| Copyright © 2012. National Academy of Sciences. All rights reserved. Terms of Use and Privacy Statement |
Below are the first 10 and last 10 pages of uncorrected machine-read text (when available) of this chapter, followed by the top 30 algorithmically extracted key phrases from the chapter as a whole.
Intended to provide our own search engines and external engines with highly rich, chapter-representative searchable text on the opening pages of each chapter.
Because it is UNCORRECTED material, please consider the following text as a useful but insufficient proxy for the authoritative book pages.
Do not use for reproduction, copying, pasting, or reading; exclusively for search engines.
OCR for page R1
Four-Dimensional Model Assimilation of Data: A Strategy for the Earth System Sciences
Four-Dimensional Model Assimilation of Data: A Strategy for the Earth System Sciences
Panel on Model-Assimilated Data Sets for Atmospheric and Oceanic Research
Board on Atmospheric Sciences and Climate
Commission on Geosciences, Environment, and Resources
National Research Council
NATIONAL ACADEMY PRESS
Washington, D.C.
1991
OCR for page R2
Four-Dimensional Model Assimilation of Data: A Strategy for the Earth System Sciences
NOTICE: The project that is the subject of this report was approved by the Governing Board of the National Research Council, whose members are drawn from the councils of the National Academy of Sciences, the National Academy of Engineering, and the Institute of Medicine.
This report has been reviewed by a group other than the authors according to procedures approved by a Report Review Committee consisting of members of the National Academy of Sciences, the National Academy of Engineering, and the Institute of Medicine.
The National Academy of Sciences is a private, nonprofit, self-perpetuating society of distinguished scholars engaged in scientific and engineering research, dedicated to the furtherance of science and technology and to their use for the general welfare. Upon the authority of the charter granted to it by the Congress in 1863, the Academy has a mandate that requires it to advise the federal government on scientific and technical matters. Dr. Frank Press is president of the National Academy of Sciences.
The National Academy of Engineering was established in 1964, under the charter of the National Academy of Sciences, as a parallel organization of outstanding engineers. It is autonomous in its administration and in the selection of its members, sharing with the National Academy of Sciences the responsibility for advising the federal government. The National Academy of Engineering also sponsors engineering programs aimed at meeting national needs, encourages education and research, and recognizes the superior achievements of engineers. Dr. Robert M. White is president of the National Academy of Engineering.
The Institute of Medicine was established in 1970 by the National Academy of Sciences to secure the services of eminent members of appropriate professions in the examination of policy matters pertaining to the health of the public. The Institute acts under the responsibility given to the National Academy of Sciences by its congressional charter to be an adviser to the federal government and, upon its own initiative, to identify issues of medical care, research, and education. Dr. Samuel O. Thier is president of the Institute of Medicine.
The National Research Council was organized by the National Academy of Sciences in 1916 to associate the broad community of science and technology with the Academy's purposes of furthering knowledge and advising the federal government. Functioning in accordance with general policies determined by the Academy, the Council has become the principal operating agency of both the National Academy of Sciences and the National Academy of Engineering in providing services to the government, the public, and the scientific and engineering communities. The Council is administered jointly by both Academies and the Institute of Medicine. Dr. Frank Press and Dr. Robert M. White are chairman and vice chairman, respectively, of the National Research Council.
Support for this project was provided by the National Science Foundation under Grant Number ATM-8819538.
Library of Congress Catalog Card No. 91-61622
International Standard Book Number 0-309-04536-3
Additional copies of this report are available from:
National Academy Press
2101 Constitution Avenue, N.W. Washington, DC 20418
S373
Printed in the United States of America
OCR for page R3
Four-Dimensional Model Assimilation of Data: A Strategy for the Earth System Sciences
PANEL ON MODEL-ASSIMILATED DATA SETS FOR ATMOSPHERIC AND OCEANIC RESEARCH
DONALD R. JOHNSON,
University of Wisconsin, Madison,
Chairman
JOHN R. BATES,
National Aeronautics and Space Administration, Goddard Space Flight Center
GUY P. BRASSEUR,
National Center for Atmospheric Research
MICHAEL GHIL,
University of California, Los Angeles
ANTHONY HOLLINGSWORTH,
European Centre for Medium Range Weather Forecasts
ROY L. JENNE,
National Center for Atmospheric Research
KIKURO MIYAKODA,
National Oceanic and Atmospheric Administration, Geophysical Fluid Dynamics Laboratory
EUGENE RASMUSSON,
University of Maryland, College Park
EDWARD S. SARACHIK,
University of Washington
THOMAS T. WARNER,
Pennsylvania State University
JOHN S. PERRY, Staff Director
KENNETH H. BERGMAN, Staff Officer
DONALD H. HUNT, Consultant
OCR for page R4
Four-Dimensional Model Assimilation of Data: A Strategy for the Earth System Sciences
BOARD ON ATMOSPHERIC SCIENCES AND CLIMATE
JOHN A. DUTTON,
Pennsylvania State University,
Chairman
JON F. BARTHOLIC,
Michigan State University
E. ANN BERMAN,
Tri-Space, Inc.
RAFAEL L. BRAS,
Massachusetts Institute of Technology
MOUSTAFA T. CHAHINE,
California Institute of Technology
ROBERT A. DUCE,
University of Rhode Island
THOMAS E. GRAEDEL,
AT&T Bell Laboratories
DAVID D. HOUGHTON,
University of Wisconsin, Madison
EUGENIA KALNAY,
National Oceanic and Atmospheric Administration
RICHARD S. LINDZEN,
Massachusetts Institute of Technology
SYUKURO MANABE,
National Oceanic and Atmospheric Administration
GERALD R. NORTH,
Texas A&M University
JAMES J. O'BRIEN,
Florida State University
JOANNE SIMPSON,
National Aeronautics and Space Administration
Ex-Officio Members
ERIC J. BARRON,
Pennsylvania State University
PETER V. HOBBS,
University of Washington
CHARLES E. KOLB,
Aerodyne Research, Inc.
DONALD J. WILLIAMS,
The Johns Hopkins University
JOHN S. PERRY, Staff Director
WILLIAM A. SPRIGG, Associate Staff Director
KENNETH H. BERGMAN, Staff Officer
DONALD H. HUNT, Consultant
FRED D. WHITE, Consultant
OCR for page R5
Four-Dimensional Model Assimilation of Data: A Strategy for the Earth System Sciences
COMMISSION ON GEOSCIENCES, ENVIRONMENT, AND RESOURCES
M. GORDON WOLMAN,
The Johns Hopkins University,
Chairman
ROBERT C. BEARDSLEY,
Woods Hole Oceanographic Institution
B. CLARK BURCHFIEL,
Massachusetts Institute of Technology
RALPH J. CICERONE,
University of California, Irvine
PETER S. EAGLESON,
Massachusetts Institute of Technology
HELEN M. INGRAM,
University of Arizona
GENE E. LIKENS,
New York Botanical Garden
SYUKURO MANABE,
National Oceanic and Atmospheric Administration
JACK E. OLIVER,
Cornell University
PHILIP A. PALMER,
E. I. du Pont de Nemours & Company
FRANK L. PARKER,
Vanderbilt University
DUNCAN T. PATTEN,
Arizona State University
MAXINE L. SAVITZ,
Allied Signal Aerospace Company
LARRY L. SMARR,
University of Illinois, Urbana-Champaign
STEVEN M. STANLEY,
Case Western Reserve University
KARL K. TUREKIAN,
Yale University
SIR CRISPIN TICKELL,
Radcliffe Observatory
IRVIN L. WHITE,
N.Y. State Energy Research and Development Authority
JAMES H. ZUMBERGE,
University of Southern California
STEPHEN RATTIEN, Executive Director
STEPHEN D. PARKER, Associate Executive Director
JANICE E. MEHLER, Assistant Executive Director
JEANETTE SPOON, Administrative Associate
CARLITA PERRY, Administrative Assistant
OCR for page R6
Four-Dimensional Model Assimilation of Data: A Strategy for the Earth System Sciences
This page in the original is blank.
OCR for page R7
Four-Dimensional Model Assimilation of Data: A Strategy for the Earth System Sciences
Contents
Executive Summary
1
1
Introduction
9
Concept of Geophysical Model Data Assimilation
10
Assessment of Data Assimilation in Atmospheric Sciences
11
Data Assimilation Viewed as Part of a Systematic Learning Process
12
Current Status of Data Assimilation
14
Applicability of Data Assimilation to the Earth System Sciences
14
2
Data Assimilation Development
16
Introduction
16
Principles and Methods
17
Continuous Data Insertion
18
Research and Development in Data Assimilation: The Kalman Filter and Adjoint Methods
19
3
Current and Future Applications of Model Assimilation Systems
21
Global Atmospheric Circulation
21
Mesoscale Atmospheric Circulations
23
Physical Oceanography
25
Hydrological Cycle
27
OCR for page R8
Four-Dimensional Model Assimilation of Data: A Strategy for the Earth System Sciences
Global Precipitation
29
Large-Scale Field Experiments and Biospheric Studies
30
Atmospheric Chemistry
31
Earth Observing System
33
Use of Model-Assimilated Data Sets for Research
33
4
Needs for Future Model-Assimilated Data Sets
36
Research Problems
36
Dataset Needs by Time Scales
39
Requirements for Data Resolution and Coverage
46
5
Quality Control and Validation of Observations, Analyses, and Models
48
Data Monitoring
48
Episodic Model Rejection of Data
49
Validation of Remotely Sensed Earth Observing System Data
50
Validation of Model-Assimilated Analyses
51
Validation of Forecast Models
53
6
Status of Data Archives, Access, and Future Directions
55
Available Analyses and Observations
55
Resources Needed for Archiving Model-Assimilated Data Sets
57
Archive Methods and Institutional Arrangements
57
Future Directions
58
7
Conclusions and Recommendations
61
Conclusions
61
Recommendations
64
References
70
List of Acronyms
76
OCR for page R9
Four-Dimensional Model Assimilation of Data: A Strategy for the Earth System Sciences
Four-Dimensional Model Assimilation of Data: A Strategy for the Earth System Sciences
OCR for page R10
Four-Dimensional Model Assimilation of Data: A Strategy for the Earth System Sciences
This page in the original is blank.