CN105610747A - Pilot-aided time-frequency interpolation weighted channel estimation method for OFDM (Orthogonal Frequency Division Multiplexing) system - Google Patents

Pilot-aided time-frequency interpolation weighted channel estimation method for OFDM (Orthogonal Frequency Division Multiplexing) system Download PDF

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CN105610747A
CN105610747A CN201610111528.5A CN201610111528A CN105610747A CN 105610747 A CN105610747 A CN 105610747A CN 201610111528 A CN201610111528 A CN 201610111528A CN 105610747 A CN105610747 A CN 105610747A
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pilot
channel
frequency domain
response value
frequency
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CN105610747B (en
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宫丰奎
刘铭
张南
王勇
秦利卿
张军山
沈亮
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Xi'an Yun Wei Zhi Lian Technology Co Ltd
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Xidian University
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L25/00Baseband systems
    • H04L25/02Details ; arrangements for supplying electrical power along data transmission lines
    • H04L25/0202Channel estimation
    • H04L25/022Channel estimation of frequency response
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L25/00Baseband systems
    • H04L25/02Details ; arrangements for supplying electrical power along data transmission lines
    • H04L25/0202Channel estimation
    • H04L25/024Channel estimation channel estimation algorithms
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L25/00Baseband systems
    • H04L25/02Details ; arrangements for supplying electrical power along data transmission lines
    • H04L25/0202Channel estimation
    • H04L25/024Channel estimation channel estimation algorithms
    • H04L25/0256Channel estimation using minimum mean square error criteria
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L27/00Modulated-carrier systems
    • H04L27/26Systems using multi-frequency codes
    • H04L27/2601Multicarrier modulation systems

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

Abstract

The invention discloses a pilot-aided time-frequency interpolation weighted channel estimation method for an OFDM (Orthogonal Frequency Division Multiplexing) system, and mainly solves the problem that the interpolation precision of the traditional cascade one-dimensional interpolation algorithm declines under the condition of Doppler shift and multiple effects. The method comprises the following steps: separately calculating a time-domain directional channel frequency response value and a frequency-domain directional channel frequency response value at a virtual pilot by using the calculated cannel frequency response value at a scattered pilot; calculating a weight factor by simultaneously using multi-path delay and Doppler shift of a channel parameter channel; performing weighted average on the time-domain directional channel frequency response value and the frequency-domain directional channel frequency response value by using the weight factor to obtain an extended pilot channel frequency response value; and finally, performing frequency directional interpolation by using the extended pilot channel frequency response value to obtain all received data channel frequency response values. The method improves the precision of channel estimated values, and can be used for a communication system based on scattered pilots.

Description

The time-frequency domain interpolation weighting channel evaluating method that ofdm system pilot tone is auxiliary
Technical field
The invention belongs to wireless communication field, relate to the auxiliary time-frequency domain interpolation weighting channel estimating side of ofdm system pilot toneMethod, can be used for the communication system based on scatter pilot, as second generation digital ground video broadcasting DVB-T2 system.
Background technology
Wireless communication system is growing to the demand of high data rate, impels researcher and production firm to adoptState-of-the-art technology meets these demands. Ofdm system is a kind of technology maturation and perfect wireless communication transmissions system,Channel is divided into some orthogonal subchannels by ofdm system, changes transmission data higher data rate into biography that speed is lowerTransmission of data. Ofdm system relies on high spectrum utilization, it is excellent effectively to overcome frequency selective fading that multipath effect causes etc.Gesture, has been widely recognized and applies.
As the important component part in ofdm communication system, channel estimation and equalization technique guarantee the property of communication systemCan, be the hot research problem in communication system always. The transmission such as multipath effect and the Doppler frequency shift spy that wireless channel is intrinsicProperty makes communication system easily produce intersymbol interference, can effectively resist intersymbol interference and design good channel estimation method, therebyReduce the communication system bit error rate. Channel estimation method is divided into pilot tone assisted channel estimation algorithm, Blind channel estimation algorithm and half-blindnessChannel estimation method, wherein the auxiliary channel estimation method of pilot tone is because of its effectively compromise quilt between estimated accuracy and pilot tone loadExtensive use. The auxiliary channel estimation method implementation procedure of pilot tone is divided into two steps: the channel estimating of pilot tone point and the letter of data pointRoad interpolation, the channel interpolation algorithm accuracy of data point determines the accuracy of channel estimation value, is that guarantee balanced device is effectively eliminatedThe key of channel effect, therefore the channel interpolation algorithm accuracy of data point is particularly important.
Within 2008, ETSI has promulgated second generation Europe digital video broadcast-terrestrial transmission standard DVB-T2, than the first generationStandard, DVB-T2 standard has adopted the modulating mode of high-order more, pilot-frequency expense and more pilot frequency mode still less, is obtaining moreWhen high data rate and the availability of frequency spectrum, also the precision of channel estimating is proposed to higher requirement. For this problem,Article " the Adaptive that GuanghuiLiu in 2014 delivers on IEEETransactionsonBroadcastingInterpolationforPilot-AidedChannelEstimatorinOFDMSystem " the middle cascade one dimension that adoptsInterpolation algorithm is realized ofdm system channel estimating, and this algorithm is owing to not considering time domain directional interpolation and frequency domain direction interpolationThe Degree of Accord Relation of interpolation scope and channel fading, therefore the frequency that the time variation causing at Doppler frequency shift and multipath effect cause choosingIn selecting property channel, its interpolation accuracy is lost, and causes the performance of channel estimating to reduce.
Summary of the invention
The object of the invention is to the deficiency for above-mentioned prior art, propose the auxiliary time-frequency of a kind of ofdm system pilot toneTerritory interpolation weighting channel evaluating method, to improve the interpolation accuracy in pilot tone assisted channel estimation.
For achieving the above object, technical scheme of the present invention comprises as follows:
(1) in ofdm system receiver, calculate scattered pilot place channel frequency domain response valueWherein, [l, k]The position number of k subcarrier in l OFDM symbol in expression ofdm system;
(2) by the channel frequency domain response value at scattered pilot placeCalculate respectively the time domain direction at virtual pilot frequency placeChannel frequency domain response valueWith frequency domain direction channel frequency domain response value
(3) utilize channel parameter channel maximum multipath time delay τmaxWith Doppler frequency shift fdCalculate weight:
(3a) calculate normalization channel the most mostly through time delay: τ=τmax/τ′max, wherein, τ 'maxFor scattered pilot can be supportedChannel maximum multipath time delay;
(3b) calculate normalization Doppler frequency shift: f 'd=fd/f′dmax, wherein, f 'dmaxFor scattered pilot can be supportedLarge Doppler frequency shift;
(3c) utilize normalization channel the most mostly through time delay τ and normalization Doppler frequency shift f 'dCalculate weight λ:
λ=(τ+1-f′d)/2;
(4) with weight λ, (2) are drawnWithBe weighted on average, obtain virtual pilot frequency placeTime-frequency domain weighting channel frequency domain response value
H ‾ [ l , k ] = λ H ^ 1 [ l , k ] + ( 1 - λ ) H ^ 2 [ l , k ] , k ∈ ψ v p [ l ] ,
Wherein, ψvp[l] is the virtual pilot frequency collection of l OFDM symbol,ψexpFor expansion pilot set, ψexp={k:k=Nmin+tDx,t≥0andk≤Nmax, t is more than or equal to 0 integer, NminWithNmaxRepresent respectively minimum of a value and the maximum of OFDM symbol sub-carriers sequence number, ψsp[l] represents the discrete of l OFDM symbolPilot set, ψsp[l]={k:k=Nmin+Dx(lmodDy)+mD′x,m≥0andk≤Nmax},DxIt is the subcarrier of scattered pilotInterval, DyThe OFDM mark space of scattered pilot, D 'x=Dx·Dy, m is more than or equal to 0 integer;
(5) by the time-frequency domain weighting channel frequency domain response value at virtual pilot frequency placeAnd step (1) calculate discretePilot tone place channel frequency domain response valueCalculate spread pilot channel frequency domain response value
(6) to spread pilot channel characteristic valueCarry out frequency domain direction interpolation, show that all reception data channels frequentlyDomain response value
Tool of the present invention has the following advantages:
1) the present invention utilizes Doppler frequency shift and channel maximum multipath time delay to calculate weight, while utilizing weights factor pairTerritory direction channel frequency domain response value and frequency domain direction channel frequency domain response value are weighted on average, by adjusting both direction channelThe weight of frequency domain response value, has obviously improved the precision of interpolation method, has further improved the channel frequency domain response of data point and has estimatedThe accuracy of evaluation.
2) the present invention, compared with DFT interpolation algorithm, has avoided DFT map function in implementation procedure, has reduced and has calculated againAssorted degree.
Brief description of the drawings
Fig. 1 is of the present invention at realization flow figure;
Fig. 2 is pilot configuration figure of the present invention;
Fig. 3 is that the present invention is the bit error rate performance analogous diagram under 80Hz condition at channel Doppler frequency shift;
Fig. 4 is that the present invention is the bit error rate performance analogous diagram under 50Hz condition at channel Doppler frequency shift;
Fig. 5 is that the present invention is the least mean-square error curve of the channel estimation value under 80Hz condition at channel Doppler frequency shiftFigure;
Fig. 6 is that the present invention is the least mean-square error curve of the channel estimation value under 50Hz condition at channel Doppler frequency shiftFigure.
Detailed description of the invention
Below by drawings and Examples, technical method of the present invention is further described.
See figures.1.and.2, specific implementation step of the present invention is as follows:
Step 1: the channel frequency domain characteristic value of calculating scattered pilot point.
The present embodiment, taking DVB-T2 system as example, is established k pilot sub-carrier place in l OFDM symbol of DVB-T2 systemThe pilot data sending is X[l, k], in l OFDM symbol, the pilot data of k pilot sub-carrier place reception is Y[l,k];
Utilize the pilot data X[l sending, k] with the pilot data Y[l receiving, k], calculate scattered pilot place channel frequentlyDomain response value
Calculate scattered pilot place channel frequency domain response valueAlgorithm has: least-squares algorithm, least mean-square error are calculatedMethod and linear minimum mean-squared error algorithm etc., the present embodiment adopts least-squares algorithm to calculate scattered pilot place channel frequency domain responseValue, computing formula is as follows:
H ~ [ l , k ] = Y [ l , k ] X [ l , k ] , k ∈ ψ s p [ l ] 0 , k ∉ ψ s p [ l ] ,
Wherein, [l, k] is the position number of k subcarrier in l OFDM symbol in ofdm system, ψsp[l] representsThe scattered pilot collection of l OFDM symbol, ψsp[l]={k:k=Nmin+Dx(lmodDy)+mD′x,m≥0andk≤Nmax},NminWith NmaxRepresent respectively minimum of a value and the maximum of an OFDM symbol sub-carriers sequence number, DxIt is the subcarrier of scattered pilotInterval, D 'x=Dx·Dy,DyBe the OFDM mark space of scattered pilot, m is more than or equal to 0 integer.
Step 2: calculate time domain direction channel frequency domain response value and frequency domain direction channel frequency domain response at virtual pilot frequency placeValue.
2a) the channel frequency domain characteristic to scattered pilot placeCarry out time domain directional interpolation, draw virtual pilot frequency placeTime domain direction channel frequency domain response valueTime domain directional interpolation method can adopt classical one dimension interpolation method, as:Polynomial interopolation algorithm and transform domain interpolation algorithm etc., the present embodiment adopts polynomial interopolation algorithm, and computing formula is as follows:
H ^ 1 [ l , k ] = Σ i = - M 1 M 2 α p ( i ) H ~ [ l - p - iD y , k ] , k ∈ ψ e x p 0 , k ∉ ψ e x p ,
Wherein, M1、M2Be the integer that is greater than 0, αp(i) be that length is M1+M2+ 1 time domain directional interpolation coefficient, differentThe interpolation coefficient α that time domain directional interpolation method adoptsp(i) difference, p span is [0, Dy), the value of p need ensure [l-p,K] be scattered pilot sequence number, ψexpFor expansion pilot set, ψexp={k:k=Nmin+tDx,t≥0andk≤Nmax, t is for being greater thanOr equal 0 integer;
2b) the channel frequency domain characteristic to scattered pilot placeCarry out frequency domain direction interpolation, show that virtual pilot frequency place frequentlyTerritory direction channel frequency domain response valueFrequency domain direction interpolation and time domain directional interpolation are similar, and frequency domain direction interpolation method canTo adopt classical one dimension interpolation method, as: polynomial interopolation algorithm and transform domain interpolation algorithm etc.; The present embodiment adopts multinomialFormula interpolation algorithm, computing formula is as follows:
H ^ 2 [ l , k ] = Σ j = - N 1 N 2 β q ( j ) H ~ [ l , k - q - jD x ] , k ∈ ψ v p 0 , k ∉ ψ v p ,
Wherein, N1、N2Be the integer that is greater than 0, βq(j) be that length is N1+N2+ 1 frequency domain direction interpolation coefficient, differentThe interpolation coefficient β that frequency domain direction interpolation method adoptsq(j) difference, q span is [0, Dx) integer, the value of q need protectCard [l, k-q] is scattered pilot sequence number, ψvp[l] represents the virtual pilot frequency collection of l OFDM symbol, ψ v p [ l ] = { k : k ∈ ψ exp a n d k ∉ ψ s p [ l ] } .
Step 3: utilize channel parameter channel maximum multipath time delay τmaxWith Doppler frequency shift fdCalculate weight.
(3a) calculate normalization channel the most mostly through time delay τ, computing formula is:
τ=τmax/τ′max
Wherein, τ 'maxThe channel maximum multipath time delay that can support for scattered pilot;
(3b) calculate normalization Doppler frequency shift f 'd, computing formula is:
f′d=fd/f′dmax
Wherein, f 'dmaxThe maximum doppler frequency that can support for scattered pilot;
(3c) utilize normalization channel the most mostly through time delay τ and normalization Doppler frequency shift f 'd, calculate weight λ:
λ=(τ+1-f′d)/2。
Step 4: the time-frequency domain weighting channel frequency domain response value of calculating virtual pilot frequency place.
With weight λ to the time domain direction channel frequency domain response value drawing in step 2With frequency domain direction channelFrequency domain response valueBe weighted on average, calculate the time-frequency domain weighting channel frequency domain response value at virtual pilot frequency placeComputing formula is as follows:
H ‾ [ l , k ] = λ H ^ 1 [ l , k ] + ( 1 - λ ) H ^ 2 [ l , k ] , k ∈ ψ v p [ l ] .
Step 5: calculate spread pilot channel frequency domain response value.
Utilize the time-frequency domain weighting channel frequency domain response value at the virtual pilot frequency place that step 4 calculatesCount with step 1The scattered pilot place channel frequency domain response value calculatingCalculate spread pilot channel frequency domain response valueMeterCalculation formula is as follows:
Step 6: calculate all reception data channel frequency domain response values.
The spread pilot channel characteristic value that step 5 is calculatedCarry out frequency domain direction interpolation, calculate all connecingReceive data channel frequency domain response valueThis step frequency domain directional interpolation method can adopt classical one dimension interpolation sideMethod, as: polynomial interopolation algorithm and transform domain interpolation algorithm etc.; The present embodiment adopts polynomial interopolation algorithm, computing formula asUnder:
Wherein, in different frequency domain direction interpolation method frequency domain directional interpolation factor betaq(j) value difference;
All reception data channel frequency domain response values that this step calculates are institute in DVB-T2 system channel estimatorThere is the estimated value of the characteristic of channel of data subcarrier.
Effect of the present invention can further illustrate by following simulation result:
1. simulated conditions
Analogue system is DVB-T2 system, and channel is 21 footpath Rice channel models of DVB-T2 standard definition, adopts PP1 to leadFrequently pattern, coded system adopts 16200, and code check is 2/3, and protection is spaced apart 1/4, FFT and counts as 2K, and emulation Doppler frequency shift isTwo kinds of situations of 80Hz and 50Hz.
2. emulation content
The inventive method has been done to two kinds of emulation:
Emulation one: under the Rice channel model that is 80Hz at Doppler frequency shift, to cascade one dimension interpolation algorithm and DFT algorithmAnd these three kinds of methods of the inventive method carry out emulation, simulate the bit error rate with the performance curve of signal to noise ratio and channel estimation valueLittle mean square error curve, as shown in Figure 3 and Figure 4, wherein Fig. 3 is the performance change curve of the bit error rate with signal to noise ratio, Fig. 4 is channelEstimated value least mean-square error is with the change curve of signal to noise ratio.
Emulation two: under the Rice channel model that is 50Hz at Doppler frequency shift, to cascade one dimension interpolation algorithm and DFT algorithmAnd these three kinds of methods of the inventive method carry out emulation, simulate the bit error rate all minimum with performance and the channel estimation value of signal to noise ratioSide's error, as shown in Figure 5 and Figure 6, wherein, Fig. 5 is the performance change curve of the bit error rate with signal to noise ratio, Fig. 6 is channel estimation valueLeast mean-square error is with the change curve of signal to noise ratio.
3. analysis of simulation result:
Can find out from simulation result Fig. 3 and simulation result Fig. 5, although the performance curve of the present invention and ideal communication channel estimated valueStill have the gap of 2dB left and right, but compare traditional cascade one dimension interpolation 2 × 1D algorithm, at BER=10-4Time, of the present inventionBER performance can be improved 1dB;
Can find out from simulation result Fig. 4 and simulation result Fig. 6, compare traditional cascade one dimension interpolation 2 × 1D algorithm, thisThe bright channel estimation value least mean-square error performance 1dB that moved to left. Result shows, by taking into full account time variation and frequency selectionProperty fading severity, adjust the weight of the characteristic of channel at the interpolation place of both direction, obviously improve the precision of interpolation method, furtherImprove the precision of channel estimation value.

Claims (4)

  1. The time-frequency domain interpolation weighting channel evaluating method that 1.OFDM system pilot is auxiliary, comprising:
    (1) in ofdm system receiver, calculate scattered pilot place channel frequency domain response valueWherein, [l, k] representsThe position number of k subcarrier in l OFDM symbol in ofdm system;
    (2) by the channel frequency domain response value at scattered pilot placeCalculate respectively the time domain direction channel at virtual pilot frequency placeFrequency domain response valueWith frequency domain direction channel frequency domain response value
    (3) utilize channel parameter channel maximum multipath time delay τmaxWith Doppler frequency shift fdCalculate weight:
    (3a) calculate normalization channel the most mostly through time delay: τ=τmax/τ′max, wherein, τ 'maxThe letter that can support for scattered pilotRoad maximum multipath time delay;
    (3b) calculate normalization Doppler frequency shift: f 'd=fd/f′dmax, wherein, f 'dmaxFor scattered pilot can support the most generalStrangle frequency displacement;
    (3c) utilize normalization channel the most mostly through time delay τ and normalization Doppler frequency shift f 'dCalculate weight λ:
    λ=(τ+1-f′d)/2;
    (4) with weight λ, (2) are drawnWithBe weighted on average, obtain the time-frequency at virtual pilot frequency placeTerritory weighting channel frequency domain response value
    H ‾ [ l , k ] = λ H ^ 1 [ l , k ] + ( 1 - λ ) H ^ 2 [ l , k ] , k ∈ ψ v p [ l ] ,
    Wherein, ψvp[l] is the virtual pilot frequency collection of l OFDM symbol,ψexpFor expansion pilot set, ψexp={k:k=Nmin+tDx,t≥0andk≤Nmax, t is more than or equal to 0 integer, NminWithNmaxRepresent respectively minimum of a value and the maximum of OFDM symbol sub-carriers sequence number, ψsp[l] represents the discrete of l OFDM symbolPilot set, ψsp[l]={k:k=Nmin+Dx(lmodDy)+mD′x,m≥0andk≤Nmax},DxThe son that is scattered pilot carriesWave spacing, D 'x=Dx·Dy,DyBe the OFDM mark space of scattered pilot, m is more than or equal to 0 integer;
    (5) by the time-frequency domain weighting channel frequency domain response value at virtual pilot frequency placeAnd the scattered pilot that calculates of step (1)Place's channel frequency domain response valueCalculate spread pilot channel frequency domain response value
    (6) to spread pilot channel characteristic valueCarry out frequency domain direction interpolation, show that all reception data channel frequency domains ringShould be worth
  2. 2. the auxiliary time-frequency domain interpolation weighting channel evaluating method of ofdm system pilot tone according to claim 1, Qi ZhongbuSuddenly in (1) to scattered pilot place channel frequency domain response valueBe calculated as follows:
    H ~ [ l , k ] = Y [ l , k ] X [ l , k ] , k ∈ ψ s p [ l ] 0 , k ∉ ψ s p [ l ]
    Wherein, the position number of k subcarrier in l OFDM symbol in [l, k] expression ofdm system, X[l, k] and Y[l,K] represent that respectively ofdm system sends pilot data and receives pilot data, ψsp[l] represents the scattered pilot of l OFDM symbolCollection, ψsp[l]={k:k=Nmin+Dx(lmodDy)+mD′x,m≥0andk≤Nmax},NminWith NmaxRepresent respectively oneMinimum of a value and the maximum of OFDM symbol sub-carriers sequence number, DxThe subcarrier spacing of scattered pilot, D 'x=Dx·Dy,DyBeThe OFDM mark space of scattered pilot, m is more than or equal to 0 integer.
  3. 3. the auxiliary time-frequency domain interpolation weighting channel evaluating method of ofdm system pilot tone according to claim 1, Qi ZhongbuSuddenly in (2) in the time domain direction channel frequency domain response value at virtual pilot frequency placeWith frequency domain direction channel frequency domain response valueBe calculated as follows:
    H ^ 1 [ l , k ] = Σ j = - M 1 M 2 α q ( j ) H ~ [ l - p - iD y , k ] , k ∈ ψ exp 0 , k ∉ ψ exp
    H ^ 2 [ l , k ] = Σ j = - N 1 N 2 β q ( j ) H ~ [ l , k - q - jD x ] , k ∈ ψ v p 0 , k ∉ ψ v p
    Wherein, M1、M2、N1、N2Be the integer that is greater than 0, DxThe subcarrier spacing of scattered pilot, DyThe OFDM of scattered pilotMark space, αp(i) be that length is M1+M2+ 1 time domain directional interpolation coefficient, p span is [0, Dy), the value of p needsEnsure that [l-p, k] is scattered pilot sequence number, ψexpFor expansion pilot set, ψexp={k:k=Nmin+tDx,t≥0andk≤Nmax, t is more than or equal to 0 integer, NminWith NmaxThe minimum of a value that represents respectively an OFDM symbol sub-carriers sequence number withMaximum, βq(j) be that length is N1+N2+ 1 frequency domain direction interpolation coefficient, q span is [0, Dx) integer, the value of qNeed to ensure that [l, k-q] is scattered pilot sequence number, ψvpFor virtual pilot frequency collection,ψsp[l] represents the scattered pilot collection of l OFDM symbol, ψsp[l]={k:k=Nmin+Dx(lmodDy)+mD′x,m≥0andk≤Nmax},D′x=Dx·Dy, m is more than or equal to 0 integer.
  4. 4. the auxiliary time-frequency domain interpolation weighting channel evaluating method of ofdm system pilot tone according to claim 1, Qi ZhongbuSuddenly in (6), receive data channel frequency domain response valueBe calculated as follows:
    Wherein, βq(j) be that length is N1+N2+ 1 frequency domain direction interpolation coefficient, q span is [0, Dx) integer, the value of qNeed to ensure that [l, k-q] is scattered pilot sequence number, DxIt is the subcarrier spacing of scattered pilot.
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CN106788734A (en) * 2016-12-09 2017-05-31 上海交通大学 A kind of optical OFDM system of use non-data aided frequency excursion algorithm
CN106788734B (en) * 2016-12-09 2020-05-08 上海交通大学 Optical OFDM system adopting data-free auxiliary frequency offset estimation algorithm
CN106850471A (en) * 2017-03-24 2017-06-13 西安电子科技大学 It is a kind of to utilize the time domain and frequency domain combined Channel Estimation Interpolation Methods for weighting virtual pilot frequency
CN106850471B (en) * 2017-03-24 2020-02-14 西安电子科技大学 Time-frequency domain joint interpolation channel estimation method using weighted virtual pilot frequency
CN109495409A (en) * 2018-12-29 2019-03-19 京信通信***(中国)有限公司 Channel estimation methods, device, radio receiver and storage medium
CN109495409B (en) * 2018-12-29 2021-06-25 京信通信***(中国)有限公司 Channel estimation method, device, wireless receiving equipment and storage medium

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