CN107270938A - Single-shaft-rotation inertial navigation system posture demodulation method based on Taylor series fitting - Google Patents

Single-shaft-rotation inertial navigation system posture demodulation method based on Taylor series fitting Download PDF

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Publication number
CN107270938A
CN107270938A CN201710441867.4A CN201710441867A CN107270938A CN 107270938 A CN107270938 A CN 107270938A CN 201710441867 A CN201710441867 A CN 201710441867A CN 107270938 A CN107270938 A CN 107270938A
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mrow
msub
fitting
posture
munderover
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CN107270938B (en
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付强文
沈彦超
李四海
刘洋
金竹
曾进
周琪
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Xi'an Zhongke Huahang Photoelectric Technology Co.,Ltd.
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Northwestern Polytechnical University
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    • GPHYSICS
    • G01MEASURING; TESTING
    • G01CMEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C25/00Manufacturing, calibrating, cleaning, or repairing instruments or devices referred to in the other groups of this subclass
    • G01C25/005Manufacturing, calibrating, cleaning, or repairing instruments or devices referred to in the other groups of this subclass initial alignment, calibration or starting-up of inertial devices

Abstract

The present invention relates to a kind of single-shaft-rotation inertial navigation system posture demodulation method based on Taylor series fitting, optimal two-position alignment is realized using indexing mechanism, accurate attitude of carrier and course information is obtained, while estimation and compensation gyroscopic drift;Indexing mechanism is positive and negative turns around for control in calibration process, calculates and stores measurement corner, equivalent indexable angular speed, equivalent Index angle rate of acceleration and misalignment angle information;Misalignment angle error is modeled using higher order Taylor series expansion polynomial fitting method;After demarcation terminates, misalignment angle error is compensated using fitting coefficient, posture demodulation is completed.The inventive method need not introduce extra equipment, and misalignment angle error is compensated by Mathematical Fitting method, and posture demodulation accuracy is high, and engineering practicability is strong.

Description

Single-shaft-rotation inertial navigation system posture demodulation method based on Taylor series fitting
Technical field
The invention belongs to technical field of inertial, it is related to a kind of single-shaft-rotation inertial navigation system based on Taylor series fitting Posture demodulation method.
Background technology
Single-shaft-rotation modulation is a kind of error auto compensatng technology of inertial navigation system, passes through the rotating process around azimuth axis Modulation gyro and accelerometer become error slowly, to ensure the long-time navigation accuracy of inertial navigation system.But the introducing of indexing mechanism Inertial Measurement Unit (IMU) is set to be rotated relative to carrier, it is impossible to directly obtain the posture and course information of carrier, it is necessary to be adjusted System demodulation, and rotating shaft error and angle error are to influence the principal element of posture demodulation accuracy.
Document " study, Chinese journal of scientific instrument, 2014, Vol35 by single-shaft-rotation inertial navigation rotor shaft direction high-precision calibrating method (12), p111-115 " discloses a kind of scaling method of single-shaft-rotation inertial navigation system rotor shaft direction error.Method analyzes orientation Misalignment error model between rotary shaft and IMU measurement axles, on the premise of attitude of carrier is static, by exporting number to gyro Handled according to rotating shaft angular encoder measured value, the demarcation and compensation of rotating shaft error angle can be realized.But this method is omitted Initial alignment process, the stated accuracy of rotor shaft direction is by earth rotation component and gyro zero is inclined is influenceed;And method is by misalignment Angle is considered as constant value, do not account for that rotating shaft between angle measurement encoder and rotary shaft is eccentric, install tilt and bearing clearance etc. because The influence of element, posture demodulation accuracy is not high in systems in practice.
The content of the invention
The technical problem to be solved
In order to avoid the shortcomings of the prior art, the present invention proposes that a kind of single-shaft-rotation based on Taylor series fitting is used to Guiding systems posture demodulation method, overcomes the shortcomings of that existing posture demodulation method precision is low.
Technical scheme
A kind of single-shaft-rotation inertial navigation system posture demodulation method based on Taylor series fitting, it is characterised in that step is such as Under:
Step 1:Inertial navigation system is obtained after initial position, optimal two-position alignment is carried out using indexing mechanism, wherein first Position angle position is 180 °, and second place angle position is 0 °;Carrier is obtained using classical kalman filter method accurate Initial attitude and course information are simultaneously estimated gyroscopic drift and compensated;
Step 2:After two-position alignment terminates, keep inertial navigation system it is static, control indexing mechanism with 6 °/s around azimuth axis just Invert in each circle, rotation process using traditional quaternion calculation method progress posture renewal, calculate and store:Measurement corner α, Equivalent Rotational angular speedEquivalent Rotational angle rate of accelerationWith misalignment angle error φb
Step 3:Umklapp process is aligned respectively using higher order Taylor series expansion fitting misalignment φbWith α,Between function close System, obtains coefficient of polynomial fitting and preserves;
The functional relation is:
φ in formulaiRepresent the x in the case of rotating, y, z-axis misalignment component, m and n represent respectively α andFitting rank Number, pi,kAnd ci,jFor corresponding fitting coefficient;
Step 4:By fitting coefficient pi,kAnd ci,jStore to navigational computer, in navigation stage according to fitting coefficient, indexing Angle [alpha] and Index angle rate of accelerationBy functional relation:
Compensation misalignment is calculated, posture demodulation is completed in real time and is calculated.
Beneficial effect
A kind of single-shaft-rotation inertial navigation system posture demodulation method based on Taylor series fitting proposed by the present invention, using turn Position mechanism realizes optimal two-position alignment, obtains accurate attitude of carrier and course information, while estimation and compensation gyroscopic drift; Indexing mechanism is positive and negative turns around for control in calibration process, calculates and stores measurement corner, equivalent indexable angular speed, equivalent Index angle Rate of acceleration and misalignment angle information;Misalignment angle error is modeled using higher order Taylor series expansion polynomial fitting method;Demarcation After end, misalignment angle error is compensated using fitting coefficient, posture demodulation is completed.The inventive method need not be introduced additionally Equipment, misalignment angle error is compensated by Mathematical Fitting method, posture demodulation accuracy is high, engineering practicability is strong.
The present invention has considered the rotating shaft bias of influence posture demodulation result, has installed the factors such as inclination and bearing clearance, Accurate Model is carried out to misalignment angle error using higher order Taylor series expansion, it is not necessary to which auxiliary equipment can complete error calibration, engineering It is practical.Method can effectively improve the posture demodulation accuracy of single-shaft-rotation modulation inertial navigation system, the angle of pitch, roll angle and boat [0.5 can be reached to angle demodulation result;0.9;1.8] " (1 σ), 230 times, 140 times and 22 times have been respectively increased before relatively compensating.
Brief description of the drawings
Fig. 1 is the flow chart that inertial navigation system posture demodulation method is modulated in single shaft rotating of the present invention.
Fig. 2 is the misalignment change curve in calibration process of the embodiment of the present invention.
Fig. 3 is uncompensated attitude error curve in verification process of the embodiment of the present invention.
Fig. 4 is the posture demodulating error curve after compensating in verification process of the embodiment of the present invention.
Embodiment
In conjunction with embodiment, accompanying drawing, the invention will be further described:
1st, optimal two-position is carried out using indexing mechanism to be initially aligned:
Reference picture 1, in t0After moment, inertial navigation system bookbinding initial position, at the beginning of control indexing mechanism carries out optimal two-position Begin to be aligned.Wherein t0Moment is first position, and indexing mechanism is in 180 °;t1Moment turns to the second place, and indexing mechanism is in 0°.Alignment procedures use Kalman filtering algorithm, while accurate initial attitude battle array is obtained, gyroscopic drift is carried out estimation and Compensation.
The coordinate system being related in solution process is defined as follows:
B-IMU coordinate systems, reference axis points to the right side-preceding-upper direction of Inertial Measurement Unit;
M- carrier coordinate systems, reference axis points to the right side-preceding-upper direction of carrier;
N-navigational coordinate system, reference axis points to east-north-day direction of carrier geographic location.
Alignment terminates t2Moment angle position is 0 °, it is believed that IMU coordinate systems b is overlapped with carrier coordinate system m, and alignment is terminated Posture battle arrayIt is used as the attitude matrix of carrier coordinate system
2nd, data calculation and storage.
The reference picture 1, [t after alignment terminates2,t3] ensure that carrier coordinate system m is static, controls indexing machine in time interval Structure is with 6 °/s around each circle of azimuth axis rotating.Posture renewal is carried out in rotation process, while calculate and store indexable angle [alpha], Equivalent indexable angular speedEquivalent angle rate of accelerationWith misalignment φb
Remember tk-1、tk、tk+1Moment indexing angle is followed successively by αk-1、αk、αk+1, calculate tkAnd tk+1The equivalent Index angle speed at moment Rate
Calculate tk+1Moment equivalent Index angle rate of acceleration
Rotating shaft and angle error cause to calculate the IMU coordinate system b ' obtained and true IMU coordinate systems b is misaligned, calculates two Error matrix between coordinate system
In formulaFor navigation calculation attitude matrix,For attitude of carrier matrix,To be exported according to rotating shaft angular encoder The transition matrix that indexable angle [alpha] is resolved
Note b ' is that the misalignment between b systems is φb, there is relational expression
Wherein I represents 3 rank unit matrix, φb× represent vector φbAntisymmetric matrix.
Misalignment is solved according to formula (4) and formula (6), obtained
Wherein φx、φy、φzFor φbThree-dimensional component,RepresentThe i-th row jth column element.
3rd, higher order Taylor series expansion fitting of a polynomial.
Due to there is bearing clearance, the misalignment in rotating stage is not exclusively overlapped, and is added during rotating switching by angle Speed influence can produce mutation Error.After data acquisition terminates, according to equivalent indexable angular speedDistinguish [t2,t3] time interval Rotating process.Misalignment is described using higher order Taylor series expansion multinomial, Umklapp process is aligned respectively and is fitted misalignment by formula (8) Angle φbWith angle position α, Index angle rate of accelerationBetween functional relation, obtain coefficient of polynomial fitting simultaneously preserve.
φ in formulaiRepresent the x in the case of rotating, y, z-axis misalignment component, m and n represent α andFitting exponent number, m takes 15, n take 8, pi,kAnd ci,jFor corresponding fitting coefficient.
4th, posture demodulation compensation.
Reference picture 1, in [t3,t4] the interior control continuous rotating of indexing mechanism of time interval, by fitting coefficient pi,k、ci,jShould For navigation procedure.According to fitting coefficient, indexable angle [alpha] and Index angle rate of accelerationCompensation misalignment is calculated by formula (8)
According to compensation misalignmentCalculate posture battle array
Then demodulation attitude matrix is calculated
Demodulation attitude angle after being compensated according to demodulation posture battle array
Wherein θ, γ and ψ are followed successively by the angle of pitch, roll angle and course angle of carrier,Representing matrixThe i-th row Jth column element.
Apply the inventive method to below in specific embodiment.
Experiment is used to group using Laser strapdown, and wherein laser gyro precision is 0.005 °/h, and accelerometer precision is 40 μ g, IMU data sampling frequencies are 400Hz.Successively carry out two-position alignment and misalignment demarcation after, control indexing mechanism with 6 °/s around The positive and negative continuous rotation 8min of azimuth axis, is verified to posture demodulation effect.
Fig. 2 is the misalignment angular curve in calibration process of the embodiment of the present invention.Partial enlarged drawing on the right side of Fig. 2 shows, misalignment Angle is not exclusively overlapped in the rotating stage, wherein φzAlso there is substantially mutation in rotating handoff procedure.Therefore method is divided Not Ni He rotating process, and set up misalignment φbWith Index angle rate of accelerationBetween relation.
Fig. 3 is verification process of the embodiment of the present invention [t3,t4] interval interior uncompensated posture demodulating error curve.Before compensation, Misalignment is in obvious mechanical periodicity trend, and 8min attitude errors statistical value is [122.6;130.6;40.4]″(1σ).
Fig. 4 is verification process of the embodiment of the present invention [t3,t4] it is interval in compensate after posture demodulating error curve.Using this After inventive method compensation, the posture demodulating error statistical value of 8min rotating processes is [0.5;0.9;1.8] " (1 σ), demodulation essence Degree has been respectively increased 230 times, 140 times, 22 times.Remaining commutation mutation Error is not regular strong, it is difficult to modeling compensation, but continues Time is short, can be by setting angle rate of acceleration decision condition to avoid.

Claims (1)

1. a kind of single-shaft-rotation inertial navigation system posture demodulation method based on Taylor series fitting, it is characterised in that step is as follows:
Step 1:Inertial navigation system is obtained after initial position, and optimal two-position alignment, wherein first position are carried out using indexing mechanism Angle position is 180 °, and second place angle position is 0 °;Carrier is obtained using classical kalman filter method accurately initial Posture and course information are simultaneously estimated gyroscopic drift and compensated;
Step 2:After two-position alignment terminates, keep inertial navigation system static, control indexing mechanism is with 6 °/s around azimuth axis rotating Posture renewal is carried out using traditional quaternion calculation method in each circle, rotation process, calculates and stores:Measure corner α, it is equivalent Rotate angular speedEquivalent Rotational angle rate of accelerationWith misalignment angle error φb
Step 3:Umklapp process is aligned respectively using higher order Taylor series expansion fitting misalignment φbWith α,Between functional relation, obtain Obtain coefficient of polynomial fitting and preserve;
The functional relation is:
<mrow> <msub> <mi>&amp;phi;</mi> <mi>i</mi> </msub> <mo>=</mo> <munderover> <mi>&amp;Sigma;</mi> <mrow> <mi>k</mi> <mo>=</mo> <mn>0</mn> </mrow> <mi>m</mi> </munderover> <msub> <mi>p</mi> <mrow> <mi>i</mi> <mo>,</mo> <mi>k</mi> </mrow> </msub> <msup> <mi>&amp;alpha;</mi> <mi>k</mi> </msup> <mo>+</mo> <munderover> <mi>&amp;Sigma;</mi> <mrow> <mi>j</mi> <mo>=</mo> <mn>0</mn> </mrow> <mi>n</mi> </munderover> <msub> <mi>c</mi> <mrow> <mi>i</mi> <mo>,</mo> <mi>j</mi> </mrow> </msub> <msup> <mover> <mi>&amp;alpha;</mi> <mo>&amp;CenterDot;&amp;CenterDot;</mo> </mover> <mi>j</mi> </msup> <mo>,</mo> <mi>i</mi> <mo>=</mo> <mi>x</mi> <mo>+</mo> <mo>,</mo> <mi>x</mi> <mo>-</mo> <mo>,</mo> <mi>y</mi> <mo>+</mo> <mo>,</mo> <mi>y</mi> <mo>-</mo> <mo>,</mo> <mi>z</mi> <mo>+</mo> <mo>,</mo> <mi>z</mi> <mo>-</mo> </mrow>
φ in formulaiRepresent the x in the case of rotating, y, z-axis misalignment component, m and n represent respectively α andFitting exponent number, pi,k And ci,jFor corresponding fitting coefficient;
Step 4:By fitting coefficient pi,kAnd ci,jStore to navigational computer, in navigation stage according to fitting coefficient, indexable angle [alpha] With Index angle rate of accelerationBy functional relation:
<mrow> <msub> <mi>&amp;phi;</mi> <mi>i</mi> </msub> <mo>=</mo> <munderover> <mo>&amp;Sigma;</mo> <mrow> <mi>k</mi> <mo>=</mo> <mn>0</mn> </mrow> <mi>m</mi> </munderover> <msub> <mi>p</mi> <mrow> <mi>i</mi> <mo>,</mo> <mi>k</mi> </mrow> </msub> <msup> <mi>&amp;alpha;</mi> <mi>k</mi> </msup> <mo>+</mo> <munderover> <mo>&amp;Sigma;</mo> <mrow> <mi>j</mi> <mo>=</mo> <mn>0</mn> </mrow> <mi>n</mi> </munderover> <msub> <mi>c</mi> <mrow> <mi>i</mi> <mo>,</mo> <mi>j</mi> </mrow> </msub> <msup> <mover> <mi>&amp;alpha;</mi> <mo>&amp;CenterDot;&amp;CenterDot;</mo> </mover> <mi>j</mi> </msup> </mrow>
Compensation misalignment is calculated, posture demodulation is completed in real time and is calculated.
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CN109211269A (en) * 2018-08-16 2019-01-15 昆山天地睿航智能科技有限公司 A kind of dual-axis rotation inertial navigation system attitude error scaling method
CN109751999A (en) * 2019-01-21 2019-05-14 深圳大学 A kind of scaling method, the apparatus and system of duct survey robot
CN109959390A (en) * 2018-12-26 2019-07-02 中国电子科技集团公司第二十研究所 A kind of installation deviation compensation method of rotation modulation system two-position
CN111707290A (en) * 2020-06-12 2020-09-25 浙江大学 Automatic calibration turntable of three-degree-of-freedom sensor
CN114166215A (en) * 2021-11-19 2022-03-11 西安航天精密机电研究所 Indexing mechanism of rotary strapdown inertial measurement unit and IMU synchronous calibration and compensation method
CN115077520A (en) * 2022-08-22 2022-09-20 中国船舶重工集团公司第七0七研究所 Attitude compensation method based on resonant inertial navigation system
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CN108489485A (en) * 2018-03-20 2018-09-04 西北工业大学 A kind of free from error inertial navigation numerical value update method
CN109211269A (en) * 2018-08-16 2019-01-15 昆山天地睿航智能科技有限公司 A kind of dual-axis rotation inertial navigation system attitude error scaling method
CN109211269B (en) * 2018-08-16 2022-06-24 昆山天地睿航智能科技有限公司 Attitude angle error calibration method for double-shaft rotary inertial navigation system
CN109959390B (en) * 2018-12-26 2022-11-22 中国电子科技集团公司第二十研究所 Dual-position installation deviation compensation method for rotary modulation system
CN109959390A (en) * 2018-12-26 2019-07-02 中国电子科技集团公司第二十研究所 A kind of installation deviation compensation method of rotation modulation system two-position
CN109751999A (en) * 2019-01-21 2019-05-14 深圳大学 A kind of scaling method, the apparatus and system of duct survey robot
CN109751999B (en) * 2019-01-21 2020-07-24 深圳大学 Calibration method, device and system of pipeline measuring robot
CN111707290A (en) * 2020-06-12 2020-09-25 浙江大学 Automatic calibration turntable of three-degree-of-freedom sensor
CN114166215A (en) * 2021-11-19 2022-03-11 西安航天精密机电研究所 Indexing mechanism of rotary strapdown inertial measurement unit and IMU synchronous calibration and compensation method
CN114166215B (en) * 2021-11-19 2023-08-04 西安航天精密机电研究所 Indexing mechanism of rotary strapdown inertial measurement unit (SIU) and IMU synchronous calibration and compensation method
CN115265591A (en) * 2022-07-15 2022-11-01 北京航空航天大学 Method for calibrating installation errors of double-shaft rotary inertial navigation unit (IMU) and indexing mechanism
CN115265591B (en) * 2022-07-15 2024-04-09 北京航空航天大学 Calibration method for mounting errors of biaxial rotation inertial navigation IMU and indexing mechanism
CN115077520B (en) * 2022-08-22 2022-11-01 中国船舶重工集团公司第七0七研究所 Attitude compensation method based on resonant inertial navigation system
CN115077520A (en) * 2022-08-22 2022-09-20 中国船舶重工集团公司第七0七研究所 Attitude compensation method based on resonant inertial navigation system

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