Application of dynamic programming to the correlation of paleoclimate records

被引:175
作者
Lisiecki, LE [1 ]
Lisiecki, PA [1 ]
机构
[1] Brown Univ, Dept Geol Sci, Providence, RI 02912 USA
来源
PALEOCEANOGRAPHY | 2002年 / 17卷 / 04期
关键词
signal correlation; dynamic programming; wiggle matching; composite depth;
D O I
10.1029/2001PA000733
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
[1] Signal matching is a powerful tool frequently used in paleoclimate research, but it is enormously time-consuming when performed by hand. Previously proposed automatic correlation techniques require very good initial fits to find the correct alignment of two records. A new technique presented in this paper utilizes dynamic programming to find the globally optimal alignment of two records. Geological realism is instilled in the solution through the definition of penalty functions for undesirable behavior such as unlikely changes in accumulation rate. Examples with synthetic and real data demonstrate that the dynamic programming technique produces accurate, high-resolution results with much less effort than hand tuning or preexisting automated correlation techniques.
引用
收藏
页数:12
相关论文
共 19 条
[1]   The effect of millennial-scale changes in Arabian Sea denitrification on atmospheric CO2 [J].
Altabet, MA ;
Higginson, MJ ;
Murray, DW .
NATURE, 2002, 415 (6868) :159-162
[2]   A MINIMAL COST FUNCTION METHOD FOR OPTIMIZING THE AGE-DEPTH RELATION OF DEEP-SEA SEDIMENT CORES [J].
Brueggemann, Wolfgang .
PALEOCEANOGRAPHY, 1992, 7 (04) :467-487
[3]   Dynamic programming analysis of pore space [J].
Eggleston, JR ;
Peirce, JJ .
EUROPEAN JOURNAL OF SOIL SCIENCE, 1995, 46 (04) :581-590
[4]   COMPARISON OF OXYGEN-ISOTOPE RECORDS FROM THE GISP2 AND GRIP GREENLAND ICE CORES [J].
GROOTES, PM ;
STUIVER, M ;
WHITE, JWC ;
JOHNSEN, S ;
JOUZEL, J .
NATURE, 1993, 366 (6455) :552-554
[5]   Collapse of the California Current during glacial maxima linked to climate change on land [J].
Herbert, TD ;
Schuffert, JD ;
Andreasen, D ;
Heusser, L ;
Lyle, M ;
Mix, A ;
Ravelo, AC ;
Stott, LD ;
Herguera, JC .
SCIENCE, 2001, 293 (5527) :71-76
[6]  
Imbrie J., 1984, Milankovitch and Climate: Understanding the Response to Astronomical Forcing, -, V1, P269
[7]   The delta O-18 record along the Greenland Ice Core Project deep ice core and the problem of possible Eemian climatic instability [J].
Johnsen, SJ ;
Clausen, HB ;
Dansgaard, W ;
Gundestrup, NS ;
Hammer, CU ;
Andersen, U ;
Andersen, KK ;
Hvidberg, CS ;
DahlJensen, D ;
Steffensen, JP ;
Shoji, H ;
Sveinbjornsdottir, AE ;
White, J ;
Jouzel, J ;
Fisher, D .
JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 1997, 102 (C12) :26397-26410
[8]   Evaluation of the Plio-Pleistocene astronomical timescale [J].
Lourens, LJ ;
Antonarakou, A ;
Hilgen, FJ ;
VanHoof, AAM ;
VergnaudGrazzini, C ;
Zachariasse, WJ .
PALEOCEANOGRAPHY, 1996, 11 (04) :391-413
[9]   AGE DATING AND THE ORBITAL THEORY OF THE ICE AGES - DEVELOPMENT OF A HIGH-RESOLUTION-0 TO 300,000-YEAR CHRONOSTRATIGRAPHY [J].
MARTINSON, DG ;
PISIAS, NG ;
HAYS, JD ;
IMBRIE, J ;
MOORE, TC ;
SHACKLETON, NJ .
QUATERNARY RESEARCH, 1987, 27 (01) :1-29
[10]   AN INVERSE APPROACH TO SIGNAL CORRELATION [J].
MARTINSON, DG ;
MENKE, W ;
STOFFA, P .
JOURNAL OF GEOPHYSICAL RESEARCH, 1982, 87 (NB6) :4807-4818