|
Generalized Hermite interpolation via matrix-valued conditionally positive definite functions
Authors:
Francis J. Narcowich and Joseph D. Ward
Journal:
Math. Comp. 63 (1994), 661-687
MSC:
Primary 41A05; Secondary 41A63
MathSciNet review:
1254147
Full-text PDF Free Access
Abstract |
References |
Similar Articles |
Additional Information
Abstract: In this paper, we consider a broad class of interpolation problems, for both scalar- and vector-valued multivariate functions subject to linear side conditions, such as being divergence-free, where the data are generated via integration against compactly supported distributions. We show that, by using certain families of matrix-valued conditionally positive definite functions, such interpolation problems are well poised; that is, the interpolation matrices are invertible. As a sample result, we show that a divergence-free vector field can be interpolated by a linear combination of convolutions of the data-generating distributions with a divergence-free, matrix-valued conditionally positive definite function. In addition, we obtain norm estimates for inverses of interpolation matrices that arise in a class of multivariate Hermite interpolation problems.
- [1]
R. Beale and T. Jackson, Neural computing: An introduction, Adam Hilger, Bristol, UK, 1990.
- [2]
Sterling
K. Berberian, Notes on spectral theory, Van Nostrand
Mathematical Studies, No. 5, D. Van Nostrand Co., Inc., Princeton,
N.J.-Toronto, Ont.-London, 1966. MR 0190760
(32 #8170)
- [3]
Carl
de Boor, A practical guide to splines, Applied Mathematical
Sciences, vol. 27, Springer-Verlag, New York, 1978. MR 507062
(80a:65027)
- [4]
Martin
D. Buhmann, New developments in the theory of radial basis function
interpolation, Multivariate approximation: from CAGD to wavelets
(Santiago, 1992), Ser. Approx. Decompos., vol. 3, World Sci. Publ.,
River Edge, NJ, 1993, pp. 35–75. MR
1359544
- [5]
Jean
Duchon, Interpolation des fonctions de deux variables suivant le
principe de la flexion des plaques minces, Rev. Française
Automat. Informat. Recherche Opérationnelle Sér. \jname RAIRO
Analyse Numérique 10 (1976), no. R-3,
5–12 (French, with Loose English summary). MR 0470565
(57 #10315)
- [6]
Jean
Duchon, Splines minimizing rotation-invariant semi-norms in Sobolev
spaces, Constructive theory of functions of several variables (Proc.
Conf., Math. Res. Inst., Oberwolfach, 1976), Springer, Berlin, 1977,
pp. 85–100. Lecture Notes in Math., Vol. 571. MR 0493110
(58 #12146)
- [7]
Harley
Flanders, Differential forms with applications to the physical
sciences, Academic Press, New York, 1963. MR 0162198
(28 #5397)
- [8]
F.
G. Friedlander, Introduction to the theory of distributions,
Cambridge University Press, Cambridge, 1982. MR 779092
(86h:46002)
- [9]
I.
M. Gel′fand and N.
Ya. Vilenkin, Generalized functions. Vol. 4, Academic Press
[Harcourt Brace Jovanovich Publishers], New York, 1964 [1977]. Applications
of harmonic analysis; Translated from the Russian by Amiel Feinstein. MR 0435834
(55 #8786d)
- [10]
R. L. Hardy, Multiquadric equations of topography and other irregular surfaces, J. Geophys. Res. 76 (1971), 1905-1915.
- [11]
R.
L. Hardy, Theory and applications of the multiquadric-biharmonic
method. 20 years of discovery 1968–1988, Comput. Math. Appl.
19 (1990), no. 8-9, 163–208. MR
1040159, http://dx.doi.org/10.1016/0898-1221(90)90272-L
- [12]
Kurt
Jetter, Sherman
D. Riemenschneider, and Zuowei
Shen, Hermite interpolation on the lattice
𝑍^{𝑑}, SIAM J. Math. Anal. 25 (1994),
no. 3, 962–975. MR 1271320
(95c:41007), http://dx.doi.org/10.1137/S0036141092226910
- [13]
E.
J. Kansa, Multiquadrics—a scattered data approximation scheme
with applications to computational fluid-dynamics. I. Surface
approximations and partial derivative estimates, Comput. Math. Appl.
19 (1990), no. 8-9, 127–145. MR 1040157
(91b:65022), http://dx.doi.org/10.1016/0898-1221(90)90270-T
- [14]
E.
J. Kansa, Multiquadrics—a scattered data approximation scheme
with applications to computational fluid-dynamics. II. Solutions to
parabolic, hyperbolic and elliptic partial differential equations,
Comput. Math. Appl. 19 (1990), no. 8-9,
147–161. MR 1040158
(91b:65023), http://dx.doi.org/10.1016/0898-1221(90)90271-K
- [15]
W.
R. Madych and S.
A. Nelson, Multivariate interpolation and conditionally positive
definite functions, Approx. Theory Appl. 4 (1988),
no. 4, 77–89. MR 986343
(90e:41006)
- [16]
W.
R. Madych and S.
A. Nelson, Multivariate interpolation and
conditionally positive definite functions. II, Math. Comp. 54 (1990), no. 189, 211–230. MR 993931
(90e:41007), http://dx.doi.org/10.1090/S0025-5718-1990-0993931-7
- [17]
Richard
E. Meyer, Introduction to mathematical fluid dynamics, Dover
Publications Inc., New York, 1982. Corrected reprint of the 1971 original.
MR 691853
(84c:76001)
- [18]
Charles
A. Micchelli, Interpolation of scattered data: distance matrices
and conditionally positive definite functions, Constr. Approx.
2 (1986), no. 1, 11–22. MR 891767
(88d:65016), http://dx.doi.org/10.1007/BF01893414
- [19]
Francis
J. Narcowich and Joseph
D. Ward, Norms of inverses and condition numbers for matrices
associated with scattered data, J. Approx. Theory 64
(1991), no. 1, 69–94. MR 1086096
(92b:65017), http://dx.doi.org/10.1016/0021-9045(91)90087-Q
- [20]
Francis
J. Narcowich and Joseph
D. Ward, Norm estimates for the inverses of a general class of
scattered-data radial-function interpolation matrices, J. Approx.
Theory 69 (1992), no. 1, 84–109. MR 1154224
(93c:41005), http://dx.doi.org/10.1016/0021-9045(92)90050-X
- [21]
T. O'Donnell, J. Simmers, and D. J. Jacavanco, Neural beamforming for phased array antennas, Proc. 1992 Antenna Applications Symposium (Robert Allerton Park, ed.), USAF HG Rome Laboratory, Griffis AFB, NY, 1992 (to appear).
- [22]
T. Poggio and F. Girosi, A theory of networks for approximating and learning, MIT Artificial Intelligence Laboratory and Center for Biological Information Processing (Whitaker College), A. I. Memo No. 1140, C.B.I.P. Paper No. 31, 1989.
- [23]
I.
J. Schoenberg, Metric spaces and completely monotone
functions, Ann. of Math. (2) 39 (1938), no. 4,
811–841. MR
1503439, http://dx.doi.org/10.2307/1968466
- [24]
R. M. Sanner and J.-J. E. Slotine, Gaussian networks for direct adaptive control, Proc. American Control Conference (Boston, MA, June, 1991), Vol. 3, The American Automatic Control Council, Evanston, IL, 1991, pp. 2153-2159.
- [25]
François
Trèves, Topological vector spaces, distributions and
kernels, Academic Press, New York, 1967. MR 0225131
(37 #726)
- [26]
Zong
Min Wu, Hermite-Birkhoff interpolation of scattered data by radial
basis functions, Approx. Theory Appl. 8 (1992),
no. 2, 1–10. MR 1192639
(93j:41007)
- [1]
- R. Beale and T. Jackson, Neural computing: An introduction, Adam Hilger, Bristol, UK, 1990.
- [2]
- S. K. Berberian, Notes on spectral theory, Van Nostrand, Princeton, NJ, 1966. MR 0190760 (32:8170)
- [3]
- C. de Boor, A practical guide to splines, Springer-Verlag, New York and Berlin, 1978. MR 507062 (80a:65027)
- [4]
- M. D. Buhmann, New developments in the theory of radial basis function interpolation, Multivariate Approximation and Wavelets (K. Jetter and F. I. Uteras, eds.), World Scientific, Singapore, 1992, pp. 1-39. MR 1359544
- [5]
- J. Duchon, Interpolation des fonctions de deux variables suivant le principe de la flexion des plaques minces, RAIRO Anal. Numér. 10 (1976), 5-12. MR 0470565 (57:10315)
- [6]
- -, Splines minimizing rotation invariant semi-norms in Sobolev spaces, Constructive Theory of Functions of Several Variables, Oberwolfach 1976 (W. Schempp and K. Zeller, eds.), Springer-Verlag, Berlin, 1977, pp. 85-100. MR 0493110 (58:12146)
- [7]
- H. Flanders, Differential forms, Academic Press, New York, 1963. MR 0162198 (28:5397)
- [8]
- F. G. Friedlander, Introduction to the theory of distributions, Cambridge Univ. Press, Cambridge, 1982. MR 779092 (86h:46002)
- [9]
- I. M. Gelfand and N. Ya. Vilenkin, Generalized functions, Vol. 4, Academic Press, New York, 1964. MR 0435834 (55:8786d)
- [10]
- R. L. Hardy, Multiquadric equations of topography and other irregular surfaces, J. Geophys. Res. 76 (1971), 1905-1915.
- [11]
- -, Theory and applications of the multiquadric-biharmonic method, Comput. Math. Appl. 19 (1990), 163-208. MR 1040159
- [12]
- K. Jetter, S. D. Riemenschneider, and Z. Shen, Hermite interpolation on the lattice
, SIAM J. Math. Anal. 25 (1994), 962-975. MR 1271320 (95c:41007)
- [13]
- E. J. Kansa, Multiquadrics--a scattered data approximation scheme with applications to computational fluid dynamics. I. Surface approximations and partial derivative estimates, Comput. Math. Appl. 19 (1990), 127-145. MR 1040157 (91b:65022)
- [14]
- -, Multiquadrics--a scattered data approximation scheme with applications to computational fluid dynamics. II. Solutions to parabolic, hyperbolic and elliptic partial differential equations, Comput. Math. Appl. 19 (1990), 147-161. MR 1040158 (91b:65023)
- [15]
- W. R. Madych and S. A. Nelson, Multivariate interpolation and conditionally positive definite functions, Approx. Theory Appl. 4 (1988), 77-79. MR 986343 (90e:41006)
- [16]
- -, Multivariate interpolation and conditionally positive definite functions. II, Math. Comp. 54 (1990), 211-230. MR 993931 (90e:41007)
- [17]
- R. E. Meyer, Introduction to mathematical fluid dynamics, Dover, New York, 1982. MR 691853 (84c:76001)
- [18]
- C. A. Micchelli, Interpolation of scattered data: distances, matrices, and conditionally positive definite functions, Constr. Approx. 2 (1986), 11-22. MR 891767 (88d:65016)
- [19]
- F. J. Narcowich and J. D. Ward, Norms of inverses and condition numbers for matrices associated with scattered data, J. Approx. Theory 64 (1991), 69-94. MR 1086096 (92b:65017)
- [20]
- -, Norm estimates for the inverses of a general class of scattered-data radial-function interpolation matrices, J. Approx. Theory 69 (1992), 84-109. MR 1154224 (93c:41005)
- [21]
- T. O'Donnell, J. Simmers, and D. J. Jacavanco, Neural beamforming for phased array antennas, Proc. 1992 Antenna Applications Symposium (Robert Allerton Park, ed.), USAF HG Rome Laboratory, Griffis AFB, NY, 1992 (to appear).
- [22]
- T. Poggio and F. Girosi, A theory of networks for approximating and learning, MIT Artificial Intelligence Laboratory and Center for Biological Information Processing (Whitaker College), A. I. Memo No. 1140, C.B.I.P. Paper No. 31, 1989.
- [23]
- I. Schoenberg, Metric spaces and completely monotone functions, Ann. of Math. (2) 39 (1938), 811-841. MR 1503439
- [24]
- R. M. Sanner and J.-J. E. Slotine, Gaussian networks for direct adaptive control, Proc. American Control Conference (Boston, MA, June, 1991), Vol. 3, The American Automatic Control Council, Evanston, IL, 1991, pp. 2153-2159.
- [25]
- F. Treves, Topological vector spaces, distributions, and kernels, Academic Press, New York, 1967. MR 0225131 (37:726)
- [26]
- Wu Zhongmin, Hermite-Birkhoff interpolation of scattered data by radial basis functions, Approx. Theory Appl. 8 (1992), 1-10. MR 1192639 (93j:41007)
Similar Articles
Retrieve articles in Mathematics of Computation
with MSC:
41A05,
41A63
Retrieve articles in all journals
with MSC:
41A05,
41A63
Additional Information
DOI:
http://dx.doi.org/10.1090/S0025-5718-1994-1254147-6
PII:
S 0025-5718(1994)1254147-6
Keywords:
Conditionally positive definite,
RBF,
divergence-free interpolant
Article copyright:
© Copyright 1994 American Mathematical Society
|