CN110006447A - A kind of any attitude MEMS integrated attitude determination method without being initially aligned - Google Patents

A kind of any attitude MEMS integrated attitude determination method without being initially aligned Download PDF

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CN110006447A
CN110006447A CN201910271775.5A CN201910271775A CN110006447A CN 110006447 A CN110006447 A CN 110006447A CN 201910271775 A CN201910271775 A CN 201910271775A CN 110006447 A CN110006447 A CN 110006447A
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attitude
error
magnetometer
state
mems
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CN110006447B (en
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陈芳
张箭飞
巩英辉
谢佳
郭振西
季登高
孙晓松
武斌
陈志刚
王顺
余颖
张宁宁
韩伯雄
张敏刚
肖文
葛亚杰
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China Academy of Launch Vehicle Technology CALT
Beijing Institute of Near Space Vehicles System Engineering
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China Academy of Launch Vehicle Technology CALT
Beijing Institute of Near Space Vehicles System Engineering
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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

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  • Manufacturing & Machinery (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
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Abstract

A kind of any attitude MEMS integrated attitude determination method without being initially aligned of the present invention, steps are as follows: 1) defining modified R odrigues parameter;2) it establishes and is based on modified R odrigues nonlinearity in parameters attitude error state equation;3) the non-linear observational equation of magnetometer is established;4) linearization process is carried out to the observational equation of nonlinear attitude error state equation and magnetometer, obtains the linearisation observation model of linearisation the state error model and magnetometer of state error;5) obtained nonlinear state error equation and observational equation is utilized, in conjunction with linearisation state model and observation model, the optimal estimation of modified R odrigues parameter is obtained using EKF filter method, it is used as posture result for Guidance and control, realizes the MEMS and magnetometer integrated attitude determination of any attitude.

Description

A kind of any attitude MEMS integrated attitude determination method without being initially aligned
Technical field
The invention belongs to navigational guidance fields, are related to a kind of integrated attitude determination side any attitude MEMS without being initially aligned Method.
Background technique
It is realized using MEMS inertia device as leading boat device build navigation system by integral calculation and determines appearance positioning, because And it needs initially to be aligned before transmission.General common initial alignment scheme needs ground to establish datum mark, passes through ground Electro-optic theodolite carries out light and takes aim at, and obtains initial navigation system initial state information.Need mating corresponding ground installation, production operation Process, the alignment time is long, and combat readiness is complicated.An important factor for initial alignment time-consuming is influence launch preparation time, and shorten Launch preparation time is to improve missile weapon system quick-reaction capability, improves the important means of fighting efficiency.
Summary of the invention
Technical problem solved by the present invention is proposing one aiming at the problem that initial alignment is time-consuming to reduce Weapon Combat efficiency Kind realizes that three-axis attitude is determined by magnetometer, without ground without any attitude MEMS integrated attitude determination technology being initially aligned Face is equipped with transmitting preparatory condition, while greatly shortening launch preparation time, efficiently solves and is used to group without MEMS in support transmitting Initial Alignment.
The technical scheme is that a kind of any attitude MEMS integrated attitude determination method without being initially aligned, feature It is that steps are as follows:
1) modified R odrigues parameter is defined;
2) it establishes and is based on modified R odrigues nonlinearity in parameters attitude error state equation;
3) the non-linear observational equation of magnetometer is established;
4) linearization process is carried out to the observational equation of nonlinear attitude error state equation and magnetometer, obtains state mistake The linearisation observation model of linearisation the state error model and magnetometer of difference;
5) using obtained nonlinear state error equation and observational equation, in conjunction with linearisation state model and observation mould Type obtains the optimal estimation of modified R odrigues parameter using EKF filter method, controls as posture result for guidance System uses, and realizes the MEMS and magnetometer integrated attitude determination of any attitude.
The concrete form of modified R odrigues parameter in the step 1) are as follows:WhereinFor the unit vector of rotary shaft, θ is the angle turned over, subscriptTIndicate to The transposition of amount or matrix.
The specific shape based on modified R odrigues nonlinearity in parameters attitude error state equation is established in the step 2) Formula are as follows:
Wherein δ σ=[δ σ1 δσ2 δσ3]TFor the error of modified R odrigues parameter,For MEMS top Spiral shell measurement error,Angular velocity of rotation for the used group body coordinate system of MEMS relative to reference frame is used to group ontology in MEMS Projection under system,It is used to the measured value of group output for MEMS, symbol | | | | indicate that vector field homoemorphism, f (δ σ) indicate modified Rodrigues parameter state error time change rateWith the functional relation of δ σ.
The concrete form of the non-linear observational equation of magnetometer is established in the step 3) are as follows:
Wherein magnetometer observation error To be calculated by Geomagnetic Field Model, attitude quaternion The ontology quaternary number arrived,For magnetometer survey value, g (δ σ) indicates relevant to state error δ σ in magnetometer survey error Functional relation.
Linearization process is carried out to the observational equation of nonlinear attitude error state equation and magnetometer in the step 4), Obtain the concrete form of the inearized model of state error are as follows:
WhereinState error time rate of change f (δ σ) is indicated to the partial derivative of state error, G indicates state Partial derivative of the error time change rate to MEMS gyro measurement error.
Concrete form of the state error time rate of change f (δ σ) to the partial derivative of state error are as follows:
It is described to indicate state error time rate of change to the concrete form of the partial derivative G of MEMS gyro measurement error are as follows:
I3×3For the unit matrix of 3 × 3 dimensions.
Linearization process is carried out to the observational equation of nonlinear attitude error state equation and magnetometer in the step 4), Obtain the concrete form of the linearisation observation model of magnetometer are as follows:
WhereinFor magnetometer observation modelTo the partial derivative of state error δ σ,Indicate that g (δ σ) is to the inclined of state error δ σ in magnetometer error model Derivative,
G (δ σ) is to the partial derivative of state error δ σ in the magnetometer error modelSpecific formula is as follows:
The tool of the optimal estimation of modified R odrigues parameter is obtained in the step 5) using EKF filter method Body process are as follows: using obtained nonlinear state error equation and observational equation, in conjunction with linearisation state model and observation model, Using EKF filter method, recursion obtains the optimal estimation of modified R odrigues parameter, as posture result for guidance Control uses, and realizes the MEMS and magnetometer integrated attitude determination of any attitude.
Compared with the prior art, the advantages of the invention are the MEMS/ magnetometer integrated attitude determination method that this project proposes, is based on Modified Rodrigues establish state equation and observational equation, obtain error most using EKF filter method Excellent estimation realizes the integrated attitude determination under any attitude without initial information, efficiently solves initial without group is used in support transmitting Alignment issues without being equipped with ground aiming facility, while greatly shortening launch preparation time.
Detailed description of the invention
Fig. 1 is the method for the present invention flow chart;
Fig. 2 is MEMS gyro magnetometer integrated attitude determination error schematic diagram.
Specific embodiment
This project proposes one kind without any initial state information, obtains merely with used group with three axis magnetometer The method of the three-axis attitude information of missile weapon system.Without any priori posture information, attitude error is no longer small Deviation cannot establish attitude error model with traditional little deviation linear equation.Description nonlinear attitude error generallys use Quaternion model, quaternary number is there are four variable, and only there are three being independent, thus there are redundancy issues, can make state error Covariance matrix generation is unusual, while resolving the problem of there is also standardization using quaternary number.Traditional processing method is using four The vector section of first number is modeled, and the scalar component in quaternary number, i.e. rotation angle size are ignored, i.e. hypothesis quaternary number error is Low-angle.But used group initial attitude deviation is larger in practice, and above-mentioned model no longer adapts to, and needs to establish arbitrary initial great-attitude angle The adaptable attitude error model of deviation.
Modified R odrigues parameter is introduced into posture determination by this project, converts three for four parameters of quaternary number A parameter describes attitude error, retains the vector form and amplitude of quaternary number, while avoiding existing using attitude angle description Singularity problem, without any initial state information, can be completed three-axis attitude determine.
1, Modified Rodrigues are defined, three amounts is converted by quaternary number four amounts to describe posture, guarantees three Independence between a parameter, while avoiding error covariance matrix singular problem and On The Standardization existing for traditional quaternion.
Modified Rodrigues:
In formula,For quaternary number;For rotary shaft unit vector, θ is The angle turned over.Rotation angle is described by tan (θ 4), modified R odrigues parameter can adapt to-π~π range, It is suitable for the quaternary number of any rotation angle.
Quaternary number deviationWherein qcFor the observation of quaternary number, Corresponding modified R odrigues error can indicate are as follows:
In formula, δ qvIndicate quaternary number error vector part;Similarly, that quaternary number error can be obtained by formula (2) is as follows:
2, the attitude error state equation based on modified R odrigues parameter is established:
Differentiating to formula (2), to obtain attitude error equations as follows for equation:
The error equation of quaternary number is as follows:
Wherein gyro to measure error Rotation for used group body coordinate system relative to reference frame Projection of the tarnsition velocity under used group this system,For the measured value of used group output.
Formula (5), (3) are substituted into formula (4):
3, the observation model of magnetometer is established:
Subtract each other the observation model for establishing magnetometer with magnetic intensity vector:
In formula,For the ontology quaternary number being calculated by Geomagnetic Field Model, attitude quaternion,For magnetic strength measurement Magnitude;
Formula (3) substitution formula (7) can be obtained:
4, line processing is carried out to the observation model of nonlinear attitude error state model and magnetometer:
Formula (6) is linearized, the inearized model of state error is obtained:
Wherein:
Formula (8) is linearized, magnetometer linearisation observation model is obtained:
Wherein
Wherein,Its calculation formula is as follows:
5, kalman filtering estimation is carried out to error model
According to the state equation and observation model of above-mentioned foundation, using non-linear kalman filtering method, to arbitrary initial Used group+magnetometer the combined system of MEMS is estimated under posture, realizes integrated attitude determination.
The content that description in the present invention is not described in detail belongs to the well-known technique of professional and technical personnel in the field.
According to the state model and observation model of above-mentioned foundation, using nonlinear Kalman filtering mode, to arbitrary initial Used group/magnetometer integrated attitude determination the technology of MEMS is verified under attitude misalignment, and simulation result is as shown in Figure 2, the results showed that combination It is correct to determine appearance model, concept feasible.

Claims (10)

1. a kind of any attitude MEMS integrated attitude determination method without being initially aligned, it is characterised in that steps are as follows:
1) modified R odrigues parameter is defined;
2) it establishes and is based on modified R odrigues nonlinearity in parameters attitude error state equation;
3) the non-linear observational equation of magnetometer is established;
4) linearization process is carried out to the observational equation of nonlinear attitude error state equation and magnetometer, obtains state error Linearize the linearisation observation model of state error model and magnetometer;
5) using obtained nonlinear state error equation and observational equation, in conjunction with linearisation state model and observation model, benefit The optimal estimation of modified R odrigues parameter is obtained with EKF filter method, is made as posture result for Guidance and control With realizing the MEMS and magnetometer integrated attitude determination of any attitude.
2. a kind of any attitude MEMS integrated attitude determination method without being initially aligned according to claim 1, feature exist In: the concrete form of modified R odrigues parameter in the step 1) are as follows:WhereinFor the unit vector of rotary shaft, θ is the angle turned over, subscriptTIndicate the transposition of vector or matrix.
3. a kind of any attitude MEMS integrated attitude determination method without being initially aligned according to claim 1, feature exist In: the concrete form based on modified R odrigues nonlinearity in parameters attitude error state equation is established in the step 2) are as follows:
Wherein δ σ=[δ σ1 δσ2 δσ3]TFor the error of modified R odrigues parameter,For MEMS gyro measurement Error,It is used to organize under this system in MEMS relative to the angular velocity of rotation of reference frame for the used body coordinate system of organizing of MEMS Projection,It is used to the measured value of group output for MEMS, symbol | | | | indicate that vector field homoemorphism, f (δ σ) indicate modified Rodrigues parameter state error time change rateWith the functional relation of δ σ.
4. a kind of any attitude MEMS integrated attitude determination method without being initially aligned according to claim 3, feature exist In: the concrete form of the non-linear observational equation of magnetometer is established in the step 3) are as follows:
Wherein magnetometer observation error It is calculated by Geomagnetic Field Model, attitude quaternion Ontology quaternary number,For magnetometer survey value, g (δ σ) indicates function relevant to state error δ σ in magnetometer survey error Relationship.
5. a kind of any attitude MEMS integrated attitude determination method without being initially aligned according to claim 3, feature exist In: linearization process is carried out to the observational equation of nonlinear attitude error state equation and magnetometer in the step 4), is obtained The concrete form of the inearized model of state error are as follows:
WhereinState error time rate of change f (δ σ) is indicated to the partial derivative of state error, G indicates state error Partial derivative of the time rate of change to MEMS gyro measurement error.
6. a kind of any attitude MEMS integrated attitude determination method without being initially aligned according to claim 5, feature exist In: concrete form of the state error time rate of change f (δ σ) to the partial derivative of state error are as follows:
7. a kind of any attitude MEMS integrated attitude determination method without being initially aligned according to claim 5, feature exist In: it is described to indicate state error time rate of change to the concrete form of the partial derivative G of MEMS gyro measurement error are as follows:
I3×3For the unit matrix of 3 × 3 dimensions.
8. a kind of any attitude MEMS integrated attitude determination method without being initially aligned according to claim 3, feature exist In: linearization process is carried out to the observational equation of nonlinear attitude error state equation and magnetometer in the step 4), is obtained The concrete form of the linearisation observation model of magnetometer are as follows:
WhereinFor magnetometer observation modelTo the partial derivative of state error δ σ,Indicate that g (δ σ) is to the inclined of state error δ σ in magnetometer error model Derivative.
9. a kind of any attitude MEMS integrated attitude determination method without being initially aligned according to claim 8, feature exist In: g (δ σ) is to the partial derivative of state error δ σ in the magnetometer error modelSpecific formula is as follows:
10. -9 any a kind of any attitude MEMS integrated attitude determination method without being initially aligned according to claim 1, It is characterized in that: obtaining the optimal estimation of modified R odrigues parameter in the step 5) using EKF filter method Detailed process are as follows: using obtained nonlinear state error equation and observational equation, in conjunction with linearisation state model and observation mould Type, using EKF filter method, recursion obtains the optimal estimation of modified R odrigues parameter, supplies as posture result Guidance and control uses, and realizes the MEMS and magnetometer integrated attitude determination of any attitude.
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