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Zhuyin laniu Ren

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Give the reduced composition r, construct a curve (Pre-image ... The set of nu 1 vectors [ X w] forms. an orthonormal basis for the tangent ... – PowerPoint PPT presentation

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Title: Zhuyin laniu Ren


1

Species reconstruction by attracting-manifold
pre-image curve method
  • Zhuyin (laniu) Ren
  • Feb. 1th, 2005

2
Dimension Reduction of combustion chemistry
  • Dimension Reduction Represent combustion
    chemistry in terms of reduced composition r
    (nr) instead of the full composition f(nf)
  • Species reconstruction Given a reduced
    composition r, provide a procedure to determine
    the corresponding full composition on the
    manifold fm

3
Dimension Reduction (Geometric Picture)
  • Reduced composition rr1, r2,, rnr (nr lt nF)
    given by the
  • reduction process rBTf
  • Represented subspace B the subspace spanned by
    the columns
  • of B Unrepresented subspace U B-
  • Feasible region F(r) the union of all
    realizable, feasible compositions (satisfying BTf
    r )
  • Species reconstruction is to select from the
    feasible region the particular composition which
    is deemed to be most likely to occur in a
    reactive flow

4
Pre-Image Curves (Ideas)
  • Use the fact that trajectories will be attracted
    to the low
  • dimension attracting manifold
  • Identify the corresponding composition point at
    the attracting
  • manifold as the reconstructed composition.
    (Identify the
  • attracting manifold)
  • The reconstructed composition (manifold
    construction) is
  • independent of the matrix B
  • Give the reduced composition r, construct a curve
    (Pre-image
  • curve) in the full composition space (the
    trajectories
  • starting from this curve will have the same
    reduced composition at some positive time)

5
Pre-Image Curves (2)
  • Assumption there is an attracting manifold
    (black line)
  • Ideally, species reconstruction should identify
    point A
  • A good approximation to point A can being
    obtained by following the reaction trajectory
    from a point such as I
  • A suitable initial point I is achieved by
    generating a curve C in the pre-image manifold
    from a starting feasible point, denoted by O

Sketch of reaction trajectories in the pre-image
manifold MP.
How to generate the Pre-Image Curves?
6
Construction of the attracting-manifold pre-image
curve -----Tangent space of the pre-image
manifold (1)
1)
7
Construction of the attracting-manifold pre-image
curve -----Tangent space of the pre-image
manifold (2)
Thus the columns of X are orthonormal tangent
vectors of the pre-image manifold. The final
tangent vector is determined by
6)
The set of nu1 vectors X w forms an
orthonormal basis for the tangent space of the
pre-image manifold
8
Construction of the attracting-manifold pre-image
curve -----maximally compressive subspace
  • The sensitivity matrix is defined as
  • The initial infinitesimal ball is mapped to an
    ellipsoid
  • The initial ball is squashed to a low dimensional
    object, and this low dimensional object aligns
    with the attracting manifold
  • The maximally compressive subspace of the
    initial ball is that spanned by VC
  • The maximally compressive subspace corresponds
    to the local fast subspace at the initial point

9
Construction of the attracting-manifold pre-image
curve
1)
2)

aXXT(VCVCT)S, where VCVCTS is the component of S
in the maximally compressive directions
Therefore
Where dt and da are two adjustable Parameters
and da a dt .
10
Demonstration H2-O2 system
Full composition space -10 dimensional (9 species
Enthalpy). Given fixed elements and enthalpy,
the system has 6 degree of freedom.
11
Effects of the two terms in the Pre-image
construction
Reduced composition H2O 3 Elements Enthalpy.
12
Auto ignition test case 1
Reduced composition H2O 3 Elements Enthalpy.
a0
a1
Effect of parameter a
a10
13
Auto ignition test case 1
Reduced composition H2O 3 Elements Enthalpy.
14
Auto ignition test case 1
Reduced composition OH 3 Elements Enthalpy.
Reduced composition H2O 3 Elements Enthalpy.
15
Laminar flame test case 1
Mixing process Mixing time scale
16
Laminar flame test case 1
Reduced composition H2O 3 Elements Enthalpy.
17
Laminar flame test case 2
Reduced composition ? 3 Elements Enthalpy.
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