CN103344945A - Direct wave and method for inhibiting multi-path interference of direct wave - Google Patents

Direct wave and method for inhibiting multi-path interference of direct wave Download PDF

Info

Publication number
CN103344945A
CN103344945A CN201310240881XA CN201310240881A CN103344945A CN 103344945 A CN103344945 A CN 103344945A CN 201310240881X A CN201310240881X A CN 201310240881XA CN 201310240881 A CN201310240881 A CN 201310240881A CN 103344945 A CN103344945 A CN 103344945A
Authority
CN
China
Prior art keywords
rls
signal
subband
nlms
sub
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
Application number
CN201310240881XA
Other languages
Chinese (zh)
Other versions
CN103344945B (en
Inventor
单涛
陶然
卓智海
刘升恒
冯远
张建
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.)
Beijing Institute of Technology BIT
Original Assignee
Beijing Institute of Technology BIT
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 Beijing Institute of Technology BIT filed Critical Beijing Institute of Technology BIT
Priority to CN201310240881.XA priority Critical patent/CN103344945B/en
Publication of CN103344945A publication Critical patent/CN103344945A/en
Application granted granted Critical
Publication of CN103344945B publication Critical patent/CN103344945B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Landscapes

  • Radar Systems Or Details Thereof (AREA)

Abstract

The invention relates to a direct wave and a method for inhibiting multi-path interference of the direct wave, and belongs to the technical field of radar target acquisition. According to the method, sub-bands adapt to RLS plus NLMS filtering by itself. The method comprises the steps that (1) the sub-bands are decomposed, (2) signals of all the sub-bands respectively pass through the RLS plus NLMS filtering, and (3) the sub-bands are integrated. The method improves the consistency of frequency characteristics between passages of the direct wave and an echo, improves the offset performance of a system, largely reduces the calculation amount of a self-adaptation offset algorithm under wideband signals, and has a high convergence rate and good tracking capacity when an antenna carries out scanning work.

Description

The inhibition method that a kind of direct wave and multipath thereof disturb
Technical field
The present invention relates to the inhibition method that a kind of direct wave and multipath thereof disturb, this method adopts sub-band adaptive RLS to add the method for NLMS filtering, belong to the radar target acquisition technical field, be particularly related to when utilizing digital television signal as irradiation source, external radiation source radar system direct wave and multipath thereof disturb the method that suppresses.
Background technology
External radiation source radar itself does not transmit, but the civilian broadcasting equipment (TV, broadcasting etc.) that utilization extensively distributes is irradiation source, handle by the electromagnetic signal of the receiving target reflection line correlation of going forward side by side, realize detection and location to target, its system configuration as shown in Figure 1.The echo antenna is except the signal that receives the target reflection, direct wave and multipath thereof disturb and also will enter from its secondary lobe and main lobe, the power of these undesired signals generally is higher than more than the target echo signal power 30dB, if these interference are not suppressed, just can't detect target.Therefore a key issue that realizes external radiation source radar system detection performance is exactly that the direct wave and the multipath thereof that suppress in the echo channel disturb.
Adaptive cancellation is to disturb a kind of effective ways that suppress, and adaptive cancellation algorithm commonly used has normalization minimum mean-square (NLMS) wave filter, recursive least-squares (RLS) wave filter etc. in the radar of external radiation source.Its characteristics are more as shown in table 1, and N is filter order in the table.
Table 1NLMS and RLS wave filter characteristics are relatively
Figure BDA00003362444000011
During antenna scanning, direct wave and multipath thereof disturb fluctuations very big, do not satisfy smooth conditions, and the NLMS performance of filter will descend this moment; Simultaneously because the broader bandwidth (7.56MHz) of digital television signal, same clutter is apart from the filter order of needs very high (filter order is about 2000), therefore adopt RLS algorithm operation quantity huge (with square being directly proportional of filter order, as shown in table 1), be difficult to real-time implementation.
In addition, the cancellation performance of external radiation source radar system is directly proportional with the frequency invariance of direct wave, two passages of echo, and the more good then cancellation performance of consistance is more high.Under the narrower situation of emitter Signals bandwidth, less than 200KHz, the frequency characteristic consistance of echo receiving antenna and direct wave receiving antenna is better as the fm broadcast signal bandwidth outside; And outside under the emitter Signals broader bandwidth situation, be 7.56MHz as digital TV signal bandwidth, the frequency characteristic consistance variation of echo receiving antenna and direct wave receiving antenna is shown in Fig. 2 (a) and (b), have a strong impact on cancellation performance, need take corresponding signal treatment measures.
Summary of the invention
The objective of the invention is in order to propose the inhibition method that a kind of direct wave and multipath thereof disturb, be applicable to Digital Television external radiation source radar, the purpose of this method is in order to solve under the broadband signal, and direct wave passage, echo channel frequency characteristic consistance variation influence the problem of cancellation performance; And under the broadband signal, high-order sef-adapting filter operand is big, in real time the problem of difficult treatment.
The objective of the invention is to be achieved through the following technical solutions.
The inhibition method that a kind of direct wave of the present invention and multipath thereof disturb, the filtering method that this method adopts the RLS algorithm to combine with the NLMS algorithm in each subband, concrete steps are:
1) sub-band division
Direct wave, echoed signal are decomposed into L subband by analysis filterbank respectively, and relevant mathematical description is as follows:
(1) formula is to be the mathematic(al) representation of L subband with the direct wave signal decomposition; (2) formula is the mathematic(al) representation that target echo signal is decomposed into L subband; (3) formula is the mathematical description of sub-band division bank of filters:
x m(n)=x(n)*h m(n) (1)
d m(n)=d(n)*h m(n) (2)
h m(n)=h(n)e -j2πmn/M (3)
M=0 in the formula, 1 ..., L-1; The prototype filter that h (n) adopts for the sub-band division wave filter;
2) signal of each subband respectively by RLS in conjunction with NLMS filtering
Under the antenna scanning situation, the method that adopts RLS to be combined with NLMS is established the direct wave signal vector that the signal of m subband carries out after M doubly extracts and is
X m(n)=[x m(Mn) x m(M(n-1)) … x m(M(n-M+1))] T
The filter coefficient update formula is as follows:
w ( n - 1 ) = w RLS T ( n - 1 ) w NLMS T ( n - 1 ) T - - - ( 4 )
In (4) formula,
w RLS ( n ) = w RLS ( n - 1 ) + k ( n ) e m * ( Mn ) - - - ( 5 )
w NLMS ( n ) = w NLMS ( n - 1 ) + μ e m * ( Mn ) X m ( n ) δ + X m H ( n ) X m ( n ) - - - ( 6 )
In (5), (6) formula,
e m(Mn)=d m(Mn)-w H(n-1)X m(Mn) (7)
k ( n ) = λ - 1 P ( n - 1 ) X m ( n ) 1 + λ - 1 X m H ( n ) P ( n - 1 ) X m ( n ) - - - ( 8 )
P(n)=λ -1P(n-1)-λ -1k(n)X m H(n)P(n-1) (9)
3) subband is comprehensive
The signal cancellation result of each subband is carried out interpolation, and by the synthetic final output signal of sub-band synthesis filter, its mathematical description is shown in (10) formula then; (11) formula is the mathematic(al) representation of sub-band synthesis filter:
y ( n ) = Σ m = 0 M - 1 f m ( n ) ⊗ e m ( n ) - - - ( 10 )
f m(n)=f(n)e j2πmn/M,m=0,1,…,L-1 (11)
F in the formula m(n) be m synthesis filter coefficient, f=[f (0) ..., f (N-1)] TPrototype filter for the sub-band synthesis filter that adopts;
X (n): direct wave signal;
D (n): echoed signal;
h m(n): m Subband Analysis Filter;
x m(n): the signal of m the subband that direct wave signal process sub-band division obtains;
x m(Mn): x m(n) take out the signal that M doubly obtains under;
d m(n): the signal of m the subband that echoed signal process sub-band division obtains;
d m(Mn): d m(n) take out the signal that M doubly obtains under;
W (n): RLS+NLMS filter coefficient;
w RLS(n): the RLS filter coefficient;
w NLMS(n): the NLMS filter coefficient;
e m(Mn): m subband offset the result;
e m(n): e m(Mn) result that obtains after doubly of interpolation M;
λ: the forgetting factor of RLS wave filter;
K (n): time-varying gain vector in the RLS algorithm;
P (n): the intermediate variable that calculates k (n) in the RLS algorithm
δ: little positive constant, prevent that division from overflowing, δ gets 0.001 here;
μ: the renewal step-length of NLMS algorithm;
f m(n): m sub-band synthesis filter;
Y (n): offset the back output signal;
M: extract down and the interpolation multiple.
Beneficial effect
1) improves the consistance of frequency characteristic between direct wave and echo channel, improved the cancellation performance of system;
2) greatly reduce the operand of adaptive cancellation algorithm under the broadband signal, when antenna scanning is worked, have speed of convergence and tracking power faster preferably.
Description of drawings
Fig. 1 is external radiation source radar system configuration schematic diagram;
Fig. 2 is that the consistent type of passage improves synoptic diagram after the deterioration of wideband scenarios lower channel consistance and the sub-band division;
Fig. 3 is the synoptic diagram of inhibition method of the present invention;
Fig. 4 is RLS+NLMS filtering algorithm structured flowchart;
Fig. 5 is that RLS, subband RLS+NLMS algorithm cancellation performance compare;
Fig. 6 is that RLS, subband RLS+NLMS algorithm operation quantity compare.
Embodiment
Below in conjunction with accompanying drawing and the experiment analysis of data collected the present invention will be further described.
The inhibition method that a kind of direct wave and multipath thereof disturb, the filtering method that this method adopts the RLS algorithm to combine with the NLMS algorithm in each subband, as shown in Figure 3, concrete steps are:
1) sub-band division
Direct wave, echoed signal are decomposed into L subband by analysis filterbank respectively, and (L can be 8,16,32,64,, concrete condition is chosen as required) because each subband narrow bandwidth, therefore the frequency characteristic consistance between direct wave passage and echo channel improves, shown in Fig. 2 (c), (d); Simultaneously each subband is carried out M and doubly extract down, the exponent number that offsets that each subband is required so just is reduced to original 1/M, has reduced the operand of adaptive cancellation;
Relevant mathematical description is as follows, and (1) formula is to be the mathematic(al) representation of L subband with the direct wave signal decomposition; (2) formula is the mathematic(al) representation that target echo signal is decomposed into L subband; (3) formula is the mathematical description of sub-band division bank of filters
x m(n)=x(n)*h m(n) (1)
d m(n)=d(n)*h m(n) (2)
h m(n)=h(n)e -j2πmn/M (3)
M=0 in the formula, 1 ..., L-1; The prototype filter that h (n) adopts for the sub-band division wave filter;
2) signal of each subband respectively by RLS in conjunction with NLMS filtering
Under the antenna scanning situation, offset and adopt RLS algorithm performance the best, though take out through under the sub-band division, but the operand of RLS algorithm is still very big, at this moment can adopt method that RLS is combined with NLMS as shown in Figure 4, because direct wave and noise jamming nearby are more intense, so employing RLS wave filter is to reach the reasonable effect that offsets, and a little less than the noise jamming relatively at a distance, can adopt the smaller NLMS wave filter of operand or variable step NLMS wave filter.With both combinations, obtain a kind of new adaptive cancellation wave filter, the method for preceding a part of coefficients by using RLS is upgraded, and then the method for a part of coefficients by using NLMS or variable step NLMS is upgraded.When satisfying very fast speed of convergence and tracking power, reduce operand, establish the direct wave signal vector that the signal of m subband carries out after M doubly extracts and be
X m(n)=[x m(Mn) x m(M(n-1)) … x m(M(n-M+1))] T
The filter coefficient update formula is as follows:
w ( n - 1 ) = w RLS T ( n - 1 ) w NLMS T ( n - 1 ) T - - - ( 4 )
In (4) formula,
w RLS ( n ) = w RLS ( n - 1 ) + k ( n ) e m * ( Mn ) - - - ( 5 )
w NLMS ( n ) = w NLMS ( n - 1 ) + μ e m * ( Mn ) X m ( n ) δ + X m H ( n ) X m ( n ) - - - ( 6 )
In (5), (6) formula,
e m(Mn)=d m(Mn)-w H(n-1)X m(Mn) (7)
k ( n ) = λ - 1 P ( n - 1 ) X m ( n ) 1 + λ - 1 X m H ( n ) P ( n - 1 ) X m ( n ) - - - ( 8 )
P(n)=λ -1P(n-1)-λ -1k(n)X m H(n)P(n-1) (9)
3) subband is comprehensive
The signal cancellation result of each subband is carried out interpolation, and by the synthetic final output signal of sub-band synthesis filter, its mathematical description is shown in (10) formula then.(11) formula is the mathematic(al) representation of sub-band synthesis filter.
y ( n ) = Σ m = 0 M - 1 f m ( n ) ⊗ e m ( n ) - - - ( 10 )
f m(n)=f(n)e j2πmn/M,m=0,1,…,L-1 (11)
F in the formula m(n) be m synthesis filter coefficient, f=[f (0) ..., f (N-1)] TPrototype filter for the sub-band synthesis filter that adopts;
X (n): direct wave signal;
D (n): echoed signal;
h m(n): m Subband Analysis Filter;
x m(n): the signal of m the subband that direct wave signal process sub-band division obtains;
x m(Mn): x m(n) take out the signal that M doubly obtains under;
d m(n): the signal of m the subband that echoed signal process sub-band division obtains;
d m(Mn): d m(n) take out the signal that M doubly obtains under;
W (n): RLS+NLMS filter coefficient;
w RLS(n): the RLS filter coefficient;
w NLMS(n): the NLMS filter coefficient;
e m(Mn): m subband offset the result;
e m(n): e m(Mn) result that obtains after doubly of interpolation M;
λ: the forgetting factor of RLS wave filter;
K (n): time-varying gain vector in the RLS algorithm;
P (n): the intermediate variable that calculates k (n) in the RLS algorithm
δ: little positive constant, prevent that division from overflowing, δ gets 0.001 here;
μ: the renewal step-length of NLMS algorithm;
f m(n): m sub-band synthesis filter;
Y (n): offset the back output signal;
M: extract down and the interpolation multiple.
Embodiment
Adopt digital television signal, its radiation source radar system configuration schematic diagram as shown in Figure 1, the cell site is non-cooperation irradiation source (external radiation source), there are two receiving antennas in receiving station, a direct wave antenna direction radiation source receives the signal of its emission, and another echo receiving antenna points to the signal of searching sector receiving target reflection.The echo receiving antenna is when receiving the moving target reflection echo, its secondary lobe also receives the tetanic wave interference that reaches that directly launches from the external radiation source, also has the multipath that is caused by scatterings such as the external radiation source transmit through a plurality of high-lager buildings, mountain range that enters from main lobe to disturb in addition.
Adopt digital television signal, bandwidth 7.56MHz, base band data sampling rate 9MHz:
1) sub-band division
The sub band number that sub-band division adopts is L=128, the sub-filter exponent number is 1024, and the bandwidth of then decomposing each subband signal of back is 1/128 of original signal, then each subband signal is descended to extract, following extracting multiple is M=128, and data transfer rate becomes 1/128 of raw data.
2) each subband is done RLS+NLMS filtering
Direct wave, each corresponding subband of echoed signal are done respectively and offseted processing, and after the following extraction, each subband RLS filter order is 2 rank, and NLMS filter order 16 rank have reduced operand greatly.
3) subband is comprehensive
128 times of reduction of each subband output signal elder generation interpolation original data rate is finally exported by the sub-band synthesis filter group and is offseted the result.
As shown in Figure 5, adopt the RLS algorithm, system offsets gain (input signal energy before offseting/output signal energy after offseting) and is 35.0818dB, adopts subband RLS+NLMS filtering algorithm to offset gain and is 39.0306dB, than the about 4dB of RLS algorithm raising; And filter order is that 1024 o'clock subband RLS+NLMS algorithms reduce about 9 times than RLS algorithm operation quantity as can be seen from Figure 6, and filter order is to reduce about 37 times at 2048 o'clock.Therefore adopt subband RLS+NLMS algorithm not only to improve and offset gain, and can reduce operand greatly.
Method of the present invention has improved the consistance of frequency characteristic between direct wave and echo channel, has improved the cancellation performance of system, as shown in Figure 5; And greatly reduce the operand of adaptive cancellation algorithm under the broadband signal, as shown in Figure 6, when antenna scanning is worked, have speed of convergence and tracking power faster preferably.
Above-described specific descriptions; the above is specific embodiments of the invention only, and is not intended to limit the scope of the invention, and is within the spirit and principles in the present invention all; any modification of making, be equal to replacement, improvement etc., all should be included within protection scope of the present invention.

Claims (1)

1. the inhibition method disturbed of a direct wave and multipath thereof is characterized in that: the filtering method that this method adopts the RLS algorithm to combine with the NLMS algorithm in each subband, and concrete steps are:
1) sub-band division
Direct wave, echoed signal are decomposed into L subband by analysis filterbank respectively, and relevant mathematical description is as follows:
(1) formula is to be the mathematic(al) representation of L subband with the direct wave signal decomposition; (2) formula is the mathematic(al) representation that target echo signal is decomposed into L subband; (3) formula is the mathematical description of sub-band division bank of filters:
x m(n)=x(n)*h m(n) (1)
d m(n)=d(n)*h m(n) (2)
h m(n)=h(n)e -j2πmn/M (3)
M=0 in the formula, 1 ..., L-1; The prototype filter that h (n) adopts for the sub-band division wave filter;
2) signal of each subband respectively by RLS in conjunction with NLMS filtering
Under the antenna scanning situation, the method that adopts RLS to be combined with NLMS is established the direct wave signal vector that the signal of m subband carries out after M doubly extracts and is
X m(n)=[x m(Mn) x m(M(n-1)) … x m(M(n-M+1))] T
The filter coefficient update formula is as follows:
w ( n - 1 ) = w RLS T ( n - 1 ) w NLMS T ( n - 1 ) T - - - ( 4 )
In (4) formula,
w RLS ( n ) = w RLS ( n - 1 ) + k ( n ) e m * ( Mn ) - - - ( 5 )
w NLMS ( n ) = w NLMS ( n - 1 ) + μ e m * ( Mn ) X m ( n ) δ + X m H ( n ) X m ( n ) - - - ( 6 )
In (5), (6) formula,
e m(Mn)=d m(Mn)-w H(n-1)X m(Mn) (7)
k ( n ) = λ - 1 P ( n - 1 ) X m ( n ) 1 + λ - 1 X m H ( n ) P ( n - 1 ) X m ( n ) - - - ( 8 )
P(n)=λ -1P(n-1)-λ -1k(n)X m H(n)P(n-1) (9)
3) subband is comprehensive
The signal cancellation result of each subband is carried out interpolation, and by the synthetic final output signal of sub-band synthesis filter, its mathematical description is shown in (10) formula then; (11) formula is the mathematic(al) representation of sub-band synthesis filter:
y ( n ) = Σ m = 0 M - 1 f m ( n ) ⊗ e m ( n ) - - - ( 10 )
f m(n)=f(n)e j2πmn/M,m=0,1,…,L-1 (11)
F in the formula m(n) be m synthesis filter coefficient, f=[f (0) ..., f (N-1)] TPrototype filter for the sub-band synthesis filter that adopts;
X (n): direct wave signal;
D (n): echoed signal;
h m(n): m Subband Analysis Filter;
x m(n): the signal of m the subband that direct wave signal process sub-band division obtains;
x m(Mn): x m(n) take out the signal that M doubly obtains under;
d m(n): the signal of m the subband that echoed signal process sub-band division obtains;
d m(Mn): d m(n) take out the signal that M doubly obtains under;
W (n): RLS+NLMS filter coefficient;
w RLS(n): the RLS filter coefficient;
w NLMS(n): the NLMS filter coefficient;
e m(Mn): m subband offset the result;
e m(n): e m(Mn) result that obtains after doubly of interpolation M;
λ: the forgetting factor of RLS wave filter;
K (n): time-varying gain vector in the RLS algorithm;
P (n): the intermediate variable that calculates k (n) in the RLS algorithm
δ: little positive constant, prevent that division from overflowing, δ gets 0.001 here;
μ: the renewal step-length of NLMS algorithm;
f m(n): m sub-band synthesis filter;
Y (n): offset the back output signal;
M: extract down and the interpolation multiple.
CN201310240881.XA 2013-06-18 2013-06-18 Method for inhibiting multi-path interference of direct wave Expired - Fee Related CN103344945B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201310240881.XA CN103344945B (en) 2013-06-18 2013-06-18 Method for inhibiting multi-path interference of direct wave

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201310240881.XA CN103344945B (en) 2013-06-18 2013-06-18 Method for inhibiting multi-path interference of direct wave

Publications (2)

Publication Number Publication Date
CN103344945A true CN103344945A (en) 2013-10-09
CN103344945B CN103344945B (en) 2015-05-06

Family

ID=49279758

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201310240881.XA Expired - Fee Related CN103344945B (en) 2013-06-18 2013-06-18 Method for inhibiting multi-path interference of direct wave

Country Status (1)

Country Link
CN (1) CN103344945B (en)

Cited By (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104535977A (en) * 2014-09-04 2015-04-22 武汉滨湖电子有限责任公司 GSM signal based radar target detection method
CN104656062A (en) * 2015-01-29 2015-05-27 河海大学 Method for restraining dual-mode adaptive direct wave and noise wave of passive bistatic system
CN104954142A (en) * 2015-06-11 2015-09-30 哈尔滨工程大学 Broadband data acquisition device of sub-band splice
CN105187138A (en) * 2015-06-11 2015-12-23 哈尔滨工程大学 Sub-band splicing broadband data acquisition method
CN107367719A (en) * 2017-08-14 2017-11-21 南昌大学 A kind of clutter suppression method based on DRM signal external illuminators-based radars
CN107656246A (en) * 2017-08-18 2018-02-02 上海无线电设备研究所 A kind of space-based air-sea moving-target wide area detection system
CN111399006A (en) * 2020-04-07 2020-07-10 北京理工大学 High-sensitivity GNSS carrier tracking loop optimization method

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101388688A (en) * 2008-11-05 2009-03-18 北京理工大学 Frequency scanning interference suspending method for direct sequence spread spectrum communication system
CN102707267A (en) * 2012-07-03 2012-10-03 北京理工大学 Side peaks suppression method for passive radar based on multi-carrier digital television signals
CN102736069A (en) * 2012-07-02 2012-10-17 北京理工大学 Direct wave interference suppression method

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101388688A (en) * 2008-11-05 2009-03-18 北京理工大学 Frequency scanning interference suspending method for direct sequence spread spectrum communication system
CN102736069A (en) * 2012-07-02 2012-10-17 北京理工大学 Direct wave interference suppression method
CN102707267A (en) * 2012-07-03 2012-10-03 北京理工大学 Side peaks suppression method for passive radar based on multi-carrier digital television signals

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
吴海洲 等: "基于DTTB 照射源的无源雷达直达波干扰抑制", 《电子与信息学报》 *
吴海洲 等: "数字电视辐射源雷达基于空域滤波的直达波获取", 《兵工学报》 *

Cited By (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104535977A (en) * 2014-09-04 2015-04-22 武汉滨湖电子有限责任公司 GSM signal based radar target detection method
CN104535977B (en) * 2014-09-04 2020-06-16 武汉滨湖电子有限责任公司 Radar target detection method based on GSM signal
CN104656062A (en) * 2015-01-29 2015-05-27 河海大学 Method for restraining dual-mode adaptive direct wave and noise wave of passive bistatic system
CN104954142A (en) * 2015-06-11 2015-09-30 哈尔滨工程大学 Broadband data acquisition device of sub-band splice
CN105187138A (en) * 2015-06-11 2015-12-23 哈尔滨工程大学 Sub-band splicing broadband data acquisition method
CN105187138B (en) * 2015-06-11 2017-05-24 哈尔滨工程大学 Sub-band splicing broadband data acquisition method
CN104954142B (en) * 2015-06-11 2017-06-20 哈尔滨工程大学 The wideband data harvester of one seed belt splicing
CN107367719A (en) * 2017-08-14 2017-11-21 南昌大学 A kind of clutter suppression method based on DRM signal external illuminators-based radars
CN107656246A (en) * 2017-08-18 2018-02-02 上海无线电设备研究所 A kind of space-based air-sea moving-target wide area detection system
CN111399006A (en) * 2020-04-07 2020-07-10 北京理工大学 High-sensitivity GNSS carrier tracking loop optimization method

Also Published As

Publication number Publication date
CN103344945B (en) 2015-05-06

Similar Documents

Publication Publication Date Title
CN103344945A (en) Direct wave and method for inhibiting multi-path interference of direct wave
CN105527610B (en) The multiple antennas combined optimization clutter suppression method estimated based on fractional order time delay
CN101533091B (en) Space-time two-dimensional narrow band barrage jamming method
WO2015172622A1 (en) Method for radio-frequency interference suppression of high-frequency ground wave radar
CN103728594B (en) Based on the external illuminators-based radar sea clutter disturbance restraining method of hyperchannel NLMS
CN104007453B (en) The frequency domain spatial domain associating anti-interference method of probabilistic search auxiliary
CN103033797B (en) Metrewave radar self-adaption frequency selection method based on spatial filtering
CN110320535B (en) Satellite navigation receiver multi-interference suppression method based on wavelet packet transformation and airspace processing
CN103885045B (en) Based on the circulation associating Adaptive beamformer method of Subarray partition
CN107886068B (en) Unknown line spectrum target detection method based on time-space domain line spectrum enhancer
CN104076368A (en) GPS anti-interference antenna technology
CN104865558A (en) Combined optimization method for phase-coded signal and mismatched filter based on p-norm
Hussein et al. A highly efficient spectrum sensing approach based on antenna arrays beamforming
Ries et al. Ultra wideband impulse beamforming: It is a different world
CN103926570B (en) External radiation source radar sea clutter disturbance restraining method based on multichannel RLS
CN103546191A (en) Method for detecting main synchronization sequence interference cancellation of full-domain coverage multi-beam S-LTE
CN109669167B (en) Airborne radar emission waveform selection method based on radio frequency stealth
CN104008270A (en) Multichannel reconstruction method and device for periodical non-uniform sampling SAR (synthetic aperture radar) signals
CN110109069B (en) Method for forming time-dependent-free frequency control array point-like interference wave beam
CN103278806B (en) Method for removing target detection Doppler dispersion of broadband signals based on sub-band processing
CN111079929B (en) Short-wave single-station multi-target geographical coordinate rapid estimation method based on neural calculation
Lu et al. Passive radar detection based on advanced broadcasting system-satellite
Masjedi et al. Direct path and multipath cancellation in passive radars using Subband Variable Step-Size LMS algorithm
CN117706588B (en) Anti-interference method and device based on space-time filtering, anti-interference antenna and medium
CN202772880U (en) Base station locking system based on CDMA2000 continuous carrier wave

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
C14 Grant of patent or utility model
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20150506

Termination date: 20160618