CN106878225A - The method and device that a kind of device-fingerprint with channel separate - Google Patents
The method and device that a kind of device-fingerprint with channel separate Download PDFInfo
- Publication number
- CN106878225A CN106878225A CN201710031119.9A CN201710031119A CN106878225A CN 106878225 A CN106878225 A CN 106878225A CN 201710031119 A CN201710031119 A CN 201710031119A CN 106878225 A CN106878225 A CN 106878225A
- Authority
- CN
- China
- Prior art keywords
- fingerprint
- autocorrelation matrix
- carrier wave
- sigma
- channel
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L27/00—Modulated-carrier systems
- H04L27/26—Systems using multi-frequency codes
- H04L27/2601—Multicarrier modulation systems
- H04L27/2647—Arrangements specific to the receiver only
- H04L27/2655—Synchronisation arrangements
- H04L27/2689—Link with other circuits, i.e. special connections between synchronisation arrangements and other circuits for achieving synchronisation
- H04L27/2695—Link with other circuits, i.e. special connections between synchronisation arrangements and other circuits for achieving synchronisation with channel estimation, e.g. determination of delay spread, derivative or peak tracking
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B7/00—Radio transmission systems, i.e. using radiation field
- H04B7/02—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
- H04B7/04—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
- H04B7/0413—MIMO systems
- H04B7/0456—Selection of precoding matrices or codebooks, e.g. using matrices antenna weighting
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B7/00—Radio transmission systems, i.e. using radiation field
- H04B7/02—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
- H04B7/04—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
- H04B7/0413—MIMO systems
- H04B7/0456—Selection of precoding matrices or codebooks, e.g. using matrices antenna weighting
- H04B7/0486—Selection of precoding matrices or codebooks, e.g. using matrices antenna weighting taking channel rank into account
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L5/00—Arrangements affording multiple use of the transmission path
- H04L5/0001—Arrangements for dividing the transmission path
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L5/00—Arrangements affording multiple use of the transmission path
- H04L5/0001—Arrangements for dividing the transmission path
- H04L5/0003—Two-dimensional division
- H04L5/0005—Time-frequency
- H04L5/0007—Time-frequency the frequencies being orthogonal, e.g. OFDM(A), DMT
- H04L5/001—Time-frequency the frequencies being orthogonal, e.g. OFDM(A), DMT the frequencies being arranged in component carriers
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L5/00—Arrangements affording multiple use of the transmission path
- H04L5/14—Two-way operation using the same type of signal, i.e. duplex
Abstract
The invention discloses a kind of method that device-fingerprint with channel separate, comprise the following steps:S1:By the antenna array receiver signal of receiver;S2:The docking collection of letters number carries out channel estimation, makes k=1;S3:Autocorrelation matrix R (k) is calculated to k-th channel estimation results of carrier wave;S4:K-th autocorrelation matrix R (k) of carrier wave is carried out increasing order treatment, k-th increasing order autocorrelation matrix of carrier wave is obtainedS5:It is rightCalculate multipath signal amplitude;S6:Judge whether k is equal to N, N is the sum of carrier wave:If equal to, then carry out step S7;If it is not, then making k=k+1, step S3 is then return to;S7:Result of calculation to step S6 is ranked up, and selects path, obtains device-fingerprint.The invention also discloses the device that a kind of device-fingerprint with channel separate.The present invention can be widely applied in TDD, FDD communication system, it is also possible to apply in high-speed mobile scene.
Description
Technical field
The present invention relates to the communications field, the method and device that more particularly to a kind of device-fingerprint with channel separate.
Background technology
With the development of the communication technology, radio communication is widely used.With the hair of the new generation of wireless communication technology
Exhibition, the extensive antenna technology that will particularly come into operation greatly increases available antenna amount.The increasing of antenna amount
Plus, the handling capacity of wireless communication system is largely increased, while also for complicated signal processing technology is provided firmly
Part platform.The conventional Array Signal Processing algorithm based on MUSIC and ESPRIT, antenna amount is the bottleneck of algorithm application.Greatly
The application of scale antenna technology provides advantage for Array Signal Processing.
Device-fingerprint is primarily referred to as the comprehensive physical feature of the artificial circuit part (including antenna) of equipment.Its major embodiment
Distortion is being caused to signal, especially in broadband system, the unevenness of gain in frequency band is being caused.Device-fingerprint is in communication equipment
Between often it is different, so, device-fingerprint can influence the degree of accuracy of channel estimation, so as to reduce systematic function.It is being based on
In the safety of physical layer of key generation, the influence of both sides device-fingerprint difference is reduced, the concordance rate to improving key has important shadow
Ring.On the other hand, device-fingerprint is the feature on a kind of hardware, it is difficult to replicates or imitates, can be as the hand of equipment identification
Section.So, the estimation to device-fingerprint is improving the channel reciprocity of TDD system, improves throughput of system and system safety
The aspects such as property, there is important value.
For Wireless Telecom Equipment in itself, in the final tache of equipment production process, hardware calibration can be carried out to equipment, is made
Equipment gain size, gain flatness, it is optimal with indexs such as outer energy leakages.But either built using during separating
Hardware circuit even integrated circuit, because equipment preparation process has uncertain factor in itself, equipment Alignment cannot reach
To optimal, so difference that also cannot be between abatement apparatus.And, aging with equipment, the temperature of use environment, humidity
Change, this device-fingerprint can also change.So, in order to realize more preferable communication reliability and validity, it is necessary to pair set
Standby fingerprint is extracted.
Calibration program after equipment investment use, is broadly divided into two kinds, and a kind of is the calibration method based on hardware circuit, by
In the extra calibration circuit of needs, it is difficult to applied in terminal device, mobile device;One kind is using up-link and descending chain
The method that the channel reciprocity on road is calibrated, this method passes through the approach such as signal transacting, signal precoding or feedback of the information,
Interactive channel information is calculated device-fingerprint.
In the signal that receiver is received, device-fingerprint is combined together with channel response, can be according to wireless channel
Reciprocity obtains device-fingerprint.For TDD system, this method is limited to coherence time, the information feedback overhead of communication.Example
Such as, in patent《CN 101015179 B》In refer to using " implicit channel feedback " and to reduce feedback bandwidth.In patent
《CN105052176A》In refer to " using uplink/downlink channel reciprocity at many days with multi-user transmission
For the system and method for RF calibration in linear system system ".In patent《CN102158272B》In, one kind is disclosed " according to described
Downlink channel condition information and the uplink channel status information calculate the corresponding RF calibration factor of the first network side gusset "
Realize the method that device-fingerprint is extracted.The method that above-mentioned patent is referred to using channel reciprocity, it is necessary to realize system calibration.Not
Meet the scene of channel reciprocity, such as system translational speed is fast, and in the case that coherence time is short, the implementation result of scheme can be received
To influence.Extra feedback of the information, can increase the expense of communication system.It is above-mentioned because communications band is different for FDD system
Directly application is difficult to using the method for channel reciprocity.
The content of the invention
Goal of the invention:It is an object of the invention to provide a kind of device-fingerprint that can solve the problem that defect present in prior art
The method and device for channel separate.
Technical scheme:To reach this purpose, the present invention uses following technical scheme:
The method that device-fingerprint of the present invention with channel separate, comprises the following steps:
S1:By the antenna array receiver signal of receiver;
S2:The docking collection of letters number carries out channel estimation, makes k=1;
S3:Autocorrelation matrix R (k) is calculated to k-th channel estimation results of carrier wave;
S4:K-th autocorrelation matrix R (k) of carrier wave is carried out increasing order treatment, k-th increasing order auto-correlation of carrier wave is obtained
Matrix
S5:It is rightCalculate multipath signal amplitude;
S6:Judge whether k is equal to N, N is the sum of carrier wave:If equal to, then carry out step S7;If it is not, then making
K=k+1, is then return to step S3;
S7:Result of calculation to step S6 is ranked up, and selects path, obtains device-fingerprint.
Further, in the step S1 antenna array receiver signal for pilot signal, insertion pilot tone signal or its
His fixed signal.
Further, the channel estimation results of the carrier wave in the step S3 are channel estimation results, the part of single carrier wave
Appointing in the channel estimation results, the channel estimation results of single symbol, the channel estimation results of multiple symbols after carrier wave merging
Meaning is a kind of.
Further, in the step S4, adopt carries out increasing order treatment with the following method to autocorrelation matrix R (k):
S4.1:The aerial array of receiver is divided into P submatrix, M is the antenna amount of receiving array, and L is number of paths;
S4.2:Calculate the autocorrelation matrix of each submatrix;
S4.3:The P average of the autocorrelation matrix of submatrix is calculated, k-th increasing order autocorrelation matrix of carrier wave is obtained
As shown in formula (1):
In formula (1), Rk,pIt is k-th autocorrelation matrix of p-th submatrix of carrier wave.
Further, the submatrix number P in the step S4.1 is more than multipath number.
Further, in the step S4.1, P=L+1, L are number of paths.The value of so selection P can release multipath letter
Number correlation, it is also possible to the order of cross-correlation matrix is increased into P.
Further, in the step S4.1, P<L+1, L are number of paths.So can apply to antenna amount less
Situation, the quantity of P can be selected according to path energy.
Further, the computational methods of multipath signal amplitude are comprised the following steps in the step S5:
S5.1:To k-th increasing order autocorrelation matrix of carrier waveFeature decomposition is carried out, is obtainedFeature decomposition
Shown in form such as formula (2):
In formula (2), λiIt is characterized value, US=[e1 e2 … eL] it is λ1ArriveIn the larger corresponding spy of L characteristic value
Levy the signal subspace of vector, ΣSIt is λ1ArriveIn larger L eigenvalue cluster into diagonal matrix,It is λ1ArriveIn less M0Noise of the corresponding characteristic vector of the individual characteristic values of-L
Space, σ2It is the power of white Gaussian noise, M0It is the antenna amount in submatrix, L is number of paths;
S5.2:According to ESPRIT algorithms, a unique and nonsingular matrix T is solved, matrix T meets relational expression US=
AT, A are array response matrix;
S5.3:It is calculated autocorrelation matrixAs shown in formula (3):
In formula (3), I is unit matrix;
S5.4:It is rightDiagonal entry make even root, obtain k-th multipath amplitude of subcarrier.
Further, the path of the Path selection ceiling capacity in the step S7.
The device that device-fingerprint of the present invention with channel separate, including:
Array signal receiver module:Received for signal;
Channel estimation module:Channel estimation is carried out for docking the collection of letters number, device-fingerprint is obtained and is superimposed with channel
Signal;
Autocorrelation matrix processing module:For calculating autocorrelation matrix, autocorrelation matrix is carried out to increase order treatment;
Multipath signal computing module:For calculating multipath signal amplitude;
Device-fingerprint extraction module:For being recombinated to the signal for obtaining, device-fingerprint is obtained.
Beneficial effect:Compared with prior art, the present invention has following beneficial effect:
1) present invention does not rely on channel reciprocity, in can be widely applied to TDD, FDD communication system.Prior art according to
Rely channel reciprocity, in the case where channel reciprocity weakens or ungratified scene is looked into, performance will be greatly reduced or can not use,
Rely on the technology of channel reciprocity, it is difficult to apply in FDD scenes.
2) processed present invention only requires to a traffic symbols, obtain device-fingerprint, do not rely on multiple symbols
Treatment, can apply in high-speed mobile scene.Under high-speed mobile scene, coherence time is short, channel variation, in adjacent-symbol
Between, channel has occurred and that and significantly change, and is difficult to apply in high-speed mobile scene using the method for multiple Symbol processings.
Brief description of the drawings
Fig. 1 is the structured flowchart of the device of the specific embodiment of the invention;
Fig. 2 is the structural representation of the communication system of the specific embodiment of the invention.
Specific embodiment
Technical scheme is further introduced with reference to the accompanying drawings and detailed description.
Assuming that a communication system is made up of a base station (BS) and a user equipment (UE), as shown in Fig. 2 the receipts of BS
The transceiver that sender has M root antennas, UE has 1 antenna, and N is passed through between BS and UECIndividual subcarrier is communicated.UE
By pilot sequence modulates to NCOn individual subcarrier, launched by hardware circuit.
This specific embodiment discloses a kind of method that device-fingerprint with channel separate, and comprises the following steps:
S1:By the antenna array receiver signal of receiver;
S2:The docking collection of letters number carries out channel estimation, makes k=1;
S3:Autocorrelation matrix R (k) is calculated to k-th channel estimation results of carrier wave;
S4:K-th autocorrelation matrix R (k) of carrier wave is carried out to increase order treatment, using it is preceding to space smoothing algorithm, it is front and rear
To space smoothing algorithm or other methods that can reach the purpose for increasing autocorrelation matrix order, k-th increasing of carrier wave is obtained
Order autocorrelation matrix
S5:It is rightMultipath is calculated using TLS-ESPRIT algorithms or other methods that can be calculated carrier amplitude
Signal amplitude;
S6:Judge whether k is equal to N, N is the sum of carrier wave:If equal to, then carry out step S7;If it is not, then making
K=k+1, is then return to step S3;
S7:Result of calculation to step S6 is ranked up, selection amplitude maximum path, obtains device-fingerprint.
In step S4, adopt carries out increasing order treatment with the following method to autocorrelation matrix R (k):
S4.1:The aerial array of receiver is divided into P submatrix, M is the antenna amount of receiving array, and L is number of paths;
S4.2:Calculate the autocorrelation matrix of each submatrix;
S4.3:The P average of the autocorrelation matrix of submatrix is calculated, k-th increasing order autocorrelation matrix of carrier wave is obtainedAs shown in formula (1):
In formula (1), Rk,pIt is k-th autocorrelation matrix of p-th submatrix of carrier wave.
The computational methods of multipath signal amplitude are comprised the following steps in step S5:
S5.1:To k-th increasing order autocorrelation matrix of carrier waveFeature decomposition is carried out, is obtainedFeature decomposition
Shown in form such as formula (2):
In formula (2), λiIt is characterized value, US=[e1 e2 … eL] it is λ1ArriveIn the larger corresponding spy of L characteristic value
Levy the signal subspace of vector, ΣSIt is λ1ArriveIn larger L eigenvalue cluster into diagonal matrix,It is λ1ArriveIn less M0Noise of the corresponding characteristic vector of the individual characteristic values of-L
Space, σ2It is the power of white Gaussian noise, M0It is the antenna amount in submatrix, L is number of paths;Signal subspace USWith noise
Subspace UNIt is orthogonal, span { USRepresent by signal subspace USThe space opened, span { A } represents that array response matrix is opened into
Space, the presence relational expression span { U of two sub-spacesS}=span { A };
S5.2:According to ESPRIT algorithms, a unique and nonsingular matrix T is solved, matrix T meets relational expression US=
AT, A are array response matrix;
S5.3:It is calculated autocorrelation matrixAs shown in formula (3):
In formula (3), I is unit matrix;
S5.4:It is rightDiagonal entry make even root, obtain k-th multipath amplitude of subcarrier.
Step S2 can also be omitted.
Step S3 extends also to multiple symbols or multiple carrier waves, or multiple symbols and multiple carrier waves.
Amplitude maximum path can not also be selected in step S7, but according to multipath amplitude size, selects first three larger
Amplitude calculate device-fingerprint, or other be based on result of calculation combinations and conversion.
In step S4.1, P can also take P=L+3, or be distributed according to multipath energy, and selection P is equal to other numerical value.
This method can expand to the mimo system of M transmitting antenna, M reception antenna, can be extended to other symbols
In the system application of conjunction Multipath Transmission condition.
This specific embodiment also discloses the device that a kind of device-fingerprint with channel separate, as shown in figure 1, including:
Array signal receiver module 501:Received for signal;
Channel estimation module 502:Channel estimation is carried out for docking the collection of letters number, device-fingerprint is obtained and is superimposed upon one with channel
The signal for rising;
Autocorrelation matrix processing module 503:For calculating autocorrelation matrix, autocorrelation matrix is carried out to increase order treatment;
Multipath signal computing module 504:For calculating multipath signal amplitude;
Device-fingerprint extraction module 505:For being recombinated to the signal for obtaining, device-fingerprint is obtained.
Claims (10)
1. a kind of method that device-fingerprint with channel separate, it is characterised in that:Comprise the following steps:
S1:By the antenna array receiver signal of receiver;
S2:The docking collection of letters number carries out channel estimation, makes k=1;
S3:Autocorrelation matrix R (k) is calculated to k-th channel estimation results of carrier wave;
S4:K-th autocorrelation matrix R (k) of carrier wave is carried out increasing order treatment, k-th increasing order autocorrelation matrix of carrier wave is obtained
S5:It is rightCalculate multipath signal amplitude;
S6:Judge whether k is equal to N, N is the sum of carrier wave:If equal to, then carry out step S7;If it is not, then making k=k
+ 1, it is then return to step S3;
S7:Result of calculation to step S6 is ranked up, and selects path, obtains device-fingerprint.
2. the method that device-fingerprint according to claim 1 with channel separate, it is characterised in that:Antenna in the step S1
The signal of array received is pilot signal, the signal or other fixed signals of insertion pilot tone.
3. the method that device-fingerprint according to claim 1 with channel separate, it is characterised in that:Load in the step S3
The channel estimation results of ripple are channel estimation results, the single symbol after channel estimation results, the partial carrier wave merging of single carrier wave
Number channel estimation results, the channel estimation results of multiple symbol in any one.
4. the method that device-fingerprint according to claim 1 with channel separate, it is characterised in that:In the step S4, adopt
Autocorrelation matrix R (k) is carried out with the following method increase order treatment:
S4.1:The aerial array of receiver is divided into P submatrix;
S4.2:Calculate the autocorrelation matrix of each submatrix;
S4.3:The P average of the autocorrelation matrix of submatrix is calculated, k-th increasing order autocorrelation matrix of carrier wave is obtainedSuch as formula
(1) shown in:
In formula (1), Rk,pIt is k-th autocorrelation matrix of p-th submatrix of carrier wave.
5. the method that device-fingerprint according to claim 4 with channel separate, it is characterised in that:In the step S4.1
Submatrix number P is more than multipath number.
6. the method that device-fingerprint according to claim 4 with channel separate, it is characterised in that:In the step S4.1, P
=L+1, L are number of paths.
7. the method that device-fingerprint according to claim 4 with channel separate, it is characterised in that:In the step S4.1, P
<L+1, L are number of paths.
8. the method that device-fingerprint according to claim 1 with channel separate, it is characterised in that:Multipath in the step S5
The computational methods of signal amplitude are comprised the following steps:
S5.1:To k-th increasing order autocorrelation matrix of carrier waveFeature decomposition is carried out, is obtainedFeature decomposition form such as
Shown in formula (2):
In formula (2), λiIt is characterized value, US=[e1 e2 … eL] it is λ1ArriveIn the larger corresponding characteristic vector of L characteristic value
The signal subspace opened, ΣSIt is λ1ArriveIn larger L eigenvalue cluster into diagonal matrix,It is λ1ArriveIn less M0Noise of the corresponding characteristic vector of the individual characteristic values of-L
Space, σ2It is the power of white Gaussian noise, M0It is the antenna amount in submatrix, L is number of paths;
S5.2:According to ESPRIT algorithms, a unique and nonsingular matrix T is solved, matrix T meets relational expression US=AT, A
It is array response matrix;
S5.3:It is calculated autocorrelation matrixAs shown in formula (3):
In formula (3), I is unit matrix;
S5.4:It is rightDiagonal entry make even root, obtain k-th multipath amplitude of subcarrier.
9. the method that device-fingerprint according to claim 1 with channel separate, it is characterised in that:Road in the step S7
Footpath selects the path of ceiling capacity.
10. the device that a kind of device-fingerprint with channel separate, it is characterised in that:Including:
Array signal receiver module:Received for signal;
Channel estimation module:Channel estimation is carried out for docking the collection of letters number, the letter that device-fingerprint is superimposed with channel is obtained
Number;
Autocorrelation matrix processing module:For calculating autocorrelation matrix, autocorrelation matrix is carried out to increase order treatment;
Multipath signal computing module:For calculating multipath signal amplitude;
Device-fingerprint extraction module:For being recombinated to the signal for obtaining, device-fingerprint is obtained.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201710031119.9A CN106878225B (en) | 2017-01-17 | 2017-01-17 | A kind of method and device that device-fingerprint is separated with channel |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201710031119.9A CN106878225B (en) | 2017-01-17 | 2017-01-17 | A kind of method and device that device-fingerprint is separated with channel |
Publications (2)
Publication Number | Publication Date |
---|---|
CN106878225A true CN106878225A (en) | 2017-06-20 |
CN106878225B CN106878225B (en) | 2019-10-11 |
Family
ID=59157643
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201710031119.9A Active CN106878225B (en) | 2017-01-17 | 2017-01-17 | A kind of method and device that device-fingerprint is separated with channel |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN106878225B (en) |
Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN109302392A (en) * | 2018-09-28 | 2019-02-01 | 东南大学 | Authentication method based on wireless channel reciprocity and equipment physical fingerprint |
CN110031836A (en) * | 2017-12-26 | 2019-07-19 | 松下知识产权经营株式会社 | Estimation method, estimation device and recording medium |
CN111830321A (en) * | 2020-06-29 | 2020-10-27 | 重庆邮电大学 | Unmanned aerial vehicle detection and identification method based on radio frequency fingerprint |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20080207156A1 (en) * | 2007-02-23 | 2008-08-28 | Turgut Aytur | Detect-and-avoid method and architecture for ultra-wideband system |
CN105099640A (en) * | 2015-08-28 | 2015-11-25 | 东南大学 | Joint time-frequency duplex shared channel characteristic obtaining method |
CN105515725A (en) * | 2014-09-26 | 2016-04-20 | 中兴通讯股份有限公司 | Pilot frequency transmitting method, channel information measurement feedback method, transmitting end, and receiving end |
CN105550569A (en) * | 2016-02-04 | 2016-05-04 | 东南大学 | Equipment fingerprint extracting and equipment identification method based on constellation trajectory image features |
US20160192138A1 (en) * | 2014-12-25 | 2016-06-30 | Intel IP Corporation | Apparatus, system and method of range estimation |
-
2017
- 2017-01-17 CN CN201710031119.9A patent/CN106878225B/en active Active
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20080207156A1 (en) * | 2007-02-23 | 2008-08-28 | Turgut Aytur | Detect-and-avoid method and architecture for ultra-wideband system |
CN105515725A (en) * | 2014-09-26 | 2016-04-20 | 中兴通讯股份有限公司 | Pilot frequency transmitting method, channel information measurement feedback method, transmitting end, and receiving end |
US20160192138A1 (en) * | 2014-12-25 | 2016-06-30 | Intel IP Corporation | Apparatus, system and method of range estimation |
CN105099640A (en) * | 2015-08-28 | 2015-11-25 | 东南大学 | Joint time-frequency duplex shared channel characteristic obtaining method |
CN105550569A (en) * | 2016-02-04 | 2016-05-04 | 东南大学 | Equipment fingerprint extracting and equipment identification method based on constellation trajectory image features |
Cited By (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110031836A (en) * | 2017-12-26 | 2019-07-19 | 松下知识产权经营株式会社 | Estimation method, estimation device and recording medium |
CN110031836B (en) * | 2017-12-26 | 2024-03-08 | 松下知识产权经营株式会社 | Organism number estimation method, organism number estimation device, and recording medium |
CN109302392A (en) * | 2018-09-28 | 2019-02-01 | 东南大学 | Authentication method based on wireless channel reciprocity and equipment physical fingerprint |
CN109302392B (en) * | 2018-09-28 | 2020-12-04 | 东南大学 | Equipment identity verification method based on wireless channel reciprocity and equipment physical fingerprint |
CN111830321A (en) * | 2020-06-29 | 2020-10-27 | 重庆邮电大学 | Unmanned aerial vehicle detection and identification method based on radio frequency fingerprint |
CN111830321B (en) * | 2020-06-29 | 2022-07-01 | 重庆邮电大学 | Unmanned aerial vehicle detection and identification method based on radio frequency fingerprint |
Also Published As
Publication number | Publication date |
---|---|
CN106878225B (en) | 2019-10-11 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN108964726B (en) | Low-complexity large-scale MIMO uplink transmission channel estimation method | |
CN110622434B (en) | Receiver, communication system and computer-implemented method in a communication system | |
US8032184B2 (en) | Method for generating downlink beamforming weighting vectors | |
US8515359B2 (en) | Method and apparatus to provide low cost transmit beamforming for network devices | |
JP6685623B2 (en) | Efficient sparse channel estimation based on compressed sensing | |
US20110176633A1 (en) | Method and system for orthogonalized beamforming in multiple user multiple input multiple output (mu-mimo) communication systems | |
EP1764967A2 (en) | Apparatus and Method for Calibrating Channel in Radio Communication System Using Multiple Antennas | |
CN110380997B (en) | Millimeter wave channel estimation method based on adaptive compressed sensing | |
EP2466761B1 (en) | Multiple input multiple output and beam-forming data transmission method and device | |
CN106909779A (en) | MIMO radar Cramér-Rao lower bound computational methods based on distributed treatment | |
CN109347529B (en) | Channel estimation and hybrid beam forming method for resisting non-ideality of phase shifter | |
CN104601257B (en) | The reciprocity calibration steps of multiaerial system under a kind of time division duplex communication mode | |
CN112543044B (en) | Millimeter wave beam alignment method based on sparse coding | |
CN106788631B (en) | Large-scale MIMO reciprocity calibration method based on local calibration | |
CN106878225A (en) | The method and device that a kind of device-fingerprint with channel separate | |
EP2341638B1 (en) | Iterave method and system for multiple user multiple input multiple output (Mu-Mimo) communication | |
CN109818887B (en) | Semi-blind channel estimation method based on EVD-ILSP | |
CN102142878B (en) | Method and device for acquiring beam forming weight | |
US20170230203A1 (en) | Method and apparatus of topological pilot decontamination for massive mimo systems | |
CN103427888A (en) | Method and device for obtaining beam forming weight vector | |
CN109951219B (en) | Low-cost large-scale non-orthogonal multi-access method | |
CN109039402B (en) | MIMO topological interference alignment method based on user compression | |
CN110149133B (en) | Large-scale uplink transmission method based on beam space | |
CN107181705A (en) | A kind of half-blind channel estimating method and system | |
CN110365379B (en) | Large-scale antenna system joint code division and beam division multiple access method |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |