法。也可采用本领域技术人员熟知的其他方法求解。Since the objective function is a non-convex mixed integer optimization problem, it is difficult to directly find the optimal solution. In this embodiment, a scheduling algorithm based on the improvement degree of satisfaction degree can be adopted. Other methods known to those skilled in the art can also be used to solve.

反馈信息接收单元接收反馈信道中反馈的信息,包括两跳链路中的信道状态信息和RS端队列长度信息。The feedback information receiving unit receives information fed back in the feedback channel, including channel state information in the two-hop link and queue length information at the RS end.

调度分配单元根据用户当前满意度以及信道状态信息分配各个子信道,对中继链路用户资源进行调度。The scheduling allocation unit allocates each sub-channel according to the current satisfaction degree of the user and the channel state information, and schedules the user resources of the relay link.

为保证基站端缓存区数据和中继端缓存区数据的平衡,根据基站和中继端的数据队列长度进行资源调度,其具体实施方法如下:In order to ensure the balance between the data in the buffer area of the base station and the data in the buffer area of the relay end, resource scheduling is performed according to the data queue lengths of the base station and the relay end. The specific implementation method is as follows:

如图3所示是本具体实施方式中,中继链路第一跳用户资源调度流程图,该调度过程包括以下步骤:As shown in Figure 3, in this embodiment, the first hop user resource scheduling flowchart of the relay link, the scheduling process includes the following steps:

步骤301:反馈信息接收单元从反馈信道获取第一跳中信道状态信息和RS端队列状态信息,初始化获得子信道集合为X;Step 301: The feedback information receiving unit obtains the channel state information in the first hop and the queue state information of the RS terminal from the feedback channel, and obtains the subchannel set as X by initialization;

步骤302:从可用子信道中选取信道条件最好的子信道n;Step 302: Select the sub-channel n with the best channel condition from the available sub-channels;

步骤303:选择BS端队列长度和RS端队列长度差距最大的用户m,获取用户m方法可根据公式:

Figure BDA00002352652937
确定。其中,
Figure BDA00002352652938
Figure BDA00002352652939
分别表示BS端和RS端的数据队列长度,q为常数,M为系统用户数。Step 303: Select the user m with the largest difference between the queue length at the BS end and the queue length at the RS end, and obtain user m according to the formula:
Figure BDA00002352652937
Sure. in,
Figure BDA00002352652938
and
Figure BDA00002352652939
represent the data queue lengths of the BS end and the RS end respectively, q is a constant, and M is the number of system users.

步骤304:将子信道n分配给用户m,更新用户BS端和RS端数据队列信息,子信道集合更新为X'=X\n。Step 304: assign subchannel n to user m, update the data queue information of user BS and RS, and update the set of subchannels to X'=X\n.

步骤305:判断子信道集合是否为空,如不为空则继续执行步骤304分配子信道,直至子信道集合为空。Step 305: Determine whether the sub-channel set is empty, if not, continue to execute step 304 to allocate sub-channels until the sub-channel set is empty.

图4为本实施方式中,中继链路第二跳用户资源调度流程图。根据优化目标,采用一种次优的调度算法,把每条子信道分配给在该子信道上满意度提升最大的用户,以提高系统用户满意度,其具体实施方法如下:FIG. 4 is a flowchart of user resource scheduling in the second hop of the relay link in this embodiment. According to the optimization objective, a sub-optimal scheduling algorithm is used to assign each sub-channel to the user with the highest satisfaction improvement on the sub-channel, so as to improve the system user satisfaction. The specific implementation method is as follows:

步骤401:从反馈信道获取第二跳中信道状态信息,初始化子信道集合为X,用户集合为U;Step 401: Obtain the channel state information in the second hop from the feedback channel, initialize the subchannel set to X, and the user set to U;

步骤402:从可用子信道中任选一条子信道n;Step 402: Select a sub-channel n from the available sub-channels;

步骤403:对于用户集合中的每个用户,根据

Figure BDA00002352652940
判断其用户类型,如为实时业务用户执行步骤404,否则执行步骤405;Step 403: For each user in the user set, according to
Figure BDA00002352652940
Judging its user type, as performing step 404 for a real-time service user, otherwise performing step 405;

步骤404:计算子信道n分配给该用户后的用户平均时延(可根据Little定理计算),并计算相应用户满意度

Figure BDA00002352652941
。根据公式:
Figure BDA00002352652942
计算子信道n分配给该用户后的用户满意度增长幅度。其中MOSm(t)为用户当前满意度;Step 404: Calculate the average user delay after the sub-channel n is allocated to the user (can be calculated according to Little's theorem), and calculate the corresponding user satisfaction
Figure BDA00002352652941
. According to the formula:
Figure BDA00002352652942
Calculate the increase in user satisfaction after sub-channel n is allocated to the user. Among them, MOS m (t) is the user's current satisfaction;

步骤405:计算子信道n分配给该用户后的用户平均速率,并计算相应用户满意度。根据公式:

Figure BDA00002352652944
计算子信道n分配给该用户后的用户满意度增长幅度。其中MOSm(t)为用户当前满意度;Step 405: Calculate the average rate of the user after the sub-channel n is allocated to the user, and calculate the corresponding user satisfaction . According to the formula:
Figure BDA00002352652944
Calculate the increase in user satisfaction after sub-channel n is allocated to the user. Among them, MOS m (t) is the user's current satisfaction;

步骤406,选择ΔMOS(t)最大的用户m,将子信道n分配给用户m,更新用户m的队列状态信息以及平均速率;Step 406, select user m with the largest ΔMOS(t), assign subchannel n to user m, update queue status information and average rate of user m;

步骤407:判断用户m满意度是否为4.5或RS端队列为空。如满足执行步骤408,否则执行409;Step 407: Determine whether the satisfaction degree of user m is 4.5 or the queue at the RS end is empty. If satisfied, execute step 408, otherwise execute 409;

步骤408:更新用户集合,使U'=U\m;Step 408: Update the user set so that U'=U\m;

步骤409:判断子信道集合是否为空,如不为空则继续按上述方法分配子信道,否则结束。Step 409: Determine whether the sub-channel set is empty, if not, continue to allocate sub-channels according to the above method, otherwise end.

以上所述,仅为本发明的较佳实施例而已,并非用于限定本发明的保护范围。The above descriptions are only preferred embodiments of the present invention, and are not intended to limit the protection scope of the present invention.

Claims (9)

1.一种OFDM中继系统中混合业务场景下资源调度方法,其特征在于,包括如下步骤:信道状态信息提取单元和队列状态信息提取单元分别提取用户QoS要求的时延
Figure FDA0000235265281
、速率
Figure FDA0000235265282
和实时用户能够容忍的最大时延
Figure FDA0000235265283
,计算用户当前时隙的平均时延
Figure FDA0000235265284
和平均速率
Figure FDA0000235265285
;用户满意度估计单元对用户的平均时延或平均速率进行归一化处理,建立用户满意度方程:
1. A method for resource scheduling under a hybrid service scenario in an OFDM relay system, characterized in that it comprises the steps of: a channel state information extracting unit and a queue state information extracting unit respectively extract the time delay required by user QoS
Figure FDA0000235265281
,rate
Figure FDA0000235265282
and the maximum delay that real-time users can tolerate
Figure FDA0000235265283
, calculate the average delay of the user's current time slot
Figure FDA0000235265284
and the average rate
Figure FDA0000235265285
; The user satisfaction estimation unit normalizes the average delay or average rate of the user, and establishes the user satisfaction equation:
Figure FDA0000235265286
;以最大化用户满意度为优化目标,且以用户缓存区队列长度下限和用户满意度上限为限制条件,建立目标函数,确定用户当前满意度;反馈信息接收单元接收反馈信道中两跳链路中的信道状态信息和RS端队列长度信息;调度分配单元根据用户当前满意度以及信道状态信息分配各个子信道,对中继链路用户资源进行调度,其中,MOSm(t)表示用户m在t时刻的满意程度, a为常数, 
Figure FDA0000235265287
代表用户类型,当用户为实时业务时
Figure FDA0000235265288
,当用户为非实时用户时
Figure FDA0000235265289
Figure FDA0000235265286
; Taking maximization of user satisfaction as the optimization goal, and taking the lower limit of the queue length of the user buffer area and the upper limit of user satisfaction as constraints, an objective function is established to determine the current satisfaction of the user; the feedback information receiving unit receives the two-hop link in the feedback channel The channel state information in and the queue length information at the RS end; the scheduling allocation unit allocates each sub-channel according to the user’s current satisfaction degree and channel state information, and schedules the user resources of the relay link, where MOS m (t) means that the user m is in Satisfaction degree at time t, a is a constant,
Figure FDA0000235265287
Represents the user type, when the user is a real-time business
Figure FDA0000235265288
, when the user is a non-real-time user
Figure FDA0000235265289
.
2.根据权利要求1所述的混合业务场景下资源调度方法,其特征在于,所述建立的目标函数为:2. The method for resource scheduling in a mixed service scenario according to claim 1, wherein the objective function established is:
Figure FDA00002352652810
,其中I(t)m表示用户m获得的资源,表示用户QoS要求的最小速率或延时, 
Figure FDA00002352652812
 表示在t时刻用户m在中继链路第二跳上获得的速率,
Figure FDA00002352652813
表示在t时刻中继缓存中用户m的队列长度,MOSm(t)表示在t时刻用户m的满意度,T0为时隙长度。
Figure FDA00002352652810
, where I(t) m represents the resources obtained by user m, Indicates the minimum rate or delay required by the user QoS,
Figure FDA00002352652812
Indicates the rate obtained by user m on the second hop of the relay link at time t,
Figure FDA00002352652813
Indicates the queue length of user m in the relay buffer at time t, MOSm(t) indicates the satisfaction degree of user m at time t, and T 0 is the length of time slot.
3.根据权利要求1所述的混合业务场景下资源调度方法,其特征在于,所述对中继链路用户资源进行调度具体为:根据基站和中继端的数据队列长度进行资源调度,把每条子信道分配给在该子信道上满意度提升最大的用户。3. The resource scheduling method in a mixed service scenario according to claim 1, wherein the scheduling of the relay link user resources is specifically: performing resource scheduling according to the length of the data queue of the base station and the relay end, and each A sub-channel is assigned to the user whose satisfaction has been improved the most on that sub-channel. 4.根据权利要求3所述的混合业务场景下资源调度方法,其特征在于,根据基站和中继端的数据队列长度进行资源调度,具体包括:反馈信息接收单元从反馈信道获取第一跳中信道状态信息和RS端队列状态信息,初始化获得子信道集合为X;从可用子信道中选取信道条件最好的子信道n;选择BS端队列长度和RS端队列长度差距最大的用户m;将子信道n分配给用户m,更新用户BS端和RS端数据队列信息,子信道集合更新为X'=X\n;直至子信道集合为空。4. The resource scheduling method in a mixed service scenario according to claim 3, wherein the resource scheduling is performed according to the data queue lengths of the base station and the relay end, specifically comprising: the feedback information receiving unit acquires the channel in the first hop from the feedback channel State information and RS-side queue state information, the sub-channel set obtained by initialization is X; the sub-channel n with the best channel condition is selected from the available sub-channels; the user m with the largest difference between the BS-side queue length and the RS-side queue length is selected; Channel n is allocated to user m, and the data queue information of user BS and RS is updated, and the sub-channel set is updated to X'=X\n; until the sub-channel set is empty. 5.根据权利要求3所述的混合业务场景下资源调度方法,其特征在于,把每条子信道分配给在该子信道上满意度提升最大的用户具体包括:从反馈信道获取第二跳中信道状态信息,初始化子信道集合为X,用户集合为U;从可用子信道中任选一条子信道n,将子信道分配给用户;对实时业务用户,计算用户平均时延,对非实时业务用户,计算用户平均速率,并根据公式:计算子信道n分配给该用户后的用户满意度增长幅度,其中,MOSm(t)为用户当前满意度,
Figure FDA00002352652815
为把子信道n分配给该用户后的用户满意度;选择ΔMOS(t)最大的用户m,将子信道n分配给用户m,更新用户m的队列状态信息以及平均速率;直至子信道集合为空。
5. The resource scheduling method in a mixed service scenario according to claim 3, wherein assigning each sub-channel to the user whose satisfaction degree is most improved on the sub-channel specifically comprises: obtaining the second hop channel from the feedback channel State information, initialize the set of sub-channels as X, and the set of users as U; choose a sub-channel n from the available sub-channels, and assign the sub-channels to users; for real-time service users, calculate the average delay of users, and for non-real-time service users , calculate the user average rate, and according to the formula: Calculate the increase in user satisfaction after sub-channel n is allocated to the user, where MOS m (t) is the user's current satisfaction,
Figure FDA00002352652815
In order to satisfy the user satisfaction after assigning sub-channel n to the user; select user m with the largest ΔMOS(t), assign sub-channel n to user m, and update the queue status information and average rate of user m; until the set of sub-channels is null.
6.一种OFDM中继系统中混合业务场景下资源调度系统,其特征在于,该系统包括:反馈信息接收单元、信道状态信息提取单元、队列状态信息提取单元、用户满意度估计单元和资源调度单元,信道状态信息提取单元和队列状态信息提取单元分别提取用户QoS要求的时延
Figure FDA00002352652816
、速率
Figure FDA00002352652817
和实时用户能够容忍的最大时延,计算用户当前时隙的平均时延和平均速率
Figure FDA00002352652820
;用户满意度估计单元对用户的平均时延或平均速率进行归一化处理,建立用户满意度方程:
6. A resource scheduling system under a mixed service scenario in an OFDM relay system, characterized in that the system includes: a feedback information receiving unit, a channel state information extraction unit, a queue state information extraction unit, a user satisfaction estimation unit, and resource scheduling unit, the channel state information extraction unit and the queue state information extraction unit respectively extract the time delay required by the user QoS
Figure FDA00002352652816
,rate
Figure FDA00002352652817
and the maximum delay that real-time users can tolerate , calculate the average delay of the user's current time slot and the average rate
Figure FDA00002352652820
; The user satisfaction estimation unit normalizes the average delay or average rate of the user, and establishes the user satisfaction equation:
MOS m ( t ) = log 2 ( ∂ m · a · D max m - D m ( t ) ‾ D req m + ( 1 - ∂ m ) · a · R m ( t ) ‾ R req m ) ;以最大化用户满意度为优化目标,且以用户缓存区队列长度下限和用户满意度上限为限制条件,建立目标函数,确定用户当前满意度;反馈信息接收单元接收反馈信道中两跳链路中的信道状态信息和RS端队列长度信息;资源调度单元根据用户当前满意度以及信道状态信息分配各个子信道,对中继链路用户资源进行调度,其中,MOSm(t)表示用户m在t时刻的满意程度, a为常数, 
Figure FDA00002352652822
代表用户类型,当用户为实时业务时
Figure FDA00002352652823
,当用户为非实时用户时
Figure FDA00002352652824
MOS m ( t ) = log 2 ( ∂ m · a · D. max m - D. m ( t ) ‾ D. req m + ( 1 - ∂ m ) &Center Dot; a &Center Dot; R m ( t ) ‾ R req m ) ; Taking maximization of user satisfaction as the optimization goal, and taking the lower limit of the queue length of the user buffer area and the upper limit of user satisfaction as constraints, an objective function is established to determine the current satisfaction of the user; the feedback information receiving unit receives the two-hop link in the feedback channel The channel state information in and the queue length information at the RS end; the resource scheduling unit allocates each sub-channel according to the user’s current satisfaction degree and channel state information, and schedules the user resources of the relay link, where MOS m (t) means that user m is in Satisfaction degree at time t, a is a constant,
Figure FDA00002352652822
Represents the user type, when the user is a real-time business
Figure FDA00002352652823
, when the user is a non-real-time user
Figure FDA00002352652824
.
7.根据权利要求6所述的系统,其特征在于,所述建立的目标函数为:7. system according to claim 6, is characterized in that, the objective function of described establishment is:
Figure FDA00002352652825
,其中I(t)m表示用户m获得的资源,
Figure FDA00002352652826
表示用户QoS要求的最小速率或延时, 
Figure FDA00002352652827
 表示在t时刻用户m在中继链路第二跳上获得的速率,
Figure FDA00002352652828
表示在t时刻中继缓存中用户m的队列长度,MOSm(t)表示在t时刻用户m的满意度, T0为时隙长度。
Figure FDA00002352652825
, where I(t) m represents the resources obtained by user m,
Figure FDA00002352652826
Indicates the minimum rate or delay required by the user QoS,
Figure FDA00002352652827
Indicates the rate obtained by user m on the second hop of the relay link at time t,
Figure FDA00002352652828
Indicates the queue length of user m in the relay buffer at time t, MOS m (t) indicates the satisfaction degree of user m at time t, and T 0 is the time slot length.
8.根据权利要求6所述的系统,其特征在于,所述对中继链路用户资源进行调度具体包括,反馈信息接收单元从反馈信道获取第一跳中信道状态信息和RS端队列状态信息,初始化获得子信道集合为X;从可用子信道中选取信道条件最好的子信道n;选择BS端队列长度和RS端队列长度差距最大的用户m;将子信道n分配给用户m,更新用户BS端和RS端数据队列信息,子信道集合更新为X'=X\n;直至子信道集合为空。8. The system according to claim 6, wherein the scheduling of the relay link user resources specifically comprises that the feedback information receiving unit obtains the channel state information in the first hop and the RS terminal queue state information from the feedback channel , the set of sub-channels obtained by initialization is X; select the sub-channel n with the best channel condition from the available sub-channels; select the user m with the largest difference between the queue length of the BS end and the queue length of the RS end; assign the sub-channel n to user m, and update The data queue information of the user BS end and the RS end, the sub-channel set is updated to X'=X\n; until the sub-channel set is empty. 9.根据权利要求6所述的系统,其特征在于,所述对中继链路用户资源进行调度具体包括,从反馈信道获取第二跳中信道状态信息,初始化子信道集合为X,用户集合为U;从可用子信道中任选一条子信道n,将子信道分配给用户;对实时业务用户,计算用户平均时延,对非实时业务用户,计算用户平均速率,并根据公式:
Figure FDA00002352652829
计算子信道n分配给该用户后的用户满意度增长幅度,其中,MOSm(t)为用户当前满意度,
Figure FDA00002352652830
为把子信道n分配给该用户后的用户满意度;选择ΔMOS(t)最大的用户m,将子信道n分配给用户m,更新用户m的队列状态信息以及平均速率;直至子信道集合为空。
9. The system according to claim 6, wherein the scheduling of user resources on the relay link specifically includes obtaining channel state information in the second hop from the feedback channel, initializing the subchannel set as X, and the user set is U; select a sub-channel n from the available sub-channels, and assign the sub-channels to users; for real-time service users, calculate the user average delay, and for non-real-time service users, calculate the user average rate, and according to the formula:
Figure FDA00002352652829
Calculate the increase in user satisfaction after sub-channel n is allocated to the user, where MOS m (t) is the user's current satisfaction,
Figure FDA00002352652830
In order to satisfy the user satisfaction after assigning sub-channel n to the user; select user m with the largest ΔMOS(t), assign sub-channel n to user m, and update the queue status information and average rate of user m; until the set of sub-channels is null.
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Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103795610A (en) * 2013-12-31 2014-05-14 浙江大学 Method and device for dispatching instant message service with user experience fairness
CN110556841A (en) * 2019-08-29 2019-12-10 天津大学 island microgrid frequency controller design method considering wireless communication time delay
US11736973B2 (en) 2018-08-29 2023-08-22 Carleton University Enabling wireless network personalization using zone of tolerance modeling and predictive analytics

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2020041883A1 (en) * 2018-08-29 2020-03-05 Carleton University Enabling wireless network personalization using zone of tolerance modeling and predictive analytics

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101505482A (en) * 2009-02-23 2009-08-12 北京邮电大学 Semi-distribution type resource distribution method and system
CN102036356A (en) * 2009-09-27 2011-04-27 北京邮电大学 Multi-service diversity dispatching method of multi-hop coordination network
CN102612149A (en) * 2011-01-25 2012-07-25 华为技术有限公司 Wireless resource distribution method for relay cell, base station and system
WO2012119626A1 (en) * 2011-03-08 2012-09-13 Panasonic Corporation Propagation delay difference reporting for multiple component carriers

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101505482A (en) * 2009-02-23 2009-08-12 北京邮电大学 Semi-distribution type resource distribution method and system
CN102036356A (en) * 2009-09-27 2011-04-27 北京邮电大学 Multi-service diversity dispatching method of multi-hop coordination network
CN102612149A (en) * 2011-01-25 2012-07-25 华为技术有限公司 Wireless resource distribution method for relay cell, base station and system
WO2012119626A1 (en) * 2011-03-08 2012-09-13 Panasonic Corporation Propagation delay difference reporting for multiple component carriers

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103795610A (en) * 2013-12-31 2014-05-14 浙江大学 Method and device for dispatching instant message service with user experience fairness
CN103795610B (en) * 2013-12-31 2017-01-04 浙江大学 The instant messaging dispatching method of a kind of Consumer's Experience justice and device
US11736973B2 (en) 2018-08-29 2023-08-22 Carleton University Enabling wireless network personalization using zone of tolerance modeling and predictive analytics
CN110556841A (en) * 2019-08-29 2019-12-10 天津大学 island microgrid frequency controller design method considering wireless communication time delay
CN110556841B (en) * 2019-08-29 2022-11-04 天津大学 Island microgrid frequency controller design method considering wireless communication time delay

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