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Joan D. Winston and Lynette I. Millett, Editors
Committee on Advancing Software-Intensive Systems Producibility
Computer Science and Telecommunications Board
Division on Engineering and Physical Sciences
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THE NATIONAL ACADEMIES PRESS 500 Fifth Street, N.W. Washington, DC 20001
NOTICE: The project that is the subject of this report was approved by the Gov-
erning Board of the National Research Council, whose members are drawn from
the councils of the National Academy of Sciences, the National Academy of Engi-
neering, and the Institute of Medicine. The members of the committee responsible
for the report were chosen for their special competences and with regard for
appropriate balance.
Support for this project was provided by the Office of the Secretary of Defense,
Department of Defense, with assistance from the National Science Foundation
under sponsor award number CNS-0541636 and by the Office of Naval Research
under sponsor award number N00014-04-1-0736. Any opinions, findings, conclu-
sions, or recommendations expressed in this material are those of the authors
and do not necessarily reflect the views of the agencies and organizations that
provided support for the project.
International Standard Book Number-13: 978-0-309-10844-7
International Standard Book Number-10: 0-309-10844-6
Additional copies of this report are available from
The National Academies Press
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Copyright 2007 by the National Academy of Sciences. All rights reserved.
Printed in the United States of America
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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 govern-
ment on scientific and technical matters. Dr. Ralph J. Cicerone is president of the
National Academy of Sciences.
The National Academy of Engineering was established in 1964, under the char-
ter of the National Academy of Sciences, as a parallel organization of outstand-
ing 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. Charles M. Vest is president of the National Academy of Engineering.
The Institute of Medicine was established in 1970 by the National Academy of
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Dr. Harvey V. Fineberg 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 pro-
viding services to the government, the public, and the scientific and engineering
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Institute of Medicine. Dr. Ralph J. Cicerone and Dr. Charles M. Vest are chair and
vice chair, respectively, of the National Research Council.
www.national-academies.org
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COMMITTEE ON ADvANCINg SOFTWARE-INTENSIvE
SySTEMS PRODuCIbILITy
WILLIAM L. SCHERLIS, Carnegie Mellon University, Chair
ROBERT F. BEHLER, The MITRE Corporation
BARRY W. BOEHM, University of Southern California
LORI A. CLARKE, University of Massachusetts, Amherst
MICHAEL A. CUSUMANO, Massachusetts Institute of Technology
MARY ANN DAVIDSON, Oracle Corporation
LARRY DRUFFEL, Independent Consultant
RUSSELL FREW, Lockheed Martin
JAMES LARUS, Microsoft Corporation
GREG MORRISETT, Harvard University
WALKER ROYCE, IBM
DOUGLAS C. SCHMIDT, Vanderbilt University
JOHN P. STENBIT, Independent Consultant
KEVIN J. SULLIVAN, University of Virginia
Staff
LYNETTE I. MILLETT, Study Director and Senior Program Officer
JOAN D. WINSTON, Program Officer
MARGARET MARSH HUYNH, Senior Program Assistant
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COMPuTER SCIENCE AND TELECOMMuNICATIONS bOARD
JOSEPH F. TRAUB, Columbia University, Chair
ERIC BENHAMOU, Benhamou Global Ventures, LLC
FREDERICK R. CHANG, University of Texas, Austin
WILLIAM DALLY, Stanford University
MARK E. DEAN, IBM Almaden Research Center
DEBORAH ESTRIN, University of California, Los Angeles
JOAN FEIGENBAUM, Yale University
KEVIN KAHN, Intel Corporation
JAMES KAJIYA, Microsoft Corporation
MICHAEL KATZ, University of California, Berkeley
RANDY H. KATZ, University of California, Berkeley
SARA KIESLER, Carnegie Mellon University
TERESA H. MENG, Stanford University
PRABHAKAR RAGHAVAN, Yahoo! Research
FRED B. SCHNEIDER, Cornell University
ALFRED Z. SPECTOR, Independent Consultant, Pelham, New York
WILLIAM STEAD, Vanderbilt University
ANDREW J. VITERBI, Viterbi Group, LLC
PETER WEINBERGER, Google, Inc.
Staff
JON EISENBERG, Director
KRISTEN BATCH, Associate Program Officer
RADHIKA CHARI, Administrative Coordinator
RENEE HAWKINS, Financial Associate
MARGARET MARSH HUYNH, Senior Program Assistant
HERBERT S. LIN, Senior Scientist
LYNETTE I. MILLETT, Senior Program Officer
DAVID PADGHAM, Associate Program Officer
JANICE M. SABUDA, Senior Program Assistant
TED SCHMITT, Consultant
BRANDYE WILLIAMS, Program Assistant
JOAN D. WINSTON, Program Officer
For more information on CSTB, see its Web site at ,
write to CSTB, National Research Council, 500 Fifth Street, N.W., Wash-
ington, DC 20001, call (202) 334-2605, or e-mail CSTB at cstb@nas.edu.
i
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Preface
P
ursuant to a request by the Department of Defense, the National
Research Council (NRC) convened a study committee under the
auspices of the Computer Science and Telecommunications Board
(CSTB) to assess the nature of the U.S. national investment in software
research and, in particular, to consider ways to enhance the knowledge and
human resource base needed to design, produce, and employ software-
intensive systems for tomorrow’s weapons and operations systems. Many
organizations are facing the combination of increasing system scale and
increasing complexity of software-intensive systems. However, the com-
pelling need to interconnect them to realize DoD’s vision of “net-centric
warfare” exacerbates the challenges of uncertainty at scale for DoD.
Several recent reports that highlight these challenges1 suggest that
the scale and complexity of software-intensive systems introduce funda-
mental new challenges and require augmentation of existing approaches
by software practices and technologies that more explicitly address these
challenges. Challenges of uncertainty and scale are faced in large-scale
enterprise systems of all kinds but are particularly demanding in defense
systems owing to the relative lack of precedent in both requirements and
engineering designs and also to the need for high levels of quality, secu-
1 See, for example, Software Engineering Institute (2006), Ultra-large Scale Systems: The
Software Challenge of the Future, which noted that current abstractions fail for the levels of
complexity that systems require today. Also see Defense Science Board (2000), Task Force on
Defense Software Report, which noted, among other things, that strengthening the technology
base to rapidly adapt to fluid circumstances is important and that the complexity of DoD
software applications is increasing more than linearly.
ii
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iii SOFTWARE-INTENSIVE SYSTEMS AND UNCERTAINTY AT SCALE
rity, and safety in an environment with well-resourced adversaries. This
suggests that defense, while sharing many particular kinds of require-
ments with large-scale enterprises and infrastructures, is nonetheless a
demand leader with respect to many of these requirements, outpacing
most enterprise and commercial projects.
As part of its study, this committee organized a public workshop
on January 17, 2007, to examine uncertainty at scale in current and future
software-intensive systems. Workshop sessions examined the challenges
related to engineering uncertainty, system complexity, and scale from a
range of perspectives. Session speakers were given roughly 25 minutes
to provide their views on issues identified in the workshop agenda (see
Appendix A). There was substantial discussion and interaction among the
session speakers and moderators, the committee, and others present.
The purpose of the workshop was to inform the committee as it con-
ducts its study. This report summarizes the workshop discussions, includ-
ing speaker presentations and discussions with committee members and
others present. It is not a compilation of quotations from particular indi-
viduals nor is it a complete synthesis of conclusions or results. Although
the summary was prepared by the committee based on presentations and
discussion at the workshop, the comments do not necessarily reflect the
views of the committee nor do they represent findings and recommenda-
tions of the NRC. Moreover, the summary points for the sessions are a
digest of both presentations and discussion. They should not be taken
as remarks made solely by the scheduled session speakers because the
discussions included remarks by the others in attendance.
The committee’s broader consideration of advancing software-
intensive system producibility will appear in its final report, to be issued
near the end of the study. That report will provide recommendations to
the responsible agency, the executive branch, and legislative officials—
and to the broader software community—about how to improve software
development and achieve future goals.
The committee thanks all the workshop participants for their thought-
ful presentations and discussion. It also thanks the Computer Science
and Telecommunications Board staff, particularly study director Lynette
Millett and program officer Joan Winston, who have ably managed this
project, coordinated the team, and contributed greatly to the development
of this report, and to Margaret Huynh, who has facilitated our meetings
and other project activities.
William Scherlis, Chair
Committee on Advancing
Software-Intensive Systems Producibility
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Acknowledgment of Reviewers
T
his report has been reviewed in draft form by individuals chosen
for their diverse perspectives and technical expertise, in accordance
with procedures approved by the National Research Council’s
(NRC’s) Report Review Committee. The purpose of this independent
review is to provide candid and critical comments that will assist the
institution in making its published report as sound as possible and to
ensure that the report meets institutional standards for objectivity, evi-
dence, and responsiveness to the study charge. The review comments
and draft manuscript remain confidential to protect the integrity of the
deliberative process. We wish to thank the following individuals for their
review of this report:
David Notkin, University of Washington,
Alfred Spector, Independent Consultant,
John Vu, Boeing Corporation,
Peter Weinberger, Google, Inc., and
Jeannette Wing, Carnegie Mellon University.
Although the reviewers listed above have provided many construc-
tive comments and suggestions, they were not asked to endorse the con-
clusions or recommendations, nor did they see the final draft of the report
before its release. The review of this report was coordinated by Susan
Graham of the University of California, Berkeley. Appointed by the NRC,
ix
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x SOFTWARE-INTENSIVE SYSTEMS AND UNCERTAINTY AT SCALE
she was responsible for making certain that an independent examination
of this report was carried out in accordance with institutional procedures
and that all review comments were carefully considered. Responsibility
for the final content of this report rests entirely with the authoring com-
mittee and the institution.
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Contents
1 INTRODUCTION AND OVERVIEW 1
2 SUMMARY OF WORKSHOP DISCUSSIONS 4
Session 1: Process, Architecture, and the Grand Scale, 4
Session 2: DoD Software Challenges for Future Systems, 12
Session 3: Agility at Scale, 19
Session 4: Quality and Assurance with Scale and Uncertainty, 23
Session 5: Enterprise Scale and Beyond, 33
3 WRAP-UP DISCUSSION AND EMERGENT THEMES 40
Architectural Challenges in Large-Scale Systems, 40
The Need for Software Engineering Capability, 41
Open Questions and Research Opportunities, 42
APPENDIXES
A Workshop Agenda 47
B Biosketches of Committee Members and Staff 50
C Biosketches of Workshop Speakers 60
xi
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