Introduction:
Learn
more:
Short
Takes on the Literature
- In the burgeoning literature on engineering systems and related
fields, we can all use some navigational aids. To that end, the
ESD Working Paper series introduces a new feature "Short
Takes on the Literature" in which brief informal commentaries
by MIT people on books, reports and papers in our field are made
available to the community. We hope you find these of value and
will also see fit to contribute your own opinions on the literature
as well.
List
of Papers for 2008:
(in reverse chronological order)

ESD-WP-2008-22
Linking Historical Roots and Current Methodologies of Engineering
Systems
by
Nidhi Santen
PhD Student, MIT Engineering Systems Division
Danielle
Wood
PhD Student, MIT Engineering Systems Division
This
paper reviews the historical context and present impact of two
sets of literature: the work of Joseph Schumpeter and the field
of Strategy Development. Schumpeter’s theories about the
impact of technology or innovation on the economy are an important
input into modern Engineering Systems (ES) thinking. Meanwhile,
Strategy Development is an active contemporary methodology that
is relevant to Engineering Systems. Both Schumpeter and the scholars
in Strategy Development are concerned with how firms perform,
but Schumpeter's approach is descriptive while Strategy Development
is prescriptive.
The
approach in this paper is as follows. It first introduces the
theories of Schumpeter on innovation and the major ideas within
Strategy Development. Next, two historical reviews are presented.
One review looks forward to find the impact that Schumpeter has
had on modern fields; the second review looks backward to understand
the roots of Strategy Development. These historical reviews are
initially done independently. The final section asks whether there
are direct historical links between Schumpeter and the scholars
or ideas of Strategy Development. The major result of this investigation
is that Schumpeter’s influence is widespread as are the
roots of Strategy Development. The results also show that the
writing of Schumpeter is related to Strategy literature because
many of Schumpeter’s ideas have become foundational realities
for Strategy Development. Meanwhile, this connection is just one
of many for each field, and the link between Schumpeter and Strategy
Development does not appear to be the most important.
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ESD-WP-2008-21
America Disrupted: Dynamics of the Technical Capability Crisis
by
Dan Sturtevant
PhD Student, MIT Engineering Systems Division
This
study investigates the cause of the nearly twenty-five year decline
in the percentage of U.S. born undergraduates earning degrees
in engineering. This dramatic decline has occurred despite incredibly
high pay and low unemployment among individuals holding engineering
degrees. On the surface, this situation appears to be violating
the basic laws of labor-market supply and demand. A system dynamics
model was created to represent the institutional forces and feedback
loops present in the real-world system. This model internally
represents the economic forces governing the choice to pursue
science, technology, engineering, and mathematics (STEM) education,
distinguishing features of highly quantitative knowledge that
constrain its transmission, and factors determining the overall
quality of STEM education in our schools.
This
work presents a theory that high industry pay for STEM workers
and low pay for STEM K-12 teachers directly cause long-term labor
shortages that are self perpetuating. A scarcity of STEM workers
will cause wages to rise as employers bid up the price of those
skills in the short-term. Schools are left with fewer qualified
and lower quality teachers. This makes labor shortages worse ten
to twenty years down the road. The fact that mathematics knowledge
is highly sequential with strong dependencies on past-performance
exacerbates the situation. Students who fall behind in mathematics
find it nearly impossible to catch up. This work explores many
societal shifts that occurred in the 1950‘s through 1980‘s
that could have resulted in the perplexing behavior seen from
1985 until the present day. Finally, policy proposals to correct
the situation are simulated in the model to test their ability
to move the system in a more positive direction. The system is
found to exhibit "tipping point" behavior. Small reforms
will have negligible impact while larger reforms have the potential
to make the system move into a fundamentally better pattern of
behavior, but only after considerable delays.
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ESD-WP-2008-20
The Progress in Wireless Data Transport and its Role in the Evolving
Internet
by
Mario A. Amaya
Engineering Systems Division, MIT
Christopher
L. Magee
Engineering Systems Division, MIT
The
progress of wireless technology through the past 105 years is
quantitatively reviewed in this paper. Spectral efficiency and
coverage density are both found to increase in a relatively continuous
exponential fashion over the entire period with spectral efficiency
increasing at about 15% per year and coverage density at about
33% per year. Throughput by wireless technology was not found
to follow a single exponential but instead followed an exponential
with annual increase of only 5% up to the late 70s and since then
(and the introduction of the cellular concept) has followed an
exponential with annual increases of greater than 50%. These high
rates of progress in the functional performance of wireless technology
are an essential enabler for wireless interfaces to become the
dominant mode for connecting to the Internet.
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ESD-WP-2008-19
Technology-Enabled Strategy Development Alternatives for Surface
Transportation
by
Travis P. Dunn
MIT
Joseph
Sussman
Professor of Civil and Environmental Engineering and
Engineering Systems, MIT
This
paper examines strategy development processes in surface transportation
systems. In the U.S., transportation organizations typically develop
strategy through a formal planning process; however, planning
is not the only approach for developing strategy. Other approaches
include, for example, negotiation, visioning, learning, and consensus-building.
Regardless of the particular approach or combination of approaches,
strategy development processes have several elements in common.
We identify four such elements of particular importance in surface
transportation – revenue sources, information sources, temporal
scales, and spatial scales – and analyze the impact that
advancements in transportation technology have had on each element.
While new technologies (e.g. Intelligent Transportation Systems,
or ITS) have been applied extensively to improve transportation
operations, they have not been used to enable innovative strategy
development processes. By understanding more fully the relationships
between strategy and technology, organizations may consider adoption
of innovative strategy development processes, such as improvements
to the planning process or alternatives to planning altogether.
*Corresponding
author
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ESD-WP-2008-18
Design of Ground Delay Programs Considering the Stakeholder Perspective
by
Michael Hanowsky
MIT
Joseph
Sussman
Professor of Civil and Environmental Engineering and
Engineering Systems, MIT
A
Ground Delay Program (GDP) is an initiative used by the FAA to
manage the rate at which aircraft demand arrival at capacity-constrained
airports. In this paper, we adapt a framework developed by Mitchell
et al. (1997) to identify and determine the importance of the
key stakeholders in the design of a GDP. Comparing our results
with current practice, we find that passengers and the federal
government do not receive consideration that is commensurate with
their level of importance. We conclude with suggestions for how
the FAA might address this disparity in the design of GDPs.
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ESD-WP-2008-17
Will Nano-Butlers Work for Micro-Payments?
Innovation in Business Services Model may Reduce Cost of Delivering
Global Healthcare Services
by
Shoumen Palit Austin Datta,
Massachusetts Institute of Technology
This
paper represents an emerging view of personalized care and patient-centric
systems approach. It integrates biomedical informatics and business
services. A potentially innovative model may evolve from this
convergence and may serve as a global template to reduce cost
of service. The future of global healthcare may increasingly rely
on “sense and then, respond” systems but excluding
the instances of exception management, necessary for accidents
and emergencies. Solutions suggested in this paper are neither
complete nor a panacea but are elements that deserve inclusion
in the delivery of healthcare that may combine a portfolio of
approaches to suit the needs of the community. As a potential
future direction to improve analytics in healthcare, the concept
of molecular semantics is proposed.
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ESD-WP-2008-16
Collaborative Systems Thinking: A survey of literature in search
of team-level systems thinking within aerospace teams
by
Caroline Twomey Lamb
Doctoral Candidate, Department of Aeronautics and Astronautics,
Lean Advancement Initiative
This
literature review was prepared in support of research investigating
team-level systems thinking. Three critical constructs were identified-team,
process, and culture-and the pertinent literature is explored
in this white paper. The research focused on the aerospace industry,
and as such, this white paper uses illustrative examples from
the aerospace industry wherever possible. A fourth construct,
that of team-level or collaborative systems thinking, is also
addressed. This fourth construct is a new construct put forth
by the author and her advisors.
This
white paper is divided into two main section. The first motivates
research on team-level systems thinking as a solution to the growing
gap between engineering design and engineering analysis. The second
section treats the four critical research constructs identified
above. For the first three constructs, a definition is provided
based on available literature, examples grounded in aerospace
are provided, common metrics are introduced, and threats to validity
are discussed. For the fourth construct, a discussion of available
literature is presented and a construct definition is proposed.
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ESD-WP-2008-15
Taming the Business Cycles in Commercial Aviation: Trade-space
analysis of strategic alternatives using simulation modeling
by
Sgouris Sgouridis
Assistant Professor, Engineering Systems and Management,
Masdar Institute of Science and Technology
Joseph
Sussman
Professor of Civil and Environmental Engineering and
Engineering Systems, MIT
Henry
Weil
Senior Lecturer, Sloan School of Management
Kirkor
Bozdogan
Principal Research Associate, Center for Technology,
Policy and Industrial Devel
We
investigate the effectiveness of strategic alternatives that are
designed to dampen the cyclicality manifest in the commercial
aviation related industries. The constituent enterprises of the
commercial aviation system exhibit managerial and operational
independence and have diverse value functions that often viewed
the enterprises to view their competition as a zero-sum game.
We argue that this need not always be the case; in the commercial
aviation system both airline and airframe manufacturers constituents
would benefit from a steadier influx of aircraft that counters
the current situation that is characterized by relatively stable
demand growth rate for air travel while airline profitability
and aircraft ordering fluctuate intensely. In order to identify
and evaluate the symbiotic potential, we use a system dynamics
model of commercial aviation. After testing several individual
strategic alternatives, we find that capacity management is key
to cycle moderation for non-collusive strategies. Comparing faster
aircraft deliveries to semi-fixed production schedules among other
alternatives shows only the latter alternative to be Pareto efficient.
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ESD-WP-2008-14
A Comparison of GDP-Based Productivity in Ambulatory & Inpatient
Healthcare: 1998-2005
by
David Hartzband
Engineering Systems Division
Massachusetts Institute of Technology
A
comparison of GDP-based productivity in the ambulatory and inpatient
(hospitals and residential treatment centers) healthcare segments
shows that labor productivity, measured as GDP dollar contribution
per compensation dollars, hours worked and full-time equivalent
employees was strong in both actual value and in per cent gain
(1998-2005). The actual values were higher in ambulatory with
GDP contribution per hours worked ranging from $0.04-$0.06 (24%
gain), per dollar of compensation ranging from $1.41 to $1.48
(4% gain) and per FTE from $71,000 to $94,000 (25% gain) as opposed
to $0.02 to $0.03 (3% gain), $1.10 to $1.13 (3% gain) and $38,000
to $52,000 (42% gain) for inpatient healthcare. In contrast, capital
efficiency was static for both segments over this period indicating
that the use of capital was ineffective. Total Factor Productivity
(TFP) was also calculated and showed a similar pattern with ambulatory
healthcare having higher TFP throughout the period, but neither
healthcare segment showing any gain (or loss) in TFP. The two
segments have different profiles for the factors influencing TFP
with inpatient healthcare having made both some R&D and substantial
technology investments, mainly in medical devices. Neither segment
has made large organizational or work process changes, and it
appears that substantial, additional productivity gains could
be made as these factors, R&D investment, technology acquisition
and adoption, work process and organizational redesign, are emphasized.
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ESD-WP-2008-13
Planning for a Flu Pandemic: Policies to Empower Individuals and
Families
by
Shiva Prakash,
Center for Engineering Systems Fundamentals
Engineering Systems Division
Massachusetts Institute of Technology
Stan
Finkelstein M.D.,
Engineering Systems Division
Harvard-MIT Division of Health Sciences & Technology
Massachusetts Institute of Technology
Richard
Larson, Ph.D.,
Center for Engineering Systems Fundamentals
Engineering Systems Division
Massachusetts Institute of Technology
No
one can predict how much sickness and loss of life will result
if and when the next influenza pandemic occurs. Experts agree,
the issue is not if it will occur, but when. Whatever that time
is, such pandemic flu would likely overwhelm the capacities of
our hospitals, clinics and emergency services. Most people ill
with the flu will have to be cared for at home by family members
and other trusted caregivers.
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ESD-WP-2008-12
Growing Towards a Sustainable Biofuel Future: A Comprehensive
Policy Strategy for Navigating Tradeoffs
and Stakeholder Interests in U.S. Agriculture
Final Report – ESD.10 Introduction to Technology and
Policy
by
Pearl Donohoo, MIT, Technology and Policy Program
Don MacKenzie, MIT, Technology and Policy Program
Jeff McAulay, MIT, Technology and Policy Program
Julio Pertuzé, MIT, Technology and Policy Program
Addison Stark, MIT, Technology and Policy Program
Rapid
growth of biofuels production in the United States is reshaping
the agricultural industry, delivering both benefits and conflict
among stakeholders. Routes forward on biofuels production should
be viewed in the context of economic, land use, environmental,
and energy security tradeoffs and their potential impacts in the
future. This report discusses the current, emerging, and prospective
conflicts arising from increased biofuels production, recommends
policies to resolve these conflicts, and identifies likely areas
of support and opposition from stakeholder groups. The report
focuses heavily on ethanol, because ethanol accounts for 95 percent
of U.S. biofuels production (Worldwatch 2006); however, many of
the trade-offs and recommendations identified in the report can
and should be applied to biofuels more generally.
This
report does not attempt to assess whether or not biofuels are
the best option for transportation fuel use. Rather, it accepts
that current mandates, policies, and market conditions will result
in increased biofuel production and proposes policies to support
growth in more economically and environmentally sustainable manners.
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ESD-WP-2008-11
GDP-Based Productivity in Ambulatory Healthcare: A Comparison
with other Industry Segments, 1998-2005
by
David Hartzband
Engineering Systems Division
Massachusetts Institute of Technology
Few
studies have focused on productivity in healthcare, let alone
in ambulatory healthcare. Measurement of productivity in various
healthcare segments has generally shown that productivity has
either decreased (over some time period) or has increased more
slowly than in other industry segments. This study shows that
labor productivity has increased in ambulatory healthcare between
1998 and 2005 (by ~24%), but that capital efficiency has not changed
over that time period. The study compared this result with the
same measurements in the auto and information industry segments
(as defined by the Bureau of Economic Analysis) and found that
labor productivity gains were highest in the information industry
(34%) and lowest in auto (6%), and that capital efficiency increased
8% in the information industry but decreased 7% in auto.
The study
also found a strong linkage between changes in gross domestic
product components for value-added and gross output and both labor
and capital inputs in ambulatory healthcare. This linkage was
not found in either of the other two industry segments investigated.
This linkage implies that labor and capital input account for
close to all of the productivity gains measured in ambulatory
healthcare, but that other factors, such as labor quality, work
process and structural reorganization, research and development
investment and adoption of new technologies are not affecting
this gain in productivity the way they may be in auto and the
information industry. This result implies that addressing these
factors may increase productivity in ambulatory healthcare even
more than has been the case from labor and capital input increases.
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ESD-WP-2008-10
Revisiting R0, the Basic Reproductive Number
for Pandemic Influenza
by
Richard C. Larson
Center for Engineering Systems Fundamentals
Engineering Systems Division
Massachusetts Institute of Technology
This
paper focuses on a fundamental input parameter for most existing
mathematical models of pandemic influenza, the ‘basic reproductive
number R0,’ defined to be the mean
number of new influenza infections created by a newly infected
person in a population of all susceptible people. We argue that
R0 is limited in policy and scientific value
as is any single parameter attempting to characterize a complex
probabilistic process. In particular, we demonstrate by simple
logic that R0 does not exist as a separate
‘constant of a particular influenza,’ but rather its
value is determined by social context and behavioral patterns
as well as by the “physics’’ of the influenza
virus. To the extent that R0 is useful,
it is best viewed as an output of a modeling analysis, not an
input. But with R0 being the mean of a random
variable, much more information is contained in the entire probability
distribution. With this view, we show – again by simple
arguments – that R0 can be greater
than 1.0 and still, contrary to popular belief, the probability
of an exponentially growing pandemic may be arbitrarily small.
Finally, we show that attempts to estimate R0
from data of previous pandemics is fraught with methodological
complexities, due primarily to heterogeneities in the population
that cause super-spreaders and socially active people to be the
first propagators of the disease. Unless one is careful, statistical
estimates of R0 based on early exponential
growth of reported cases may be significantly upwardly biased.
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ESD-WP-2008-09
Auto ID Paradigm Shifts from Internet of Things to Unique Identification
of Individual Decisions in System of Systems
by
Shoumen Palit Austin Datta,
Massachusetts Institute of Technology
Return
on investment (ROI) from radio frequency (RF) based tools of identification
may increase with the diffusion of frequency agnostic modes of
radio frequency identification (RFID), such as, ultrawideband
(UWB). Similarly, fixed frequency readers may be replaced with
interrogators that can operate in any frequency, such as software
defined radio (SDR). However, mere identification of objects provides
data that may not be useful unless the process of data acquisition
is further linked to systems where the data can be analysed and
useful information extracted. This evolution remains incomplete
because data about objects is only a small segment of necessary
information. Global businesses and systems, such as healthcare,
demand much more than object data. Often processes and plans as
well as prior decisions are taken into account when deciding on
a future course of action or may be the next step in a transaction.
Current practice of auto id, although useful in some instances,
remains only a small part of what is necessary for identification
of information in complex system of systems. Identification, therefore,
must encompass the ability both tangible and intangible elements
that contribute to decisions. The unique “address”
must be preserved during information exchange and decision support
between system of systems.
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ESD-WP-2008-08
Design and Management of Flexible Transportation Networks Through
the use of Intelligent Transportation Systems (ITS)
by
Joshua McConnell,
McKinsey & Co., Sydney Australia
Joseph
Sussman,
Massachusetts Institute of Technology
Designing
a flexible system with real options is a method for managing uncertainty.
In this research, Intelligent Transportation System (ITS) capabilities
were used to create a flexible transportation system, capable
of coping with multiple uncertainties. Specifically, HOT, BRT
and TOT managed lanes were examined in a case study centered in
Houston, Tx, to determine the benefits of flexibility these capabilities
provide. A qualitative analysis procedure utilizing regional traffic
demand modeling and real options analysis was utilized to assess
these benefits. It was found that ITS managed lanes can be configured
in multiple ways to create flexibility in transportation systems,
each of which provides value when dealing with uncertainty.
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ESD-WP-2008-07
A Portfolio Approach for Purchasing Systems: Impact of Switching
Point
by
Olli-Pekka Hilmola,
Lappeenranta University of Technology
Hongze
Ma,
Accenture (Finland)
Shoumen
Palit Austin Datta,
Massachusetts Institute of Technology
In operations
management different ordering policies, such as, economic order
quantity, lot for lot and periodic ordering, are used in various
combinations without deeper considerations for the likely consequences
on cash flow and profitability. The success of these techniques
is analyzed through inventory levels and/or total cost. In this
paper, we present results of simulation which uses three different
product groups with varying demand characteristics, changing product
margins and also considers product quality failures (due to ordering,
engineering change or customer requests). Based on our results,
we suggest a portfolio approach where lot for lot policy may be
useful in an early phase of the product life-cycle and later it
may be an advantage to change over to economic order quantity
(EOQ) based ordering. However, demand sustainability and failure
rates create instances where orders in larger economical lots
may reduce profitability. Therefore, manufacturing may benefit
from a portfolio of different purchase order policies and may
evaluate the successful balance of policies using cash flow as
a parameter. Accuracy of demand forecasting is vital to switching
point estimation. Further research on real-world applications
of advanced forecasting tools is advocated as well as a framework
to develop the portfolio for intelligent purchasing systems.
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ESD-WP-2008-06
Understanding Complexity: Dynamic Analysis of Combat Vehicle Accidents
by
Maj. Nathan A. Minami,
Instructor/Analyst; United States Military Academy; Department
of Systems Engineering
Stuart
E. Madnick,
John Norris Maguire Professor of Information Technologies &
Professor of Engineering Systems; Massachusetts Institute of Technology,
Sloan School of Management & School of Engineering
Dozens
of U.S. soldiers are killed each year as a result of both combat
and motor vehicle accidents. The objective of this study is to
look beyond the events and symptoms of accidents which normally
indicate human error, and instead study the complex and poorly
understood upper-level organizational processes and problems that
may constitute the actual root causes of accidents – this
is particularly challenging because the causes often involve nonlinear
dynamic phenomena and have behaviors that are counter-intuitive
to normal human thinking, these are often called “wicked”
problems. After reviewing the available literature, a System Dynamics
model was created to provide an analytical model of this multifaceted
system that allows for extensive simulation. The results of these
simulations suggest that high-level decisions that balance mission
rate and operations tempo with troop availability, careful management
of the work-rest cycle for deployed troops, and improvement of
the processes for evaluating the lessons learned from accidents,
will lead to a reduction in Army combat and motor vehicle accidents.
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ESD-WP-2008-05
Evaluating and Aggregating Data Believability across Quality Sub-Dimensions
and Data Lineage
by
Nicolas Pratt,
ESSEC Business School
Stuart
E. Madnick,
Sloan School of Management and Engineering Systems Division,
MIT
Data
quality is crucial for operational efficiency and sound decision
making. This paper focuses on believability, a major aspect of
data quality. The issue of believability is particularly relevant
in the context of Web 2.0, where mashups facilitate the combination
of data from different sources. Our approach for assessing data
believability is based on provenance and lineage, i.e. the origin
and subsequent processing history of data. We present the main
concepts of our model for representing and storing data provenance,
and an ontology of the sub-dimensions of data believability. We
then use aggregation operators to compute believability across
the sub-dimensions of data believability and the provenance of
data. We illustrate our approach with a scenario based on Internet
data. Our contribution lies in three main design artifacts (1)
the provenance model (2) the ontology of believability subdimensions
and (3) the method for computing and aggregating data believability.
To our knowledge, this is the first work to operationalize provenance-based
assessment of data believability.
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ESD-WP-2008-04
Measuring Data Believability: A Provenance Approach
by
Nicolas Pratt,
ESSEC Business School
Stuart
E. Madnick,
Sloan School of Management and Engineering Systems Division,
MIT
Data
quality is crucial for operational efficiency and sound decision
making. This paper focuses on believability, a major aspect of
quality, measured along three dimensions: trustworthiness, reasonableness,
and temporality. We ground our approach on provenance, i.e. the
origin and subsequent processing history of data. We present our
provenance model and our approach for computing believability
based on provenance metadata. The approach is structured into
three increasingly complex building blocks: (1) definition of
metrics for assessing the believability of data sources, (2) definition
of metrics for assessing the believability of data resulting from
one process run and (3) assessment of believability based on all
the sources and processing history of data. We illustrate our
approach with a scenario based on Internet data. To our knowledge,
this is the first work to develop a precise approach to measuring
data believability and making explicit use of provenance-based
measurements.
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ESD-WP-2008-03
Enabling Global Price Comparison with Semantic Integration of
Web Data
by
Hongwei Zhu,
College of Business and Public Administration, Old Dominion
University
Stuart
E. Madnick*,
Sloan School of Management and Engineering Systems Division,
MIT
Michael
Siegel,
Sloan School of Management, MIT
“Sell
Globally” and “Shop Globally” have been seen
as a potential benefit of web-enabled electronic business. One
important step toward realizing this benefit is to know how things
are selling in various parts of the world. A global price comparison
service would address this need. But there have not been many
such services. In this paper, we use a case study of global price
dispersion to illustrate the need and the value of a global price
comparison service. Then we identify and discuss several technology
challenges, including semantic heterogeneity, in providing a global
price comparison service. We propose a mediation architecture
to address the semantic heterogeneity problem, and demonstrate
the feasibility of the proposed architecture by implementing a
prototype that enables global price comparison using data from
web sources in several countries.
*Corresponding
author
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ESD-WP-2008-02
Semantic Integration Approach to Efficient Business Data Supply
Chain: Integration Approach to Interoperable XBRL
by
Hongwei Zhu,
College of Business and Public Administration, Old Dominion
University
Stuart
E. Madnick,
Sloan School of Management and Engineering Systems Division,
MIT
As an
open standard for electronic communication of business and financial
data, XBRL has the potential of improving the efficiency of the
business data supply chain. A number of jurisdictions have developed
different XBRL taxonomies as their data standards. Semantic heterogeneity
exists in these taxonomies, the corresponding instances, and the
internal systems that store the original data. Consequently, there
are still substantial difficulties in creating and using XBRL
instances that involve multiple taxonomies. To fully realize the
potential benefits of XBRL, we have to develop technologies to
reconcile semantic heterogeneity and enable interoperability of
various parts of the supply chain. In this paper, we analyze the
XBRL standard and use examples of different taxonomies to illustrate
the interoperability challenge. We also propose a technical solution
that incorporates schema matching and context mediation techniques
to improve the efficiency of the production and consumption of
XBRL data.
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ESD-WP-2008-01
Lean Aerospace Engineering
by
Earll M. Murman
Ford Professor of Engineering Emeritus
Aeronautics and Astronautics Department and Engineering Systems
Massachusetts Institute of Technology
A framework
for Lean Engineering is presented, based upon observational findings
from a decade of research in the aerospace domain, published works
on Toyota and Southwest Airlines, and practitioner input. The
framework is illustrated with examples drawn from aircraft and
other aerospace applications. Lean Engineering is not totally
new to aerospace, and it continues to evolve. Future challenges
are briefly summarized.
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