CN114594419B - Method and device for detecting frequency and direction by beam domain reconnaissance - Google Patents
Method and device for detecting frequency and direction by beam domain reconnaissance Download PDFInfo
- Publication number
- CN114594419B CN114594419B CN202210495862.0A CN202210495862A CN114594419B CN 114594419 B CN114594419 B CN 114594419B CN 202210495862 A CN202210495862 A CN 202210495862A CN 114594419 B CN114594419 B CN 114594419B
- Authority
- CN
- China
- Prior art keywords
- data
- frequency
- angle
- measurement
- domain
- 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.)
- Active
Links
- 238000000034 method Methods 0.000 title claims abstract description 48
- 238000005259 measurement Methods 0.000 claims abstract description 56
- 238000005516 engineering process Methods 0.000 claims abstract description 25
- 238000004364 calculation method Methods 0.000 claims abstract description 14
- 238000007781 pre-processing Methods 0.000 claims abstract description 10
- 238000009499 grossing Methods 0.000 claims abstract description 9
- 239000013598 vector Substances 0.000 claims description 27
- 239000011159 matrix material Substances 0.000 claims description 11
- 238000000691 measurement method Methods 0.000 claims description 7
- 238000001914 filtration Methods 0.000 claims description 5
- 238000000638 solvent extraction Methods 0.000 claims description 3
- 238000007476 Maximum Likelihood Methods 0.000 claims description 2
- 238000012545 processing Methods 0.000 abstract description 5
- 230000000903 blocking effect Effects 0.000 abstract description 4
- 230000001427 coherent effect Effects 0.000 description 2
- 230000007547 defect Effects 0.000 description 2
- 238000013459 approach Methods 0.000 description 1
- 238000003491 array Methods 0.000 description 1
- 230000009286 beneficial effect Effects 0.000 description 1
- 230000007812 deficiency Effects 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
- 238000000605 extraction Methods 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 238000003672 processing method Methods 0.000 description 1
- 230000002194 synthesizing effect Effects 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S3/00—Direction-finders for determining the direction from which infrasonic, sonic, ultrasonic, or electromagnetic waves, or particle emission, not having a directional significance, are being received
- G01S3/02—Direction-finders for determining the direction from which infrasonic, sonic, ultrasonic, or electromagnetic waves, or particle emission, not having a directional significance, are being received using radio waves
- G01S3/14—Systems for determining direction or deviation from predetermined direction
- G01S3/143—Systems for determining direction or deviation from predetermined direction by vectorial combination of signals derived from differently oriented antennae
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
- G01R23/00—Arrangements for measuring frequencies; Arrangements for analysing frequency spectra
- G01R23/02—Arrangements for measuring frequency, e.g. pulse repetition rate; Arrangements for measuring period of current or voltage
Landscapes
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Engineering & Computer Science (AREA)
- Radar, Positioning & Navigation (AREA)
- Remote Sensing (AREA)
- Radar Systems Or Details Thereof (AREA)
Abstract
The invention discloses a method for detecting frequency and direction by beam domain reconnaissance, which comprises the following steps: carrying out average blocking on the array antenna to obtain sub-channel data; obtaining three beams by using a beam forming technology; measuring frequency by using the main beam, and extracting beam space data needing angle measurement by combining a frequency measurement result; obtaining beam space data by utilizing preprocessing calculation; performing decorrelation on the beam space data by using a smoothing technology; then, the azimuth angle and the pitch angle are measured by utilizing a super-resolution angle measurement technology; and finally, matching the azimuth angle and the pitch angle by using a matching technology, and outputting three-dimensional parameters of signals. The method of the invention fully utilizes the wave beam domain of the array antenna, can greatly reduce the computation amount of frequency measurement and angle measurement, and the algorithm does not need to change the system structure, only needs to adjust the signal processing algorithm, and is convenient for engineering realization. The invention also provides a corresponding beam domain reconnaissance frequency and direction measuring device.
Description
Technical Field
The invention belongs to the technical field of radars and electronic countermeasures, and particularly relates to a method and a device for detecting frequency and direction by beam domain reconnaissance, which are suitable for electronic equipment provided with an array antenna and also can be used for other electronic countermeasures and electronic reconnaissance equipment of radars.
Background
The methods for detecting direction are many, but generally, the methods are mainly divided into three categories: amplitude-based, phase-based, and array-based approaches. The amplitude-based method can be completed by adopting one channel or two to three channels, and the maximum signal-to-noise ratio criterion is utilized, so that the method has the advantages of small operand and convenience for engineering realization, but has the defect of poor direction-finding precision and can not carry out angle measurement on two or more targets in one beam width. The phase-based method usually needs two to three channels, and performs direction finding by using the phase difference of the same signal reaching different channels, which has the advantages of higher direction finding precision, but the computation amount is obviously larger than that of the amplitude-based method, and the angle finding cannot be performed on two signals which arrive at the same time. The array-based method needs to measure the angle by using the spatial phase relationship of the array elements, and because the number of the array elements is large, the angle measurement of two signals which arrive at the same time can be realized, and the angle measurement of two targets in the same beam width can also be realized, but the method has the defects of high operation amount and is not suitable for coherent sources.
Disclosure of Invention
The present invention is directed to the above-mentioned deficiencies in the prior art. The invention realizes the high-precision angle measurement of two signals in one beam width by fully utilizing the beam domain data of the array and through beam forming, frequency measurement, preprocessing, super-resolution angle measurement and matching technologies. Firstly, carrying out average blocking on an array antenna to obtain sub-channel data; obtaining three beams by using a beam forming technology; measuring frequency by using the main beam, and extracting beam space data needing angle measurement by combining a frequency measurement result; utilizing preprocessing calculation to obtain beam space data; performing decorrelation on the beam space data by using a smoothing technology; then, the azimuth angle and the pitch angle are measured by utilizing a super-resolution angle measurement technology; and finally, matching the azimuth angle and the pitch angle by using a matching technology, and outputting three-dimensional parameters of signals. The method of the invention fully utilizes the wave beam domain of the array antenna, can greatly reduce the computation amount of frequency measurement and angle measurement, and the algorithm does not need to change the system structure, only needs to adjust the signal processing algorithm, and is convenient for engineering realization. The technology of the invention can be used in various electronic countermeasures and electronic reconnaissance equipment of radar, is simple to realize and has wide application prospect.
To achieve the above object, according to one aspect of the present invention, there is provided a method for detecting frequency and direction by beam domain scouting, comprising the steps of:
(1) averagely partitioning the array antenna to obtain four sub-channel dataWherein each subchannel data vector length isThe upper left block data isThe upper right block data isThe lower left block data isThe lower right block data is;
(2) Obtaining three beam data by using the four sub-channel dataThe calculation formula is as follows
Wherein,
(3) Using a main beamMeasuring frequency, and designing filter pair by using the frequency valueFiltering and extracting data needing angle measurementVectors, each data vector of length;
(4) Preprocessing calculation is carried out on the extracted data to obtain two data matrixes
Wherein,it is indicated that the conjugate is taken,the representation is taken of the conjugate transpose,;
(6) using super-resolution angle measurement technique pairAngle measurement is carried out to obtain azimuth angle, pairCarrying out angle measurement to obtain a pitch angle;
(7) and matching azimuth angles and pitch angles by using a matching technology, and outputting frequency, azimuth and pitch three-dimensional information of signals.
In an embodiment of the present invention, the frequency measurement in step (3) includes two steps, in the first step, a DFT (Discrete Fourier Transform) technique is used to perform coarse frequency measurement on the main beam data, and then a time-domain MVM (Minimum Variance Method), a Multiple Signal Classification (Multiple Signal Classification), or a Linear Prediction (LP) algorithm is used to perform fine frequency measurement.
In an embodiment of the present invention, in the super-resolution angle measurement technique in step (6), the azimuth angle and the pitch angle are measured by using an MVM algorithm in an airspace, or by using an ML (Maximum Likelihood estimation) algorithm in an airspace.
In one embodiment of the present invention, the super-resolution goniometry technique in step (6) is performed using a root-finding method or an ESPRIT (Estimation of Signal Parameters via Rotational invariant Techniques) algorithm.
In an embodiment of the present invention, in the super-resolution angle measurement technique in step (6), the azimuth angle and the pitch angle are calculated by using an spatial domain MVM algorithm, and an azimuth angle formula is calculated
The formula for calculating the pitch angle is as follows
In one embodiment of the present invention, in the step (7), the pairing is calculated by using a traversal method with the maximum signal-to-noise ratio.
In one embodiment of the present invention, the pairing in the step (7) adopts a traversal method, and traverses two possibilities, that is, the pairing is performedAndor alternativelyAndthen, howeverCalculating the signal-to-noise ratio of the two pairing resultsAndthe small signal-to-noise ratio is the pairing result.
According to another aspect of the present invention, there is also provided a beam domain scouting frequency and direction finding apparatus: the system comprises at least one processor and a memory, wherein the at least one processor and the memory are connected through a data bus, and the memory stores instructions capable of being executed by the at least one processor, and the instructions are used for completing the beam domain scouting frequency-measuring direction-finding method after being executed by the processor.
Generally, compared with the prior art, the technical scheme of the invention has the following beneficial effects:
(1) due to the adoption of the super-resolution angle measurement technology, the estimation precision of the angle can be obviously improved;
(2) the angle resolution of two coherent targets in one beam width can be realized;
(3) because a beam domain processing method is adopted, the inverse of a two-dimensional covariance matrix is only involved in super-resolution angle estimation, and the calculation amount is obviously reduced;
(4) the method only relates to the signal processing flow, namely only a processing system and software need to be upgraded, other system structures are not changed, and the method has popularization and application values.
Drawings
Fig. 1 is a schematic flow chart of a method for detecting frequency and direction by beam domain scout in an embodiment of the present invention.
Detailed Description
In order to make the objects, technical solutions and advantages of the present invention more apparent, the present invention is further described in detail below with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are merely illustrative of the invention and are not intended to limit the invention. In addition, the technical features involved in the embodiments of the present invention described below may be combined with each other as long as they do not conflict with each other.
The principle of implementing the invention is as follows: firstly, carrying out average blocking on an array antenna to obtain sub-channel data; obtaining three beams by using a beam forming technology; measuring frequency by using the main beam, and extracting beam space data needing angle measurement by combining a frequency measurement result; obtaining beam space data by utilizing preprocessing calculation; performing decorrelation on the beam space data by using a smoothing technology; then, the azimuth angle and the pitch angle are measured by utilizing a super-resolution angle measurement technology; and finally, matching the azimuth angle and the pitch angle by using a matching technology, and outputting three-dimensional parameters of signals.
Fig. 1 is a block diagram of the structure of an embodiment of the present invention. Referring to fig. 1, the embodiment of the present invention is composed of a receiving sub-channel 1, a beam forming 2, a frequency measurement and extraction 3, a preprocessing 4, a smooth decoherence 5, a super-resolution angle measurement 6, and a pairing 7.
In the embodiment, a receiving subchannel 1 divides an array into blocks to obtain subchannel data; beam forming 2 forms three different beams; measuring frequency and extracting 3, measuring frequency of the main beam, and extracting data needing angle measurement; preprocessing 4, completing the calculation of beam space data; the smoothing decorrelation 5 obtains a covariance matrix after the decorrelation through smoothing processing; the super-resolution angle measurement 6 respectively completes the measurement of a target azimuth angle and a pitch angle; and the pairing 7 realizes the pairing of the target parameters and outputs three-dimensional information.
Specifically, the method for detecting frequency and direction by beam domain scouting provided by the invention comprises the following technical steps:
(1) carrying out average blocking on the array antenna to obtain four sub-channel dataWherein each subchannel data vector has a length ofThe upper left block data isThe upper right block data isThe lower left block data isThe lower right block data is;
(2) Obtaining three beam data by using the four sub-channel dataThe calculation formula is as follows
Wherein,
(3) Using a main beamMeasuring frequency, and designing filter pair by using the frequency valueFiltering and extracting data needing angle measurementVectors, each data vector of length;
(4) Preprocessing calculation is carried out on the extracted data to obtain two data matrixes
Wherein,it is indicated that the conjugate is taken,the representation is taken of the conjugate transpose,;
(6) pair using super-resolution angle measurement techniqueAngle measurement is carried out to obtain an azimuth angle, pairCarrying out angle measurement to obtain a pitch angle;
(7) and matching the azimuth angle and the pitch angle by using a matching technology, and outputting frequency, azimuth and pitch three-dimensional information of signals.
The following detailed steps of the present invention are described in conjunction with the accompanying drawings and examples:
(1) averagely partitioning the array antenna to obtain four sub-channel dataWherein each subchannel data vector length isThe upper left block data isThe upper right block data isThe lower left block data isThe lower right block data is;
In the examples, the existence ofThe planar array has data vector length of 2000, and is divided into four blocks, four sub-arrays, each block has array elementsAnd directly synthesizing the four subarrays to obtain four subchannel dataEach data is a vector of length 2000.
(2) Obtaining three beam data by using the four sub-channel dataThe calculation formula is as follows
Wherein,
In the embodiment, the four sub-channel data are directly calculated by a formula to obtain three beam dataThe vector length of each data is 2000.
(3) Using a main beamMeasuring frequency, and designing filter pair by using the frequency valueFiltering and extracting data needing angle measurementVectors, each data vector of length;
In the embodiment, for the main beamMeasuring the frequency with the frequency value of the embodimentBy usingDesigning a filter, filtering the three beam data, and extracting the data needing angle measurementVectors, each data vector is assumed to be 100 in length.
(4) Preprocessing calculation is carried out on the extracted data to obtain two data matrixes
In the embodiment, the extracted data is preprocessed and calculated to obtain two data matrixes,dimension numbers are all。
Wherein,it is indicated that the conjugate is taken,the representation is a conjugate transpose taken of,;
in the embodiment, the covariance matrix is calculated and smoothed to obtainTwo matrices of dimensions。
(6) Pair using super-resolution angle measurement techniqueAngle measurement is carried out to obtain azimuth angle, pairCarrying out angle measurement to obtain a pitch angle;
in the embodiment, super-resolution angle measurement technology and frequency value are utilizedAll together complete a pairAngle measurement is carried out to obtain azimuth angleTo is aligned withAngle measurement is carried out to obtain a pitch angle。
(7) And matching azimuth angles and pitch angles by using a matching technology, and outputting frequency, azimuth and pitch three-dimensional information of signals.
In the embodiment, the pairing of the azimuth angle and the pitch angle is realized by using a matching technology, and the result of the pairing is assumed to beAndand outputting three-dimensional information of frequency, azimuth and pitch of the signal asAnd。
in addition, the frequency measurement in step (3) includes two steps, and in the first step, the DFT technique may be used to perform coarse frequency measurement on the main beam data, and then the time domain MVM, MUSIC, LP, and other algorithms are used to perform fine frequency measurement. In the embodiment, the DFT technology is firstly used for estimating to obtain a coarse frequency measurement resultAnd then obtaining a fine frequency measurement result by utilizing the time domain MVM technology。
In the super-resolution angle measurement technology in the step (6), the method can adopt an MVM algorithm of an airspace to measure the azimuth angle and the pitch angle, or adopt an ML algorithm to measure the azimuth angle and the pitch angle. In the embodiment, the azimuth angle and the pitch angle are calculated by adopting an MVM algorithm of an airspace, and an azimuth angle formula is calculated
The pitch angle is calculated as follows
The method solving algorithm in the super-resolution angle measurement technology in the step (6) can be carried out by adopting a root-finding method or an ESPRIT algorithm. Pair in the examplesCalculating to obtain an azimuth angle by adopting a root-finding algorithmTo, forCalculating to obtain a pitch angle by adopting a root-finding algorithm。
Pairing in the step (7) by adopting a traversal methodAnd performing pairing calculation by using the maximum signal-to-noise ratio criterion. In the embodiment, the traversal method is adopted, and two possibilities are traversed, namelyAndor alternativelyAndthen calculating the signal-to-noise ratio of the two pairing resultsAndthe small signal-to-noise ratio is the pairing result. In the hypothetical exampleThen the result of the pairing should beAndand then output.
Furthermore, the invention also provides a beam domain scouting frequency and direction measuring device: the system comprises at least one processor and a memory, wherein the at least one processor and the memory are connected through a data bus, and the memory stores instructions capable of being executed by the at least one processor, and the instructions are used for completing the beam domain scouting frequency-measuring direction-finding method after being executed by the processor.
It will be understood by those skilled in the art that the foregoing is only a preferred embodiment of the present invention, and is not intended to limit the invention, and that any modification, equivalent replacement, or improvement made within the spirit and principle of the present invention should be included in the scope of the present invention.
Claims (8)
1. A method for detecting frequency and direction by beam domain reconnaissance is characterized by comprising the following steps:
(1) averagely partitioning the array antenna to obtain four sub-channel dataWherein each subchannel data vector length isThe upper left block data isThe upper right block data isThe lower left block data isThe lower right block data is;
(2) Obtaining three beam data by using the four sub-channel dataThe calculation formula is as follows
Wherein,
(3) Using a main beamMeasuring frequency, and designing filter pair by using the frequency valueFiltering and extracting data needing angle measurementVectors, each data vector of length;
(4) Preprocessing calculation is carried out on the extracted data to obtain two data matrixes
Wherein,it is indicated that the conjugate is taken,the representation is a conjugate transpose taken of,;
(6) pair using super-resolution angle measurement techniqueAngle measurement is carried out to obtain an azimuth angle, pairCarrying out angle measurement to obtain a pitch angle;
(7) and matching the azimuth angle and the pitch angle by using a matching technology, and outputting frequency, azimuth and pitch three-dimensional information of signals.
2. The method of claim 1, wherein the frequency measurement in step (3) comprises two steps, wherein in the first step, a discrete fourier transform is used to perform a coarse frequency measurement on the main beam data, and then a time domain minimum variance method, a multi-signal classification method, or a linear prediction algorithm is used to perform a fine frequency measurement.
3. The method for detecting frequency and direction according to the beam domain scout of claim 1 or 2, wherein the super-resolution angle measurement in step (6) is performed by using a minimum variance algorithm in the spatial domain or by using a maximum likelihood estimation method in the spatial domain.
4. The method according to claim 3, wherein the super-resolution angle measurement in step (6) is performed by a root method or an algorithm for estimating signal parameters by a rotation invariant technique.
5. The method for detecting frequency and direction according to the beam domain scouting claim 1 or 2, wherein the super-resolution angle measurement technique in step (6) adopts the MVM algorithm in the space domain to calculate the azimuth angle and the pitch angle, and calculates the azimuth angle formula
The pitch angle is calculated as follows
6. The method for detecting frequency and direction according to claim 1 or 2, wherein the pairing in step (7) is performed by a traversal method with the signal-to-noise ratio being the maximum.
7. The method for detecting frequency and direction according to claim 6, wherein the pairing in step (7) adopts a traversal method to traverse two possibilities, i.e. the two possibilities are traversedAndorAndthen calculating the signal-to-noise ratio of the two pairing resultsAndthe small signal-to-noise ratio is the pairing result.
8. A beam domain scouting frequency and direction finding device is characterized in that:
comprising at least one processor and a memory, said at least one processor and memory being connected by a data bus, said memory storing instructions executable by said at least one processor, said instructions upon execution by said processor, for performing the beam domain spying frequency and direction finding method of any one of claims 1-7.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202210495862.0A CN114594419B (en) | 2022-05-09 | 2022-05-09 | Method and device for detecting frequency and direction by beam domain reconnaissance |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202210495862.0A CN114594419B (en) | 2022-05-09 | 2022-05-09 | Method and device for detecting frequency and direction by beam domain reconnaissance |
Publications (2)
Publication Number | Publication Date |
---|---|
CN114594419A CN114594419A (en) | 2022-06-07 |
CN114594419B true CN114594419B (en) | 2022-07-26 |
Family
ID=81820454
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202210495862.0A Active CN114594419B (en) | 2022-05-09 | 2022-05-09 | Method and device for detecting frequency and direction by beam domain reconnaissance |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN114594419B (en) |
Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPH0961471A (en) * | 1995-08-30 | 1997-03-07 | Mitsubishi Electric Corp | Multi-dimensional frequency-measuring method and measuring apparatus for incident wave frequency and arrival direction using the method |
US6738563B1 (en) * | 2003-06-11 | 2004-05-18 | Honeywell International Inc. | Methods and apparatus for weighting radar return data |
CN101349742A (en) * | 2008-08-29 | 2009-01-21 | 西安电子科技大学 | Method for optimizing space between broad band phased array elements and measuring frequency and direction of frequency domain multiple targets |
CN101963659A (en) * | 2010-10-25 | 2011-02-02 | 哈尔滨工程大学 | Method for realizing wideband direction finding by utilizing three-dimension orthogonal interferometer |
CN110161454A (en) * | 2019-06-14 | 2019-08-23 | 哈尔滨工业大学 | Signal frequency and two dimension DOA combined estimation method based on double L-shaped array |
CN111413666A (en) * | 2020-04-21 | 2020-07-14 | 湖南红船科技有限公司 | Design method of array frequency and direction measurement combined receiver |
CN113419208A (en) * | 2021-05-11 | 2021-09-21 | 四川九洲防控科技有限责任公司 | Interference source real-time direction finding method and device, storage medium and electronic equipment |
Family Cites Families (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP3680678B2 (en) * | 2000-02-15 | 2005-08-10 | スズキ株式会社 | Vibration measuring method and frequency measuring device |
-
2022
- 2022-05-09 CN CN202210495862.0A patent/CN114594419B/en active Active
Patent Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPH0961471A (en) * | 1995-08-30 | 1997-03-07 | Mitsubishi Electric Corp | Multi-dimensional frequency-measuring method and measuring apparatus for incident wave frequency and arrival direction using the method |
US6738563B1 (en) * | 2003-06-11 | 2004-05-18 | Honeywell International Inc. | Methods and apparatus for weighting radar return data |
CN101349742A (en) * | 2008-08-29 | 2009-01-21 | 西安电子科技大学 | Method for optimizing space between broad band phased array elements and measuring frequency and direction of frequency domain multiple targets |
CN101963659A (en) * | 2010-10-25 | 2011-02-02 | 哈尔滨工程大学 | Method for realizing wideband direction finding by utilizing three-dimension orthogonal interferometer |
CN110161454A (en) * | 2019-06-14 | 2019-08-23 | 哈尔滨工业大学 | Signal frequency and two dimension DOA combined estimation method based on double L-shaped array |
CN111413666A (en) * | 2020-04-21 | 2020-07-14 | 湖南红船科技有限公司 | Design method of array frequency and direction measurement combined receiver |
CN113419208A (en) * | 2021-05-11 | 2021-09-21 | 四川九洲防控科技有限责任公司 | Interference source real-time direction finding method and device, storage medium and electronic equipment |
Non-Patent Citations (3)
Title |
---|
"Binaural speech segregation based on pitch and azimuth tracking";John Woodruff等;《2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)》;20120831;241-244 * |
"基于频控阵的雷达干扰技术研究";周梦成;《中国优秀博硕士学位论文全文数据库(硕士)信息科技辑》;20220315;I136-1863 * |
"电磁频谱监测与认知服务技术研究";马泽军;《中国优秀博硕士学位论文全文数据库(硕士)信息科技辑》;20200215;I136-2152 * |
Also Published As
Publication number | Publication date |
---|---|
CN114594419A (en) | 2022-06-07 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN102411136B (en) | Phase interferometer direction finding method for ambiguity resolution by extension baselines | |
CN103018730A (en) | Distributed sub-array wave arrival direction estimation method | |
Zhang et al. | Transient nearfield acoustic holography based on an interpolated time-domain equivalent source method | |
CN106507958B (en) | The method of the real-time coherent accumulation of external illuminators-based radar signal | |
CN111398902B (en) | Passive distance and direction measuring method for right-angled triangle ternary hydrophone array | |
CN107870314B (en) | Complete electromagnetic component weighting fusion direction-finding optimization method based on polarization sensitive array | |
CN106997037A (en) | Acoustic vector-sensor array column space rotates decorrelation LMS angle-of- arrival estimation method | |
CN111983552A (en) | Nested array rapid DOA estimation method and device based on differential common array | |
US5488373A (en) | Signal processing apparatus for synthetic aperture radar | |
CN113671485B (en) | ADMM-based two-dimensional DOA estimation method for meter wave area array radar | |
Zhou et al. | 2-D deconvolved conventional beamforming for a planar array | |
CN105572629B (en) | A kind of two-dimentional direction-finding method of low computational complexity suitable for General Cell structure | |
CN114594419B (en) | Method and device for detecting frequency and direction by beam domain reconnaissance | |
CN103630907B (en) | Closely active millimeter wave cylinder scanning imaging system exempt from interpolation reconstruction method | |
CN115453530B (en) | Double-base SAR filtering back projection two-dimensional self-focusing method based on parameterized model | |
CN102183755A (en) | Novel high-resolution orientation-estimating method based on Cauchy Gaussian model | |
CN113820654B (en) | S-band radar target low elevation DOA estimation method based on beam domain dimension reduction | |
CN112198473B (en) | Phase disambiguation method based on uniform circular array direction finder and electronic equipment | |
Minvielle et al. | Indoor 3-D radar imaging for low-RCS analysis | |
Wang et al. | Subspace projection semi-real-valued MVDR algorithm based on vector sensors array processing | |
CN113721184A (en) | Near-field signal source positioning method based on improved MUSIC algorithm | |
CN112183205B (en) | Distributed radar high-precision angle measurement method and system | |
CN111929674B (en) | Intelligent amplitude comparison angle measurement method based on neural network, storage medium and equipment | |
Altun et al. | Realization of interpolation-free fast sar range-doppler algorithm using parallel processing on gpu | |
Wang et al. | A Survey of Target Orientation Detection Algorithms Based on GPU Parallel Computing |
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 |