Technology Diffusion Analysis
Table of Contents
The diffusion of a technology can be analyzed by tracing the rate of discrete individuals and organizations publishing over time. It is assumed that peer-reviewed publication is an indicator of institutional interest in a specific technology. Thus, the number of different authors and affiliations publishing/patenting indicates the relative growth in 'popularity' of the technology. As the number of individuals/institutions publishing increases, the size of the research community and expert knowledge base correspondingly increases. The following indicators were analyzed to better understand the diffusion of information on fuel cell technology:
Affiliation Rate - Size of the Research Community
Analysis of the number of affiliations publishing on fuel cell technology
indicates that the fuel cell research community is large, diverse, and
relatively young. From 1987 to 1997, a total of 783 different institutions
published articles on fuel cell technology. The top 10 affiliations
contributed 444 articles representing 18.9% of total publications.
Most of the organizations contributed very few articles; only 63 organizations
contributed 10 or more articles. In fact, 58% of the affiliations
contributed only a single article. These findings suggest that no
organization dominates fuel cell research, which has a community consisting
of hundreds of players contributing sporadically.
Table 4: Most Prolific Affiliations - Articles (ENGI)
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Longevity |
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NASA, Cleveland, OH, USA |
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Los Alamos National Laboratory, Los Alamos, NM, USA |
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Texas A&M Univ, College Station, TX, USA |
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Westinghouse Electric Corp, Pittsburgh, PA, USA |
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Energy Research Corp, Danbury, CT, USA |
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Argonne Natl Lab, Argonne, IL, USA |
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CNR Inst for Transformation and Storage of Energy, Messina, Italy |
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Mitsubishi Electric Corp, Amagasaki, Jpn |
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Case Western Reserve Univ, Cleveland, OH, USA |
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Illinois Inst of Technology, Chicago, IL, USA |
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| 10 (tie) | U.S. Dep of Energy, Washington, DC, USA |
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Fig. 9 displays the trends in affiliations publishing and patenting on fuel cell
technology. The affiliation rate for ENGI reflects the general publication
trend. From 1987 to 1991, the number of organizations fluctuated from
a high of 126 to a low of 76. Since 1991, there has been significant growth
in affiliations, reaching an apex of 173 different organizations publishing
in 1995. Over the last 5 years, the affiliation rate has averaged 156 affiliations
per year. Most recently, there has been about a 10% decline in affiliations,
perhaps reflecting industry consolidation.
Fig 9: Technology Diffusion Analysis -
Affiliation Rate
Analysis of patent affiliations reveals a different pattern. From 1987
to 1997, a total of 368 institutions obtained patents on fuel cell technology.
The top 10 patent affliations accounted for 712 patents, representing 61.7%
of the total. The number of different organizations patenting on
fuel cell technology has steadily increased over the 10-year period.
Of the 36 organizations patenting in 1987, only 11 organizations had 2
or more patents (30.6%). This number increased to 26 in 1997, the relative
percentage decreased to 17.3% indicating that over four-fifths of organizations
had only modest patent activity (only 1 patent).
Table 5: Most Prolific Affiliations - Patents
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Longevity |
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United Technologies Corporation Hartford CT |
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International Fuel Cells Corporation South Windsor CT |
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U.S. Department of Energy Washington DC |
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Westinghouse Electric Corp. Pittsburgh PA |
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Hitachi, Ltd. Tokyo JPX |
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Fuji Electric Co., Ltd. Kawasaki JPX |
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Energy Research Corporation Danbury CT |
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Siemens Aktiengesellschaft Berlin and Munich DEX |
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Mitsubishi Denki Kabushiki Kaisha Tokyo JPX |
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NGK Insulators, Ltd. JPX |
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The analysis of affiliation rates can be extended to examine the diffusion
of specific technology types. Fig. 10 compares the trends in affiliation
rate for each fuel cell type. Solid oxide fuel cells are diffusing
rapidly, increasing two-hundred percent in the five year period from 1992
to 1997. In contrast, the number of organizations publishing on phosphoric
acid fuel cells has declined sharply over the last five years; from a high
of 24 organizations in 1994 to only 9 organizations in 1997.
The number of affiliations publishing on alkaline fuel cells has been
steadily declining; this may indicate that AFC's have already reached a
high level of diffusion into the scientific literature. Proton exchange
membrane fuel cells experienced consistent growth in affiliation rate until
1996; an indicator of steady diffusion.
Fig 10: Technology Diffusion Analysis - Fuel
Cell Technology
Author Rate - Size of Expert Knowledge Base
The number of authors publishing on fuel cell technology was analyzed to
evaluate the size of the expert knowledge base. From 1987 to 1997,
over 4000 different authors published articles on fuel cell technology.
The top 10 authors (Table 3) contributed a total of 262 articles, representing
only 11.1% of the total publications abstracted in ENGI. Thus, no
individual dominates the literature.
Table 6: Most Prolific Authors
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Affiliation |
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Srinivasan, S. | Texas A&M Univ, College Station, TX, USA |
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Giordano, N. | CNR Inst for Transformation and Storage of Energy, Messina, Italy |
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Appleby, A.J. | Texas A&M Univ, College Station, TX, USA |
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Gottesfeld, S. | Los Alamos Natl Lab, Los Alamos, NM, USA |
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Dokiya, M. | Natl Inst of Materials and Chemical Research, Tsukuba-shi, Jpn |
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Sakai, N. | Natl Inst of Materials and Chemical Research, Tsukuba-shi, Jpn |
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Kawada, T. | Natl Chemical Lab for Industry, Tsukuba Research Cent, Ibaraki, Jpn |
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Yokokawa, H. | Natl Chemical Lab for Industry, Tsukuba Research Cent, Ibaraki, Jpn |
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Savinell, R.F. | Case Western Reserve Univ, Cleveland, OH, USA |
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Kordesch, K. | Technical Univ Graz, Graz, Austria |
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Fig. 11 shows the trend in number of authors publishing on fuel cell
technology per year. From 1987 to 1993, the author rate averaged
411 authors per year. After 1993, however, the author rate stepped
up to a higher plateau, as the rate jumped from 483 to 712 authors per
year, an increase of 47%. These levels are a significant indicator
of the size of the expert knowledge base. In other words, over 700
different persons published articles on fuel cell technology, a critical
mass of contacts with expertise on fuel cell technology.
Fig 11: Technology Diffusion Analysis
- Author Rate
Source Rate - Maturity of Market Communication
The number of sources containing articles on fuel cell technology were
analyzed to assess the concentration of market communication. From
1987 to 1997, a total of 396 discrete sources contained articles on fuel
cell technology. The top 10 sources (Table 7) represent a 'core'
set of journals for fuel cell technology, accounting for over half of all
articles (53.4%) and having longevity of over a decade. A few of
the sources (rank 8-10) had significant early publication output, yet have
very short longevity; these sources have likely been consolidated into
other publication vehicles,
Table 7: Most Prolific Sources
| Rank | Journal | Total Articles | Longevity |
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Journal of the Electrochemical Society |
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Journal of Power Sources |
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Solid State Ionics |
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International Journal of Hydrogen Energy |
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Electrochemica Acta |
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Journal of Applied Electrochemistry |
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Proceedings - The Electrochemical Society |
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NASA Conference Publications |
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Electrochemical Society Extended Abstracts |
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Fig. 12 depicts the trend in number of sources publishing articles on
fuel cell technology. Total sources declined by nearly 40% in the
late 1980's, reflecting the general decline in publications during that
period. The source rate leveled off from 1989 to 1992 averaging 42
sources per year during this period. Since 1992, however, the number
of discrete sources has increased by 105% over the five year period from
1992 to 1997 (from 40 to 82).
Fig 12: Technology Diffusion Analysis - Source
Rate
Analysis of the 40 sources in 1992 and 82 sources in 1997 reveal that
the core journals continue to be the leading avenues for publication on
fuel cells, with 6 of the top 10 in 1992 still in the top 10 of 1997.
The doubling of sources over the last 5 years can be attributed to an increase
in the number of conference proceedings (e.g., Materials Research Society
Symposium, Proceedings of the American Power Conference) and specialty
journals (e.g., Journal of Alloys and Compounds, NTT R&D).
New conferences and journals contribute significantly to the diffusion
of fuel cell research across publication sources.
Longevity - Track Record
The number of years publishing on a specific technology is an indicator of the
individual or institution's track record. Greater longevity in the field
infers greater experience and enduring interest in the area.
Fig. 13: Publication Longevity
Only 3 organizations have continuously published on fuel cell technology
from 1987 to 1997, and only 8 have over a decade of publication experience.