CN110244290A - A kind of detection method of range extension target - Google Patents

A kind of detection method of range extension target Download PDF

Info

Publication number
CN110244290A
CN110244290A CN201910520506.8A CN201910520506A CN110244290A CN 110244290 A CN110244290 A CN 110244290A CN 201910520506 A CN201910520506 A CN 201910520506A CN 110244290 A CN110244290 A CN 110244290A
Authority
CN
China
Prior art keywords
target
range extension
discrete
extension target
radar
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.)
Pending
Application number
CN201910520506.8A
Other languages
Chinese (zh)
Inventor
陈祝明
姜琦
景茂强
陈春雪
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
University of Electronic Science and Technology of China
Original Assignee
University of Electronic Science and Technology of China
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by University of Electronic Science and Technology of China filed Critical University of Electronic Science and Technology of China
Priority to CN201910520506.8A priority Critical patent/CN110244290A/en
Publication of CN110244290A publication Critical patent/CN110244290A/en
Pending legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO 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
    • G01S13/00Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
    • G01S13/02Systems using reflection of radio waves, e.g. primary radar systems; Analogous systems
    • G01S13/04Systems determining presence of a target

Abstract

The invention discloses a kind of range extension target detection methods, belong to Radar Targets'Detection technology, can be used for detecting the range extension target in white Gaussian noise background.The present invention reduces resolving power by being split to high resolution radar waveform, and extends mesh calibration method using order statistic theory detecting distance, is omitted and extracts master data step, and avoiding to extract target information because of sliding window and lack causes to subside loss.

Description

A kind of detection method of range extension target
Technical field
The invention belongs to Radar Targets'Detection technologies, and in particular to a kind of detection method of range extension target can be used for Range extension target in white Gaussian noise background is detected.
Background technique
Range extension target refers to the radar target that continuous multiple distance unit are occupied on one-dimensional range profile.With complexity The real goal (such as aircraft, naval vessel) of geometry may be considered multiple independent scatterings in the electromagnetic scattering echo of high frequency region The synthesis of center echo.Therefore target can be distinguished by improving radar resolution in the different scatterings on radar line of sight direction The heart causes target to become range extension target under the conditions of high-resolution.Since range extension target occupies continuous multiple distance lists " point target " (only occupying the target of 1 distance unit) detection technique of member, conventional radar will be no longer applicable in.
Existing range extension target detection technology, such as paper " Detection of a spatially Distributed target in white noise " (K.Gerlach etc., IEEE Signal Processing Letters, the 4th phase in 1997, the 198-200 pages) the disclosed generalized likelihood test device based on scattering center airspace density (SSD-GLRT) and paper " a kind of range extension target detection device based on order statistic " (wear and give week etc., electronics and letter Cease journal, the 31st phase in 2009, the 2488-2492 page) disclosed in the range extension target detection device based on order statistic (OS-RSTD), the two is utilized comprising all scattering center echo informations of range extension target, and the Range Profile isometric with target (i.e. Utopian master data) designs detector, and backward energy is made full use of to promote detection performance.But in practical applications, by Priori knowledge in not target position is needed with searching on entire one-dimensional range profile with the isometric sliding window of target and extract use In the master data of detection.Since the backward energy of each scattering center of range extension target is dispersed on one-dimensional range profile, low Under signal-to-noise ratio environment, sliding window is difficult accurately to extract all scattering centers of target, and the master data extracted is caused to be doped with extra make an uproar Sound causes detection performance to occur subsideing loss.This is the potentiality of existing range extension target detection technology in practical applications Loss of energy source causes the prior art to be unable to reach the performance claimed.
Summary of the invention
The purpose of the present invention is overcoming the deficiencies of existing technologies, propose that a kind of pair of high resolution radar waveform is split to drop Low resolution, and mesh calibration method is extended using order statistic theory detecting distance, it is omitted and extracts master data step, avoid Extracting target information missing because of sliding window causes to subside loss.Technical problem proposed by the invention solves in this way:
A kind of detection method of range extension target, comprising the following steps:
The transmitting signal that high resolution radar is arranged in step 1. is zigzag frequency-modulated continuous-wave signals S (t), and passes through transmitting day Line output;Emitting signal S (t) has chirp rate u, bandwidth B, frequency sweep cycle T;Radar range resolution is Δ=c/2B, Middle c is the light velocity;
Step 2. receiving antenna receives target echo signal R (t), and by directional couple device and transmitting signal S (t) into Row beat mixing, obtains the Beat Signal X (t) of a frequency sweep cycle;
Under step 3. non-detection status existing for no target, Beat Signal X (t) obtained in step 2 is sampled, Discrete series Xs (n) after being sampled;Xs (n) only includes the auxiliary data of background white Gaussian noise information, and length Ls is used In the power of estimating background noise comprising;
Step 4. samples Beat Signal X (t) obtained in step 2 under detecting state, after being sampled from Scattered signal sequence X (n);X (n) length is L, the echo information comprising range extension target;Target length is Z;
Discrete series X (n) obtained in step 4 is uniformly split into K sections of discrete subsequences by step 5. in order, is remembered respectively For X1(n) ... ..., XK(n), length is M;Preferably, the value of M meets:
M≥L/N
Wherein N=Z/ Δ is the distance unit number that range extension target occupies under the conditions of high-resolution;Since radar is sent out Zigzag linear frequency modulation continuous wave is penetrated, can be considered that continuous K bandwidth is B/K in transmitting time domain, frequency sweep cycle is the subband of T/K; After splitting, the resolving power of each subsequence is reduced to the 1/K of X (n);It can be adjusted flexibly respectively by the value of Rational choice M The resolving power of cross-talk sequence;As M=L/N, there is K=N at this time.Each cross-talk sequence is non-overlapping between each other, referred to as non-overlapping to tear open Point, subsequence resolving power is matched with target size at this time;As M > L/N, each cross-talk sequence has overlapping between each other, referred to as heavy It is folded to split;
Step 6. is by discrete subsequence X obtained in step 51(n) ... ..., XK(n) discrete Fourier transform is carried out respectively With quadratic detection processing, corresponding K low resolution distances are obtained as sequence: Y1(n) ... ..., YK(n);Sequence Y1 (n) ... ..., YK(n) length is M, and M low resolution distance units of corresponding Radar range profile's, target only occurs in In one of distance unit;By Y1(n) ... ..., YK(n) according to being regularly arranged into matrix Y as follows:
Wherein yijRepresent discrete series Yi(n) j-th element (i=1 ... ..., K in;J=1 ... ..., M);
Step 7. utilizes the 1st column element of only auxiliary data Xs (n) and matrix Y comprising background white Gaussian noise information y11, y21... ..., yK1It adjudicates in the 1st low resolution distance unit with the presence or absence of target;
Specific step is as follows for step 7:
Step 7-1. estimates background white Gaussian noise power a, expression formula using discrete series Xs (n) are as follows:
The first column element y of step 7-2. extraction matrix Y11, y21... ..., yK1, ascending sort is carried out to above-mentioned element, it will Element after sequence is denoted as again: y(1), y(2)... ..., y(K), meet following formula:
y(1)≤y(2)≤L≤y(K)
Step 7-3. introduces order statistic theory, extracts element y(K-i+1), y(K-i+2)... ..., y(K), form inspection statistics Measure β:
Preferably, i is the optimal value taken according to the target property of range extension target;
Test statistics β is compared by step 7-4. with detection threshold a γ, if β > a γ, determines that target exists;If β < a γ then determines exist without target;Preferably, γ is the preset parameter being arranged according to radar system false-alarm probability;
Step 8. utilizes the 2nd column element of only discrete series Xs (n) and matrix Y comprising background white Gaussian noise information y12, y22... ..., yK2, repeat the process in step 7 and adjudicate in the 2nd low resolution distance unit with the presence or absence of target;With such It pushes away in all M low resolution distance units of detection with the presence or absence of target, makes final target and there is judgement.
The present invention reduces the resolving power of subsequence by splitting high resolution radar waveform, allows range extension target each low It differentiates and no longer occupies multiple distance unit on subsequence;It only need to successively be detected, be omitted existing along low resolution distance picture Have the step of range extension target detection device extracts master data using sliding window, avoid because target information extract it is incomplete caused by inspection It surveys performance and subsides loss.
It introduces order statistic theory and improves detection performance of the invention.It is adjusted the distance due to each subsequence and extends target Response it is different, each element is ranked up, i element for extracting amplitude maximum is accumulated, it is ensured that sufficiently benefit With the backward energy of target, avoid causes detection performance to decline because accumulating excessive noise.
The beneficial effects of the present invention are:
(1) present invention does not need the step of sliding window extracts master data.The present invention reduces each sub- sequence by waveform fractionation The resolving power of column, when sub-sequence resolving power is matched with target size, the range extension target under the conditions of high-resolution only occupies son 1 distance unit of sequence detects one by one along one-dimensional range profile, and the step of sliding window extracts master data is omitted;
(2) present invention does not need the hardware configuration of change radar.Range extension target detection method proposed by the present invention is The processing carried out from the Digital Signal Processing rear end of radar does not change the structures such as the radio-frequency front-end of radar, therefore this patent Target can be extended for detecting distance under the premise of not changing existing high resolution radar hardware configuration.
(3) present invention can flexibly change subsequence resolving power according to actual needs.The invention proposes it is non-overlapping fractionation and Overlapping splits two kinds of processing strategies, can choose suitable sub-sequence length adjustment subsequence in practical application as needed and differentiate Power makes radar have optimal detection performance.
Detailed description of the invention
Fig. 1 is the schematic diagram of radar emission linear frequency modulation continuous wave signal;
Fig. 2 is radar emission linear frequency modulation continuous wave signal and the schematic diagram for receiving target echo;
Fig. 3 is to adjudicate the flow diagram that target whether there is using subsequence;
Fig. 4 is the detection effect comparison diagram of the present invention with the prior art.
Specific embodiment
The technical solution in the present invention is clearly described with reference to the accompanying drawings and examples.The present embodiment provides one kind Detecting distance extends mesh calibration method, comprising the following steps:
The transmitting signal that high resolution radar is arranged in step 1. is zigzag frequency-modulated continuous-wave signals S (t), and passes through transmitting day Line output;Emitting signal S (t) has chirp rate u, bandwidth B, frequency sweep cycle T;In the present embodiment, frequency modulation initial slope u= 9.6GHz, modulating bandwidth B=500MHz, frequency sweep cycle T=1ms, therefore radar waveform resolving power are Δ=c/2B=0.3m, Middle c is the light velocity;It is as shown in Figure 1 to emit signal S (t);If target range radar receiver to be detected is 2000m, length Z= 60m, therefore the target occupies Δ=200 N=Z/ distance unit under the conditions of high-resolution;
Under step 2. non-detection status existing for no target, what receiving antenna received 1 frequency sweep cycle only includes background The signal R (t) of white Gaussian noise, and beat is carried out with transmitting signal S (t) by directional couple device and is mixed, only included The auxiliary data Xs (n) of background white Gaussian noise;Sample rate is set as 5MHz, and being apparent from Xs (n) length is 5000, for estimating back The power of scape noise;
Step 3. is in the case where that may have detecting state existing for target, and receiving antenna receives echo-signal R (t), and by fixed Beat is carried out with transmitting signal S (t) to coupling device to be mixed, and obtains the Beat Signal X (t) of 1 frequency sweep cycle;Target echo letter Number R (t) is τ relative to the delay of transmitting signal S (t)0=4/3 × 10-4s;Emit signal S (t) and receives signal R (t) such as Fig. 2 It is shown;Beat Signal X (t) is sampled to obtain discrete signal sequence X (n), sample rate is set as 5MHz, therefore the length of X (n) Spend L=5000;
Discrete series X (n) obtained in step 3 is carried out non-overlapping fractionation by step 4., uniformly splits into K=N in order =200 sections of discrete subsequences, are denoted as X respectively1(n) ... ..., X200(n), length is M=L/K=25;Each cross-talk sequence point Distinguish that power is matched with target size;
Step 5. is by discrete subsequence X obtained in step 41(n) ... ..., X200(n) discrete fourier change is carried out respectively It changes and is handled with quadratic detection, obtain corresponding 200 low resolution distances as sequence: Y1(n) ... ..., Y200(n);Sequence Y1 (n) ... ..., Y200(n) length is 25, and 25 low resolution distance units of corresponding Radar range profile's, target only occurs Wherein in 1 distance unit;By Y1(n) ... ..., Y200(n) according to being regularly arranged into matrix Y as follows:
Step 6. utilizes the 1st column element of only auxiliary data Xs (n) and matrix Y comprising background white Gaussian noise information y1,1, y2,1... ..., y200,1It adjudicates in the 1st low resolution distance unit with the presence or absence of target;
Specific step is as follows for step 6:
Step 6-1. estimates background white Gaussian noise power a, expression formula using discrete series Xs (n) are as follows:
The first column element y of step 6-2. extraction matrix Y1,1, y2,1... ..., y200,1, ascending order row is carried out to above-mentioned element Element after sequence is denoted as: y by sequence again(1), y(2)... ..., y(200), meet following formula:
y(1)≤y(2)≤L≤y(200)
Step 6-3. introduces order statistic theory, extracts y(1), y(2)... ..., y(200)In maximum i=30 element, Form test statistics β:
Preferably, i=30 is the optimal value taken according to the target property of target to be detected;
Test statistics β is compared by step 6-4. with detection threshold a γ, if β > a γ, is determined with target presence; If β < a γ, determine exist without target;Preferably, γ is the preset parameter being arranged according to radar system false-alarm probability;This implementation False-alarm probability P is set in examplefa=10-4, parameter γ acquired by the experiment of 10000 Monte-Carlo Simulations;
The process of step 5 and step 6 is as shown in Figure 3;
Step 7. utilizes the 2nd column element of only discrete series Xs (n) and matrix Y comprising background white Gaussian noise information y1,2, y2,2... ..., y200,2, repeat the process in step 6 and adjudicate in the 2nd low resolution distance unit with the presence or absence of target;With this Analogize in all 25 low resolution distance units of detection with the presence or absence of target, makes final target and there is judgement.
Analysis of simulation result: Fig. 4 is the detection curve drawn under the conditions of embodiment, imitative by 10000 Monte Carlos The detection probability under different background noise power is really acquired, and is compared with two kinds of prior arts;False-alarm probability is set as Pfa =10-4;The simulation result as shown in Fig. 4 is it is found that detection technique proposed by the present invention not only compensates for the prior art not Foot, and detection performance has been more than existing two kinds of detectors.

Claims (4)

1. a kind of detection method of range extension target, which comprises the following steps:
Step 1. high resolution radar emits zigzag frequency-modulated continuous-wave signals S (t), and is exported by transmitting antenna;Frequency modulation is continuous Wave signal S (t) has chirp rate u, bandwidth B, frequency sweep cycle T;Radar range resolution is Δ=c/2B, and wherein c is the light velocity;
Step 2. receiving antenna receives target echo signal R (t), and poor by directional couple device and transmitting signal S (t) progress Mixing is clapped, the Beat Signal X (t) of a frequency sweep cycle is obtained;
Under step 3. non-detection status existing for no target, Beat Signal X (t) obtained in step 2 is sampled, is obtained Discrete series Xs (n) after sampling;Xs (n) is the auxiliary data for only including background white Gaussian noise information, and length Ls is used for The power of estimating background noise comprising;
Step 4. samples Beat Signal X (t) obtained in step 2 under detecting state, the discrete letter after being sampled Number sequence X (n);X (n) length is L, the echo information comprising range extension target;Target length to be detected is Z;
Discrete series X (n) obtained in step 4 is uniformly split into K sections of discrete subsequences by step 5. in order, is denoted as X respectively1 (n) ... ..., XK(n), length is M;The value of M is depending on actual demand;Each cross-talk sequence can be overlapped, can also not Overlapping, the resolving power of subsequence is controlled with this;
Step 6. is by discrete subsequence X obtained in step 51(n) ... ..., XK(n) discrete Fourier transform peace is carried out respectively Side's rule detection processing, obtains corresponding K low resolution distances as sequence: Y1(n) ... ..., YK(n);Sequence Y1(n) ... ..., YK (n) length is M, M low resolution distance units of corresponding Radar range profile's, and target to be detected only occurs in wherein one In a distance unit;By Y1(n) ... ..., YK(n) according to being regularly arranged into matrix Y as follows:
Wherein yijRepresent discrete series Yi(n) j-th element (i=1 ... ..., K in;J=1 ... ..., M);
Step 7. utilizes the 1st column element y of only auxiliary data Xs (n) and matrix Y comprising background white Gaussian noise information11, y21... ..., yK1It adjudicates in the 1st low resolution distance unit with the presence or absence of target;
Step 8. utilizes the 2nd column element y of only discrete series Xs (n) and matrix Y comprising background white Gaussian noise information12, y22... ..., yK2, repeat the process in step 7 and adjudicate in the 2nd low resolution distance unit with the presence or absence of target;And so on inspection It surveys in all M low resolution distance units with the presence or absence of target, makes final target and there is judgement.
2. a kind of detection method of range extension target as described in claim 1, which is characterized in that the specific steps of step 7 It is as follows:
Step 7-1. estimates background white Gaussian noise power a, expression formula using discrete series Xs (n) are as follows:
The first column element y of step 7-2. extraction matrix Y11, y21... ..., yK1, ascending sort is carried out to above-mentioned element, will be sorted Element afterwards is denoted as again: y(1), y(2)... ..., y(K), meet following formula:
y(1)≤y(2)≤L≤y(K)
Step 7-3. introduces order statistic theory, extracts element y(K-i+1), y(K-i+2)... ..., y(K), form test statistics β:
Wherein i is the optimal value taken according to the target property of range extension target;
Test statistics β is compared by step 7-4. with detection threshold a γ, if β > a γ, determines that target exists;If β < a γ then determines exist without target;γ is the preset parameter being arranged according to radar system false-alarm probability.
3. a kind of detection method of range extension target as claimed in claim 1 or 2, which is characterized in that M's takes in step 5 Value meets:
M=L/N
Wherein N=Z/ Δ is the distance unit number that range extension target occupies under the conditions of high-resolution, there is K=N at this time, each section Subsequence is non-overlapping between each other, and the resolving power of each cross-talk sequence is matched with the size of range extension target.
4. a kind of range extension target detection method as claimed in claim 1 or 2, which is characterized in that the value of M in step 5 Meet:
M > L/N
Wherein N=Z/ Δ is the distance unit number that range extension target occupies under the conditions of high-resolution, at this time K cross-talk sequence phase There is overlapping between mutually, the value of M optimizes according to actual needs.
CN201910520506.8A 2019-06-17 2019-06-17 A kind of detection method of range extension target Pending CN110244290A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201910520506.8A CN110244290A (en) 2019-06-17 2019-06-17 A kind of detection method of range extension target

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201910520506.8A CN110244290A (en) 2019-06-17 2019-06-17 A kind of detection method of range extension target

Publications (1)

Publication Number Publication Date
CN110244290A true CN110244290A (en) 2019-09-17

Family

ID=67887336

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201910520506.8A Pending CN110244290A (en) 2019-06-17 2019-06-17 A kind of detection method of range extension target

Country Status (1)

Country Link
CN (1) CN110244290A (en)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2022000332A1 (en) * 2020-06-30 2022-01-06 华为技术有限公司 Radar detection method and related device
CN115453484A (en) * 2022-08-29 2022-12-09 电子科技大学 Distance extension target detection method for self-adaptive scattering center estimation

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102282612A (en) * 2009-01-16 2011-12-14 杜比国际公司 Cross product enhanced harmonic transposition
CN107132513A (en) * 2017-03-31 2017-09-05 西安电子科技大学 Range extension target detection method based on correlation distance
CN107153189A (en) * 2017-04-18 2017-09-12 上海交通大学 The signal processing method of Modulation Continuous Wave Radar ranging
CN107390198A (en) * 2017-08-15 2017-11-24 电子科技大学 A kind of subband correlation registration method of high-speed moving object
CN108169728A (en) * 2018-01-12 2018-06-15 西安电子科技大学 Range extension target detection method based on Minkowski distances
CN108896975A (en) * 2018-06-14 2018-11-27 上海交通大学 Cross-correlation singularity Power Spectrum Distribution calculation method

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102282612A (en) * 2009-01-16 2011-12-14 杜比国际公司 Cross product enhanced harmonic transposition
CN107132513A (en) * 2017-03-31 2017-09-05 西安电子科技大学 Range extension target detection method based on correlation distance
CN107153189A (en) * 2017-04-18 2017-09-12 上海交通大学 The signal processing method of Modulation Continuous Wave Radar ranging
CN107390198A (en) * 2017-08-15 2017-11-24 电子科技大学 A kind of subband correlation registration method of high-speed moving object
CN108169728A (en) * 2018-01-12 2018-06-15 西安电子科技大学 Range extension target detection method based on Minkowski distances
CN108896975A (en) * 2018-06-14 2018-11-27 上海交通大学 Cross-correlation singularity Power Spectrum Distribution calculation method

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
QI JIANG等: "Order-statistic-based sub-band detector for", 《IET RADAR, SONAR & NAVIGATION》 *

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2022000332A1 (en) * 2020-06-30 2022-01-06 华为技术有限公司 Radar detection method and related device
CN115453484A (en) * 2022-08-29 2022-12-09 电子科技大学 Distance extension target detection method for self-adaptive scattering center estimation
CN115453484B (en) * 2022-08-29 2023-08-25 电子科技大学 Self-adaptive scattering center estimated distance expansion target detection method

Similar Documents

Publication Publication Date Title
US11435470B2 (en) Multi-target life detection method based on radar signal and detection radar
US7683827B2 (en) System and method for reducing the effect of a radar interference signal
US7286079B2 (en) Method and apparatus for detecting slow-moving targets in high-resolution sea clutter
CN111373282A (en) Radar processing chain for FMCW radar system
EP1972962A2 (en) Transmitter independent techniques to extend the performance of passive coherent location
EP3805786A1 (en) Target behavior recognition method, apparatus and radar system
CN107255814B (en) LFMSK waveform-based radar target detection method
CN110988834B (en) Pulse arrival time measuring method based on self-adaptive threshold value double thresholds
CN113050071B (en) Laser radar data processing method, device, equipment and storage medium
CN110244290A (en) A kind of detection method of range extension target
CN113009439B (en) Multi-target detection method based on frequency modulated continuous wave millimeter wave radar
US20230184886A1 (en) Signal processing method and apparatus
CN106168661B (en) The discrimination method of random agile polarization active decoy
CN108415013A (en) Low SNR signal parameter extracting method based on the search of chirp rate essence
CN103048695A (en) Detecting device based on combined barker code burst pulses
CN113050069A (en) Interference signal acquisition method, device, equipment and storage medium of laser radar
CN113093168A (en) Distance and speed measuring method and device, radar and readable storage medium
CN109061648A (en) Speed based on frequency diversity/range ambiguity resolving radar waveform design method
CN110632586B (en) Road vehicle low-computation monitoring method based on rapid FMCW radar
CN104950292A (en) Second trip echo recognition method and device for weather radar
EP1802995B1 (en) Improved wideband radar
Abratkiewicz Double‐adaptive chirplet transform for radar signature extraction
RU2596610C1 (en) Method of search and detection of object
KR101990078B1 (en) Simulation Apparatus for Radar Signal Processing
KR101524550B1 (en) Method and Apparatus for a fast Linear Frequency Modulation target detection compensating Doppler effect according to the target speed

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
RJ01 Rejection of invention patent application after publication

Application publication date: 20190917

RJ01 Rejection of invention patent application after publication