CN108738158A - A kind of LTE downlink scheduling methods based on optimized throughput - Google Patents

A kind of LTE downlink scheduling methods based on optimized throughput Download PDF

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Publication number
CN108738158A
CN108738158A CN201810446445.0A CN201810446445A CN108738158A CN 108738158 A CN108738158 A CN 108738158A CN 201810446445 A CN201810446445 A CN 201810446445A CN 108738158 A CN108738158 A CN 108738158A
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resource block
physical resource
user
metric
users
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CN108738158B (en
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李方敏
曾源远
张韬
彭小兵
栾悉道
杨志邦
马小林
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Hunan Zhongkan Beidou Research Institute Co ltd
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Changsha University
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W72/00Local resource management
    • H04W72/50Allocation or scheduling criteria for wireless resources
    • H04W72/54Allocation or scheduling criteria for wireless resources based on quality criteria
    • H04W72/542Allocation or scheduling criteria for wireless resources based on quality criteria using measured or perceived quality
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L5/00Arrangements affording multiple use of the transmission path
    • H04L5/003Arrangements for allocating sub-channels of the transmission path
    • H04L5/0053Allocation of signaling, i.e. of overhead other than pilot signals
    • H04L5/0057Physical resource allocation for CQI
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L5/00Arrangements affording multiple use of the transmission path
    • H04L5/003Arrangements for allocating sub-channels of the transmission path
    • H04L5/0058Allocation criteria
    • H04L5/006Quality of the received signal, e.g. BER, SNR, water filling
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W72/00Local resource management
    • H04W72/12Wireless traffic scheduling
    • H04W72/1263Mapping of traffic onto schedule, e.g. scheduled allocation or multiplexing of flows
    • H04W72/1273Mapping of traffic onto schedule, e.g. scheduled allocation or multiplexing of flows of downlink data flows
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W72/00Local resource management
    • H04W72/50Allocation or scheduling criteria for wireless resources
    • H04W72/52Allocation or scheduling criteria for wireless resources based on load

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  • Engineering & Computer Science (AREA)
  • Signal Processing (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Quality & Reliability (AREA)
  • Mobile Radio Communication Systems (AREA)

Abstract

The LTE downlink scheduling methods based on optimized throughput that the invention discloses a kind of, which is characterized in that include the following steps:The Physical Resource Block number that can be called in single Transmission Time Interval is worth to according to the bandwidth of downlink, and determination will carry out the number of users and resource allocation algorithm of Physical Resource Block distribution, metric of all users of Physical Resource Block distribution on all Physical Resource Block called is carried out according to determining resource allocation algorithm determination, all Physical Resource Block called are distributed to by user according to metric of the obtained all users that carry out Physical Resource Block distribution on all Physical Resource Block called.The present invention can solve existing LTE downlink schedulings method and not deeply consider distributed Physical Resource Block interactional factor during actual transmissions data, and may lead to the technical issues of user's actual data transfer amount is reduced in Physical Resource Block assigning process.

Description

A kind of LTE downlink scheduling methods based on optimized throughput
Technical field
The invention belongs to wireless communication technology fields, more particularly, to a kind of LTE downlink chains based on optimized throughput Road dispatching method.
Background technology
Long term evolution (Long term evolution, the abbreviation LTE) cordless communication network of network as mainstream, at present Have been obtained for sizable popularization and application.Downlink scheduling is a critically important link in existing LTE network, general at present All over the downlink scheduling method used, mainly proportional fair (Proportional fair, abbreviation PF) algorithm, maximum carry ratio Preferential (the Modified of dry (Max channel quality indicator, Max-CQI) algorithm, maximum weighted time delay Largest Weighted Delay First, abbreviation M-LWDF) algorithm and index proportion justice (Exponential Proportional fair, abbreviation EXP/PF) algorithm.
However, there is the defect that can not ignore in above-mentioned downlink scheduling method:It does not deeply consider institute's allotment Resource block interactional factor during actual transmissions data is managed, thus may result in Physical Resource Block assigning process User's actual data transfer amount is reduced.
Invention content
For the disadvantages described above or Improvement requirement of the prior art, the present invention provides a kind of LTE based on optimized throughput Downlink scheduling method, it is intended that solving existing LTE downlink schedulings method does not deeply consider distributed physics Resource block interactional factor during actual transmissions data, and user in Physical Resource Block assigning process may be caused real The technical issues of border volume of transmitted data is reduced.
To achieve the above object, according to one aspect of the present invention, a kind of LTE downlinks based on optimized throughput are provided Link scheduling method, includes the following steps:
(1) the physical resource block number that can be called in single Transmission Time Interval is worth to according to the bandwidth of downlink Mesh, and determination will carry out the number of users and resource allocation algorithm of Physical Resource Block distribution;
(2) all users of Physical Resource Block distribution are carried out according to the resource allocation algorithm determination determined in step (1) Metric on all Physical Resource Block called;
(3) all users that carry out Physical Resource Block distribution obtained according to step (2) are in all physics called All Physical Resource Block called are distributed to user by the metric on resource block.
Preferably, when the bandwidth value of LTE downlinks is respectively 1.4,3,5,10,15,20MHz when, corresponding physics Resource block quantity is 6,15,25,50,75,100 respectively.
Preferably, resource allocation algorithm can be equitable proportion PF algorithms, maximum carry than dry Max-CQI algorithms, most greatly Temporary prolong preferential M-LWDF algorithms or index proportion justice EXP/PF algorithms.
Preferably, step (2) is specially:
First, calculate to carry out the Physical Resource Block that all users of Physical Resource Block distribution have obtained synthesis it is effective The ratio of signal and interference noise, specific formula for calculation are as follows:
effvaluen=10log (- log (s))
Wherein s is intermediate variable, and n expressions will carry out the physical resource that each user of Physical Resource Block distribution has obtained Block number mesh;sinrjValue indicates to carry out each user having on j-th of Physical Resource Block of acquisition of Physical Resource Block distribution Imitate the ratio of signal and interference noise;effvaluenIndicate n that each user that carry out Physical Resource Block distribution is obtained The ratio of synthesis useful signal and interference noise on Physical Resource Block;
Secondly, the Physical Resource Block number n that has been obtained according to each user of Physical Resource Block distribution to be carried out and The synthesis useful signal for the Physical Resource Block that all users have obtained and the ratio effvalue of interference noisenTo obtain the use The data transmission total amount for all n Physical Resource Block that family has obtained, passes through following function representation:
bittransn=GetBit (effvaluen,n)
Wherein bittransnIndicate the actual amount of data that all n Physical Resource Block that user has obtained can transmit; GetBit indicates to obtain the function expression of transmission data;
Then, the data transmission total amount of user's all n+1 Physical Resource Block to be obtained is calculatedWith The data transmission total amount bittrans of all n Physical Resource Block obtainednBetween difference, as the user in physical resource The changing value data_change of the front and back actual data transfer total amount of block distribution, specific formula are as follows:
Data_change=bittransn+1-bittransn
Finally, according to the resource allocation algorithm determined in step (1) and obtained user before and after Physical Resource Block distribution The changing value data_change determinations of actual data transfer total amount to carry out all users of Physical Resource Block distribution it is all can Metric metric on the Physical Resource Block of calling.
Preferably, the calculating process of the function expression GetBit of transmission data is obtained specifically, first according to ratio effvaluenThe CQI coding mode tables for inquiring LTE system, to determine Physical Resource Block by the modulation of use and coding mode, so Corresponding data carrying amount is found in CQI coding mode tables according to determining modulation and coding mode afterwards, finally by data Carrying amount is multiplied by the quantity of Physical Resource Block, to obtain the data transmission of all n Physical Resource Block that the user has obtained Total amount.
Preferably, when resource allocation algorithm is maximum carries than stem algorithm, the calculation formula of metric is as follows:
Wherein i indicates to carry out the serial number of the user of Physical Resource Block distribution.
Preferably, when resource allocation algorithm is proportional fair algorithm, the calculation formula of metric is as follows:
WhereinIndicate average throughput of i-th of user before current transmission time interval.
Preferably, when resource allocation algorithm is maximum weighted time delay priority algorithm, the calculation formula of metric is as follows:
Wherein intermediate variable ωi=-log δii, wherein δiIndicate that the end of a thread queuing delay of i-th of user is more than delay threshold The maximum likelihood of value, τiIndicate the target maximum delay of i-th of user, di(t) it is then the end of a thread queuing delay of i-th of user.
Preferably, when resource allocation algorithm is index proportional fair algorithm, the calculation formula of metric is as follows:
Wherein be averaged the end of a thread queuing delaynRIndicate the real-time service of user Quantity.
Preferably, step (3) specifically includes following sub-step:
(3-1) statistics in all users of Physical Resource Block distribution to be carried out has data to need all users transmitted, And metric of all users of statistics on all Physical Resource Block is obtained according to the result of step (2);
(3-2) distributes to all of step (3-1) statistics for each Physical Resource Block, by the Physical Resource Block User in user in the corresponding metric of the Physical Resource Block corresponding to maximum value.
In general, through the invention it is contemplated above technical scheme is compared with the prior art, can obtain down and show Beneficial effect:
(1) since present invention employs steps (2) to obtain degree of all users on all Physical Resource Block called Magnitude, so as to ensure that all Physical Resource Block can increase actual volume of transmitted data in the assignment procedure, so as to The technical issues of user's actual data transfer amount is reduced in Physical Resource Block assigning process may be led to by solving existing method.
(2) since the present invention enables to all Physical Resource Block to increase actual volume of transmitted data in the assignment procedure, So as to effectively improve the handling capacity of entire LTE system, and improve the packet loss of LTE system.
Description of the drawings
Fig. 1 is the flow chart of the LTE downlink scheduling methods the present invention is based on optimized throughput.
Specific implementation mode
In order to make the purpose , technical scheme and advantage of the present invention be clearer, with reference to the accompanying drawings and embodiments, right The present invention is further elaborated.It should be appreciated that the specific embodiments described herein are merely illustrative of the present invention, and It is not used in the restriction present invention.As long as in addition, technical characteristic involved in the various embodiments of the present invention described below It does not constitute a conflict with each other and can be combined with each other.
As shown in Figure 1, the LTE downlink scheduling methods the present invention is based on optimized throughput include the following steps:
(1) physics that being worth to according to the bandwidth of downlink can call in single Transmission Time Interval (1 millisecond) provides Source block number, and determination will carry out the number of users and resource allocation algorithm of Physical Resource Block distribution;
Specifically, for the bandwidth value of downlink be respectively 1.4,3,5,10,15, for 20MHz, corresponding object It is 6,15,25,50,75,100 to manage resource block quantity.
The resource allocation algorithm used in this step can be that equitable proportion (Proportional fair, abbreviation PF) is calculated Method, maximum load are more preferential than doing (Max channel quality indicator, Max-CQI) algorithm, maximum weighted time delay (Modified Largest Weighted Delay First, abbreviation M-LWDF) algorithm or index proportion are fair (Exponential proportional fair, abbreviation EXP/PF) algorithm.
(2) all users of Physical Resource Block distribution are carried out according to the resource allocation algorithm determination determined in step (1) Metric on all Physical Resource Block called;
Specifically, this step calculates first will carry out the physics money that all users of Physical Resource Block distribution have obtained The synthesis useful signal of source block and the ratio of interference noise, specific formula for calculation are as follows:
effvaluen=10log (- log (s))
Wherein s is intermediate variable, and n expressions will carry out the physical resource that each user of Physical Resource Block distribution has obtained Block number mesh;sinrjValue indicates to carry out each user having on j-th of Physical Resource Block of acquisition of Physical Resource Block distribution Imitate the ratio of signal and interference noise (j is natural number, and has j≤x, and wherein x indicates the sum for the Physical Resource Block that can be called); effvaluenIndicate that the synthesis that carry out on the n Physical Resource Block that each user of Physical Resource Block distribution is obtained is effective The ratio of signal and interference noise, unit dB.
Secondly, the Physical Resource Block number n that has been obtained according to each user of Physical Resource Block distribution to be carried out and The synthesis useful signal for the Physical Resource Block that all users have obtained and the ratio effvalue of interference noisenTo obtain the use The data transmission total amount for all n Physical Resource Block that family has obtained, passes through following function representation:
bittransn=GetBit (effvaluen,n)
Wherein bittransnIndicate the actual amount of data that all n Physical Resource Block that user has obtained can transmit; GetBit indicates to obtain the function expression of transmission data, is according to ratio effvalue firstnInquire the channel of LTE system Quality indicates (Channel quality indicator, abbreviation CQI) coding mode table, to determine that Physical Resource Block will use Modulation and coding mode, corresponding number is then found in CQI coding mode tables according to determining modulation and coding mode According to carrying amount (Bits Carried), data carrying amount is finally multiplied by the quantity of Physical Resource Block, it will be able to obtain the user The data transmission total amount of all n Physical Resource Block obtained.
Then, the data transmission total amount of user's all n+1 Physical Resource Block to be obtained is calculatedWith The data transmission total amount bittrans of all n Physical Resource Block obtainednBetween difference, as the user in physical resource The changing value data_change of the front and back actual data transfer total amount of block distribution, specific formula are as follows:
Data_change=bittransn+1-bittransn
Finally, according to the resource allocation algorithm determined in step (1) and obtained user before and after Physical Resource Block distribution The changing value data_change determinations of actual data transfer total amount to carry out all users of Physical Resource Block distribution it is all can Metric metric on the Physical Resource Block of calling;
Wherein, for maximum is carried than stem algorithm, the calculation formula of metric is as follows:
Wherein i indicates to carry out the serial number of the user of Physical Resource Block distribution, and has i≤y, and wherein y expressions will carry out object Manage the number of users of resource block distribution;
For proportional fair algorithm, the calculation formula of metric is as follows:
WhereinIndicate average throughput of i-th of user before current transmission time interval.
For maximum weighted time delay priority algorithm, the calculation formula of metric is as follows:
Wherein intermediate variable ωi=-log δii, wherein δiIndicate that the end of a thread of i-th of user is lined up (Head-of-line Blocking, abbreviation HOL) it is delayed more than the maximum likelihood of delay threshold, τiIndicate the target maximum delay of i-th of user, di (t) it is then the end of a thread queuing delay of i-th of user.
For index proportion fair algorithm, the calculation formula of metric is as follows:
Wherein be averaged the end of a thread queuing delaynRIndicate the real-time service of user Quantity, real-time service include video, audio etc..
If the Physical Resource Block that can be called has x, the number of users that carry out Physical Resource Block distribution is y, then exists After this step terminates, the metric of obtained the 1st user on all y Physical Resource Block is (metric11, metric12, metric13, metric1y), metric of the 2nd user on all y Physical Resource Block is (metric21, metric22, metric23, metric2y) ..., metric of x-th of user on all y Physical Resource Block is (metricx1, metricx2, metricx3, metricxy)。
(3) all users that carry out Physical Resource Block distribution obtained according to step (2) are in all physics called All Physical Resource Block called are distributed to user by the metric on resource block.
This step specifically includes following sub-step:
(3-1) statistics in all users of Physical Resource Block distribution to be carried out has data to need all users transmitted, And metric of all users of statistics on all Physical Resource Block is obtained according to the result of step (2);
(3-2) distributes to all of step (3-1) statistics for each Physical Resource Block, by the Physical Resource Block User in user in the corresponding metric of the Physical Resource Block corresponding to maximum value;
For example, for the 2nd Physical Resource Block, it is corresponding with multiple metrics, respectively metric12, metric22..., metricx2, this step is exactly to find in these values maximum one, such as metric52, then the knot of this step 2nd Physical Resource Block is exactly distributed to the 5th user by fruit.
Experimental result and analysis
Tables 1 and 2 is respectively average throughput of the user in Video service under 30km/h and 120km/h.From image From the point of view of list data comparison, the handling capacity of video traffic of the present invention has a degree of promotion, with number of users It is continuously increased, the average throughput that video traffic is obtained constantly is reducing, but total incrementss are still more considerable.
Video average throughput (kbps) under 1 30km/h of table
Video average throughput (kbps) under 2 120km/h of table
In the following table 3 and table 4 be respectively 30km/h and 120km/h under user the type of doing one's best (Best effort, letter Claim Be) service in average throughput.For playing MT algorithms, handling capacity of the invention has growth.And to MT algorithms For, since Physical Resource Block is inherently distributed to the user with optimum channel by the algorithm, so in contrast, system The promotion degree of handling capacity is minimum, or even since part physical resource block turns to be allocated to Video service, so Be types gulp down The amount of spitting has a little decline, but the total handling capacity of the present invention is still in promotion state.
The handling capacity (kbps) that Be is serviced under 3 30km/h of table
The handling capacity (kbps) that Be is serviced under 4 120km/h of table
As it will be easily appreciated by one skilled in the art that the foregoing is merely illustrative of the preferred embodiments of the present invention, not to The limitation present invention, all within the spirits and principles of the present invention made by all any modification, equivalent and improvement etc., should all include Within protection scope of the present invention.

Claims (10)

1. a kind of LTE downlink scheduling methods based on optimized throughput, which is characterized in that include the following steps:
(1) the Physical Resource Block number that can be called in single Transmission Time Interval is worth to according to the bandwidth of downlink, and Determination will carry out the number of users and resource allocation algorithm of Physical Resource Block distribution;
(2) all users of Physical Resource Block distribution to be carried out in institute according to the resource allocation algorithm determination determined in step (1) There is the metric on the Physical Resource Block that can be called.
(3) all users that carry out Physical Resource Block distribution obtained according to step (2) are in all physical resources called All Physical Resource Block called are distributed to user by the metric on block.
2. LTE downlink schedulings method according to claim 1, which is characterized in that when the bandwidth value of LTE downlinks Respectively 1.4,3,5,10,15,20MHz when, corresponding physical resource number of blocks is 6,15,25,50,75,100 respectively.
3. LTE downlink schedulings method according to claim 1 or 2, which is characterized in that resource allocation algorithm can be Proportional fair algorithm (PF), maximum load than stem algorithm (Max-CQI), maximum weighted time delay priority algorithm (M-LWDF) or refer to Number proportional fair algorithm (EXP/PF).
4. LTE downlink schedulings method according to claim 3, which is characterized in that step (2) is specially:
First, the synthesis useful signal for the Physical Resource Block that all users of Physical Resource Block distribution have obtained will be carried out by calculating With the ratio of interference noise, specific formula for calculation is as follows:
effvaluen=10log (- log (s))
Wherein s is intermediate variable, and n expressions will carry out the physical resource block number that each user of Physical Resource Block distribution has obtained Mesh;sinrjValue indicates to carry out effective letter of each user of Physical Resource Block distribution on j-th of Physical Resource Block of acquisition Ratio number with interference noise;effvaluenExpression will carry out the n physics that each user of Physical Resource Block distribution is obtained The ratio of synthesis useful signal and interference noise on resource block;
Secondly, the Physical Resource Block number n that has been obtained according to each user of Physical Resource Block distribution to be carried out and all The synthesis useful signal for the Physical Resource Block that user has obtained and the ratio effvalue of interference noisenTo have obtained the user The data transmission total amount of all n Physical Resource Block through acquisition, passes through following function representation:
bittransn=GetBit (effvaluen,n)
Wherein bittransnIndicate the actual amount of data that all n Physical Resource Block that user has obtained can transmit; GetBit indicates to obtain the function expression of transmission data;
Then, the data transmission total amount of user's all n+1 Physical Resource Block to be obtained is calculatedWith obtained All n Physical Resource Block data transmission total amount bittransnBetween difference, as the user in Physical Resource Block point Changing value data_change with front and back actual data transfer total amount, specific formula are as follows:
Data_change=bittransn+1-bittransn
Finally, it is distributed in Physical Resource Block according to the resource allocation algorithm determined in step (1) and obtained user front and back practical All users that the changing value data_change determinations of data transmission total amount will carry out Physical Resource Block distribution call all Physical Resource Block on metric metric.
5. LTE downlink schedulings method according to claim 4, which is characterized in that obtain the function table of transmission data Up to formula GetBit calculating process specifically, first according to ratio effvaluenThe CQI coding mode tables for inquiring LTE system, with Physical Resource Block is determined by the modulation of use and coding mode, then according to determining modulation and coding mode in CQI coding staffs Corresponding data carrying amount is found in formula table, data carrying amount is finally multiplied by the quantity of Physical Resource Block, to obtain the use The data transmission total amount for all n Physical Resource Block that family has obtained.
6. LTE downlink schedulings method according to claim 5, which is characterized in that when resource allocation algorithm is maximum When carrying than stem algorithm, the calculation formula of metric is as follows:
Wherein i indicates to carry out the serial number of the user of Physical Resource Block distribution.
7. LTE downlink schedulings method according to claim 5, which is characterized in that when resource allocation algorithm is ratio When fair algorithm, the calculation formula of metric is as follows:
Wherein ri MIndicate average throughput of i-th of user before current transmission time interval.
8. LTE downlink schedulings method according to claim 5, which is characterized in that when resource allocation algorithm is maximum When weighting time delay priority algorithm, the calculation formula of metric is as follows:
Wherein intermediate variable ωi=-log δii, wherein δiIndicate that the end of a thread queuing delay of i-th of user is more than delay threshold Maximum likelihood, τiIndicate the target maximum delay of i-th of user, di(t) it is then the end of a thread queuing delay of i-th of user.
9. LTE downlink schedulings method according to claim 5, which is characterized in that when resource allocation algorithm is index When proportional fair algorithm, the calculation formula of metric is as follows:
Wherein be averaged the end of a thread queuing delay di M(t)=∑jωjdj(t)/nR, nRIndicate the quantity of the real-time service of user.
10. LTE downlink schedulings method according to claim 1, which is characterized in that step (3) specifically includes following Sub-step:
(3-1) statistics in all users of Physical Resource Block distribution to be carried out has data to need all users transmitted, and root Metric of all users of statistics on all Physical Resource Block is obtained according to the result of step (2);
The Physical Resource Block is distributed to all users of step (3-1) statistics by (3-2) for each Physical Resource Block In user in the corresponding metric of the Physical Resource Block corresponding to maximum value.
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CN109743778A (en) * 2019-01-14 2019-05-10 长沙学院 A kind of resource allocation optimization method and system based on intensified learning
CN111695981A (en) * 2019-03-13 2020-09-22 北京三快在线科技有限公司 Resource transfer method, device and storage medium

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