CN106844828A - Two dimension H is realized based on digraph opinion∞The method of wave filter FM II state-space models - Google Patents

Two dimension H is realized based on digraph opinion∞The method of wave filter FM II state-space models Download PDF

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CN106844828A
CN106844828A CN201611110536.4A CN201611110536A CN106844828A CN 106844828 A CN106844828 A CN 106844828A CN 201611110536 A CN201611110536 A CN 201611110536A CN 106844828 A CN106844828 A CN 106844828A
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digraph
matrix
monomial
circulation
arc
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陈华丽
蒋维
程骅
易文康
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Wuhan University of Science and Engineering WUSE
Wuhan University of Science and Technology WHUST
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Wuhan University of Science and Engineering WUSE
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    • G06FELECTRIC DIGITAL DATA PROCESSING
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    • G06F30/20Design optimisation, verification or simulation

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Abstract

The invention discloses one kind based on the theoretical realization two dimension H of two-dimentional digraphThe method of wave filter FM models, the method using two-dimentional digraph construction transmission function proper polynomial, then obtains state matrix A using the arc collection and vertex set of two-dimentional digraph first1,A2, and then determine ψ matrixes, determine to realize matrix B by ψ matrixes1,B2.FM model methods are constructed compared to simple digraph, it is first local in calculating process to realize denominator, then entirety obtains FM realizations, solution matrix B1,B2, substantial amounts of matrix computations and complex array can be produced during C, so as to substantially increase difficulty in computation and complexity.The present invention is implemented in combination with FM models with ψ matrix methods by digraph is theoretical, and this method possesses that calculating is simple, and obtain realize that order of matrix number is relatively low.

Description

Two dimension H is realized based on digraph opinion∞The method of wave filter FM-II state-space models
Technical field
Two dimension H is realized the present invention relates to wave filter technology, more particularly to a kind of being discussed based on digraphWave filter FM-II shapes The method of state space model.
Background technology
Filtering plays very important effect in control theory research, and it is one of important data processing method.This The method of kind is to recover status signal from observation noise output signal is carried.Most widely used at present is HFiltering, HFiltering It is by HNorm is applied in performance indications, and predicted state vector is carried out from observable signal.The H of uncertain systemFiltering Analysis Need to construct a multinomial or uncertain parameters in LFR.And passing through FM models, the indefinite model problems of LFR are in algebra On be equivalent to a realization for nD systems.Therefore, an efficient nD is realized to HFiltering control theory suffers from major contribution.
Have the FM models of accomplished in many ways multidimensional Rational Transfer both at home and abroad at present.These methods can substantially divide It is three classes:One class first obtains local FM and realizes that obtaining overall FM again realizes.Given transfer function matrix is decomposed into and is comprised only One-dimensional monomial and with product, to each factor construction Linear Fractional LFR (Linear Fractional Represention), overall LFR is obtained using LFR coupling calculating volumes.Equations of The Second Kind is that direct entirety FM is realized.
The content of the invention
The technical problem to be solved in the present invention is for defect of the prior art, there is provided one kind is real based on digraph opinion Existing two dimension HThe method of wave filter FM-II state-space models.
The technical solution adopted for the present invention to solve the technical problems is:Two dimension H is realized based on digraph opinionWave filter The method of FM-II state-space models, comprises the following steps:
1) to the H of uncertain systemFiltering is analyzed, and builds two dimension HThe FM models of filtering, the two-dimentional HFiltering FM models are as follows:
X (i, j)=A1x(i-1,j)+A2x(i,j-1)+B1u(i-1,j)+B2u(i,j-1) (1)
Y (i, j)=Cx (i, j)+Du (i, j) (2)
Wherein x (i, j) represents state vector, and u (i, j) represents external disturbance input, and y (i, j) represents controlled output;A1, A2,B1,B2, C, D are real number matrix, and the transmission function of system (1) and (2) is
Wherein d (z1,z2) represent proper polynomial, z1,z2Represent and postpone operation;IrIt is r rank unit matrixs;
2) the Two-Dimensional Discrete Systems G (z for giving1,z2), by proper polynomial d (z1,z2) resolve into a series of list Item formula, then one digraph circulation of each monomial correspondence;
3) the digraph circulation for combining all monomials obtains proper polynomial d (z1,z2) circulation, by two-dimentional digraph Arc collection and vertex set obtain state matrix A1,A2
4) using in ψ matrix methods:A1=A10+DHT1C,A2=A20+DHT2C, determines matrix A10,A20, by ψ=C (I- A10z1-A20z2)-1, obtain ψ matrixes;
5) for transmission function molecule n (z1,z2)=ψ (B1z1+B2z2), accomplished matrix B1,B2
By such scheme, step 2) in represent proper polynomial decompose monomial digraph circulation specific practice be, by d (z1,z2) decompose as follows:
To a monomial di(z1,z2) the digraph circulation of construction monomial, vertex set number M=degdi(z1,z2), i= 1…p;Wherein degdi(z1,z2) it is 2-d polynomial d (z1,z2) in monomial number of times maximum.
By such scheme, step 3) middle combination monomial digraph circulation di(z1,z2) obtain proper polynomial d (z1,z2) The detailed process of circular treatment is as follows:
One digraph D is made up of nonempty finite set V and S, and wherein V and S is respectively the vertex set and arc collection of digraph D, Each element of vertex set V is referred to as the summit of digraph D, and each element of S is referred to as the arc of digraph D;One two dimension has To figure D(2)=(V, S), wherein V={ v1,v2,...,vnAnd S={ ξ12Respectively represent digraph D vertex set and arc collection; Digraph D(2)Rank be summit in D number, digraph D(2)Scale be D(2)The number of middle arc;If from vertex viTo vjIn the presence of (z1,z2) arc, then corresponding matrix (A1,A2) jth row, the i-th row (being its coefficient represented by correspondence arc) for 0, wherein i, J=1 ..., n.
By such scheme, step 3) in combination monomial digraph circulation follow following principle:It is multinomial that combination obtains feature The digraph of formula will not produce new circulation;All of monomial digraph meets at last summit;Proper polynomial is oriented The coefficient of the arc that last summit is gone out is characterized polynomial coefficient in figure.
The beneficial effect comprise that:One avoids complicated solving ψ matrix processes using two-dimentional digraph theory, and And n-D discrete system FM models can be generalized to by n dimension digraph theories.Secondly it is whole to make use of ψ matrixes to realize digraph Body realizes transmission function, it is to avoid complicated solving realizes the process of matrix.
Brief description of the drawings
Below in conjunction with drawings and Examples, the invention will be further described, in accompanying drawing:
Fig. 1 is the method flow diagram of the embodiment of the present invention;
Fig. 2 is monomial d1(z1,z2),d2(z1,z2),d3(z1,z2),d4(z1,z2),d5(z1,z2) two-dimentional digraph;
Fig. 3 is D(2)Realize proper polynomial d (z1,z2) it is unsatisfactory for the schematic diagram of condition;
Fig. 4 is D(2)Realize proper polynomial d (z1, z2) meet the schematic diagram of condition.
Specific embodiment
In order to make the purpose , technical scheme and advantage of the present invention be clearer, with reference to embodiments, to the present invention It is further elaborated.It should be appreciated that specific embodiment described herein is only used to explain the present invention, limit is not used to The fixed present invention.
According to reality digraph of the invention it is theoretical withψMatrix method method overall procedure such as Fig. 1.Comprise the following steps:
Step S1:Two-dimentional HThe transmission function of wave filter FM models
Step S2:By proper polynomial d (z1,z2) a series of monomial is resolved into, for each monomial correspondence one Individual digraph circulation.
The value of monomial:d1(z1,z2)=a1z2, such as Fig. 2 (a);d2(z1,z2)=a2z2, such as Fig. 2 (b);Such as Fig. 2 (c);Such as Fig. 2 (d);Such as Fig. 2 (e);Correspondence 5 Digraph is circulated.Vertex set number M=degdi(z1,z2), i=1 ... 5, then Mi=3.
Step S3:The digraph circulation of combination monomial is according to following condition:
1. combination obtains the digraph of proper polynomial and will not produce new circulation.
2. all of monomial digraph meets at last summit.
3. the coefficient of the arc that last summit is gone out is characterized polynomial coefficient in proper polynomial digraph.
According to vertex set number 3 in monomial, construction such as Fig. 3 proper polynomial d (z1,z2) circulation, from the figure 3, it may be seen that all lists The digraph circulation of item formula meets at last vertex v of summit3Then meet condition 2.Digraph circulation number remains as 5 and meets bar Part 1, without the new circulation of generation (not having new monomial to produce).Each term coefficient a in proper polynomialiNot all by most Latter summit to other summits arc coefficient determine (Coefficient by vertex v1To v2Arc coefficient determine), no Meet condition 3.Then by vertex set number M+1, construction such as Fig. 4 proper polynomial d (z1,z2) circulation.As shown in Figure 4, all monomials Digraph circulation meets at last vertex v of summit4Then meet condition 2.Digraph circulation number remains as 5, new without producing Circulation then meet condition 1.Each term coefficient a in proper polynomialiThe arc coefficient all gone out by last summit determines, then Meet condition 3.
It is hereby achieved that state matrix A in ψ matrix methods1,A2
Step S4:Using in ψ matrix methods:A1=A10+DHT1C,A2=A20+DHT2C, determines matrix A10,A20, by ψ=C (I-A10z1-A20z2)-1Obtain ψ matrixes.From formula (12)
Can be obtained by formula (9) and C=[0 00 1]
ψ=[z1z2 z2 z11] and ψ z1∪ψz2Comprising all items of transmission function, then the ψ meets condition, otherwise returns to step Rapid S3 reconfigures monomial digraph.
Step S5:Using n (z1,z2)=ψ (B1z1+B2z2), accomplished matrix B1,B2
Then B1=[0 b3 0 b1]T B2=[b4 0 0 b2]T
It should be appreciated that for those of ordinary skills, can according to the above description be improved or be become Change, and all these modifications and variations should all belong to the protection domain of appended claims of the present invention.

Claims (4)

1. it is a kind of that two dimension H is realized based on digraph opinionThe method of wave filter FM-II state-space models, it is characterised in that including Following steps:
1) to the H of uncertain systemFiltering is analyzed, and builds two dimension HThe FM models of filtering, the two-dimentional HThe FM moulds of filtering Type is as follows:
X (i, j)=A1x(i-1,j)+A2x(i,j-1)+B1u(i-1,j)+B2u(i,j-1) (1)
Y (i, j)=Cx (i, j)+Du (i, j) (2)
Wherein x (i, j) represents state vector, and u (i, j) represents external disturbance input, and y (i, j) represents controlled output;A1,A2,B1, B2, C, D are real number matrix, and the transmission function of system (1) and (2) is
G ( z 1 , z 2 ) = n ( z 1 , z 2 ) d ( z 1 , z 2 ) = C ( I r - Σ i = 1 2 A i z i ) - 1 Σ i = 1 2 B i z i + D - - - ( 3 )
Wherein d (z1,z2) represent proper polynomial, z1,z2Represent and postpone operation;IrIt is r rank unit matrixs;
D = lim z 1 → 0 , z 2 → 0 G ( z 1 , z 2 ) - - - ( 4 )
2) the Two-Dimensional Discrete Systems G (z for giving1,z2), by proper polynomial d (z1,z2) a series of monomial is resolved into, Then one digraph circulation of each monomial correspondence;
3) the digraph circulation for combining all monomials obtains proper polynomial d (z1,z2) circulation, by two-dimentional digraph arc collection State matrix A is obtained with vertex set1,A2
4) using in ψ matrix methods:A1=A10+DHT1C,A2=A20+DHT2C, determines matrix A10,A20, by ψ=C (I-A10z1- A20z2)-1, obtain ψ matrixes;
5) for transmission function molecule n (z1,z2)=ψ (B1z1+B2z2), accomplished matrix B1,B2
2. method according to claim 1, it is characterised in that the step 2) in represent the individual event that proper polynomial is decomposed Formula digraph circulation specific practice is, by d (z1,z2) decompose as follows:
To a monomial di(z1,z2) the digraph circulation of construction monomial, vertex set number M=degdi(z1,z2), i=1 ... p; Wherein degdi(z1,z2) it is 2-d polynomial d (z1,z2) in monomial number of times maximum.
3. method according to claim 1, it is characterised in that the step 3) in combination monomial digraph circulation di (z1,z2) obtain proper polynomial d (z1,z2) circular treatment detailed process it is as follows:
One digraph D is made up of nonempty finite set V and S, and wherein V and S is respectively the vertex set and arc collection of digraph D, summit Each element for collecting V is referred to as the summit of digraph D, and each element of S is referred to as the arc of digraph D;One two-dimentional digraph D(2)=(V, S), wherein V={ v1,v2,…,vnAnd S={ ξ12Respectively represent digraph D vertex set and arc collection;Digraph D(2)Rank be summit in D number, digraph D(2)Scale be D(2)The number of middle arc;If from vertex viTo vjIn the presence of (z1,z2) Arc, then corresponding matrix (A1,A2) jth row, the i-th row are not 0, wherein i, j=1 ..., n.
4. method according to claim 1, it is characterised in that the step 3) in the digraph circulation of combination monomial follow Following principle:The digraph that combination obtains proper polynomial will not produce new circulation;All of monomial digraph meets at most Latter summit;The coefficient of the arc that last summit is gone out is characterized polynomial coefficient in proper polynomial digraph.
CN201611110536.4A 2016-12-02 2016-12-02 Two dimension H is realized based on digraph opinion∞The method of wave filter FM II state-space models Pending CN106844828A (en)

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Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111399395A (en) * 2020-03-23 2020-07-10 武汉科技大学 Implementation method of F-M II state space model based on radar target prediction system
CN114385964A (en) * 2021-12-10 2022-04-22 兰州大学 State space model calculation method, system and equipment of multivariate fractional order system

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111399395A (en) * 2020-03-23 2020-07-10 武汉科技大学 Implementation method of F-M II state space model based on radar target prediction system
CN111399395B (en) * 2020-03-23 2022-11-25 武汉科技大学 Implementation method of F-M II state space model based on radar target prediction system
CN114385964A (en) * 2021-12-10 2022-04-22 兰州大学 State space model calculation method, system and equipment of multivariate fractional order system
CN114385964B (en) * 2021-12-10 2023-11-07 兰州大学 State space model calculation method, system and equipment of multi-element fractional order system

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Application publication date: 20170613