Systems Engineering Philosophy: No Easy Answers?

Size: px
Start display at page:

Download "Systems Engineering Philosophy: No Easy Answers?"

Transcription

1 Systems Engineering Philosophy: No Easy Answers? Indrajeet Dixit University of Southern California Los Angeles, CA Abstract Jo Ann Lane University of Southern California Los Angeles, CA Many continue to ask if Systems Engineering is really a discipline and does it have an underlying philosophy. This paper is an attempt to fill the gap in the literature on the philosophical drivers of systems engineering. In doing so, we discuss the philosophy of science, philosophy of technology, and their relationship to systems engineering. We also explore some topical issues relevant to this discussion such as, what is systems engineering, and how can it be better bounded. Our analysis reveals while systems engineering is important to the successful development and evolution of systems, it has some foundational issues resulting in an over-focus on current systems engineering practices. To better advance Systems Engineering, it is important that our research efforts expand to include the overall philosophies that support systems engineering and that we more broadly research systems engineering to include multidisciplinary principles and properties as well as innovation. Systems engineering is a new piece in the academic architecture. As compared to the older engineering specialties with their reliance on the natural sciences, systems engineering has roots in a variety of sciences, technologies and to an extent in management practices. As shown in Figure 1, it is through a variety of sciences that principles and physical properties are discovered and matured. Through the maturation process of principles and properties, technology concepts often emerge and evolve through innovation. As technologies are used, integrated into, or migrated into systems, standard practices and methodologies evolve to capture successful approaches. And finally, as the practices and methodologies mature, tools can be developed to automate tedious, complex, or error Introduction

2 prone activities. For example, through the science of physics we learn principles about gravity and through the sciences of biology and physiology we learn the principles that explain why birds can fly and man can t. Then, through the science of aerodynamics, we learn that there are ways we can make things more air-worthy. Innovation integrates several (possibly disparate) technologies, and one can develop the concept of an airplane such as the first one successfully flown by the Wright brothers. As we learned more and more about flying and airplanes, standard practices and methodologies were developed along with tools to support the development, test, and manufacture of new aircraft. Systems Engineering, in our opinion is a process enabling concept exploration as well as the development, manufacturing and testing of complex engineered systems. A recent paper (Brown, 2009) observed systems engineering researchers placed the proverbial cart (methodology) before the horse (philosophy). It was suggested that an increase in academic systems engineering research (SER) has raised concerns about rigor and validity and may have led to a greater emphasis on methodology. In addition, SER has extended from the physical and informational domains to include the social domain. Such an expansion has made philosophy paramount, yet perhaps, researchers have not expended sufficient resources identifying philosophical traditions relevant to systems engineering research. We concur with Brown, insofar as systems engineering as it is known in its modern form, has a strong social dimension. To quote Sage (pp. 164), systems engineering is a management technology which involves the interactions of science, the organization, and the environment (Sage, 2000). The inclusion of the words, management, organization and environment, lends credence to the possibility of using social science tools in systems engineering research. Subsequently, internalizing and familiarizing with the philosophy of science is essential for conducting research in the social sciences, and hence in systems engineering. Moreover, with complex organizational and institutional issues and emergent behaviours related to systems of systems 1 lurking around the corner, systems engineering scholars can ignore philosophy of science at their own peril and certainly at the cost of rigor and validity as complexity grows. This paper takes a further look at systems engineering and attempts to answer the following questions: 1. What are the philosophical roots (heritage) of systems engineering? 2. Can systems engineering be considered as a discipline or is it just a process? 3. If it is a discipline, what is the scope of that discipline? 4. What are the impacts of this with respect to future systems engineering research? Systems Engineering as a Discipline? In contrast to Brown, in our opinion, the boundary of a systems engineering problem remains ill-defined. Currently, it is difficult, if not impossible to describe, what is and what is not a systems engineering problem. While adding a social dimension does not compound the problem, it does not necessarily help bound a problem within the confines of systems engineering 2. The 1 This also raises the issue of systems of systems engineering being a distinct discipline from systems engineering. However, that is a story for another day. 2 Irrespective of the scope of a systems engineering problem, in our analysis, the social dimension remains an important lens to view any systems development activity.

3 body of literature on this particular issue while not being extensive is certainly enlightening. For example, Johnson remains unconvinced about the academic potential of systems engineering, while acknowledging its pragmatic utility (Johnson, 1997), whereas Emes et al. are unconvinced about distinguishing systems engineering from competing systems disciplines (Emes, Smith, & Cowper, 2005) and lastly, Dixit and Valerdi (2007), claim systems engineering is unable to identify problems unique to its jurisdiction and this has serious implications for the professionalization effort (Dixit & Valerdi, 2007). While these existential questions are of enormous importance, they are beyond the scope of this analysis. Our approach is conservative and pragmatic as we recognize the development of complex systems (particularly ones strongly influenced by, and hypothetically capable of influencing, institutional, regulatory and organizational environments) remains a matter of serious inquiry, requiring multiple disciplines for developing theories and testable hypotheses and consequently (if possible) repeatable solutions. Systems Engineering 3 is at the intersection of engineering and social science 4. Approaching the issue of philosophy from the perspective of philosophy of science, is necessary but not sufficient. In our opinion, there is an extant philosophical tradition, the philosophy of technology, which researchers must draw upon, in addition to the philosophy of science. The Philosophy of Everything? From a systems engineering perspective, there are two central issues: firstly what is the distinction between the two philosophies (of science and technology), and secondly, what is their relevance (if any) to systems engineering research. The definition of the key terms involved here are as follows (Merriam-Webster, 1998). Philosophy: the most basic beliefs, concepts, and attitudes of an individual or group Science: knowledge or a system of knowledge covering general truths or the operation of general laws especially as obtained and tested through scientific method Technology: the practical application of knowledge especially in a particular area Methodology: a body of methods, rules, and postulates employed by a discipline : a particular procedure or set of procedures 3 It is difficult to avoid the debate over systems engineering and engineering systems. Our position remains firm. Systems engineering is a process, and engineering systems is a field of inquiring, of which systems engineering is but one branch. 4 Management is excluded, because, modern management theory draws upon three distinct social science disciplines for the three areas of inquiry; economics for strategic management, sociology for organization theory and psychology for organizational behavior while studying phenomena at different levels of analyses; verticals (strategic management), firms (organization theory) and groups, teams or individuals (organizational behavior). These disciplines do not exclusively inform one area of inquiry, e.g. perspectives on organization theory are economic and sociological. The behavior of individuals within firms is informed by economics and psychology and strategic management is influenced by psychological and economic theories. For a discussion on the existential crisis in management, the following is recommended: Khurana, R From Higher Aims to Hired Hands: The Social Transformation of American Business Schools and the Unfulfilled Promise of Management as a Profession.. Princeton, NJ: Princeton University Press.

4 Philosophy of science is the study of the underlying assumptions, methods and practices of scientists. A typical starting point for discussions on philosophy of science is logical positivism. With logical positivism, there was no limit to the number of verifications required for a theory to be accepted as a universal truth. This was a significant impediment and Carnap modified it by suggesting any theory validated with empirical proof was tentatively accepted until the emergence of evidence to the contrary in which case it would be rejected. This form was called logical empiricism, and while problematic in its own right, has sustained the test of time (problem of induction, and of a priori knowledge). Karl Popper found a way around by introducing falsificationism. According to Popper, only when an observed phenomenon was contradicting established theory, would the need for additional experimentation arise. If in these succeeding experiments, the theory was falsified, then it was roundly rejected. Moreover even a single instance of falsification disproved a theory. The problems with falsificationism as a paradigm were similar to logical empiricism measurement errors and observational bias. Moreover, as Kuhn noted, it was impossible to refute an established framework on the basis of a single observation. Also, the scientific community had advanced in spite of contrary empirical evidence (e.g. oxidation, Copernican astronomy etc). In the classic work The Structure of Scientific Revolutions, Kuhn introduced the concept of scientific revolutions. According to this theory, science advances through paradigmatic shifts or revolutions, wherein on occasion, the objective of science may not be to seek the truth but instead, advancement for its own sake. Kuhn suggests that due to paradigmatic differences, rational argument is not sufficient to convert a scientist from one paradigm to another as it involves too great a conceptual leap. In other words, perhaps scientists remain in the silos of their paradigms. The criticism to Kuhn comes in two forms firstly Kuhn argues that the question of theory selection is a matter of faith. Critics have found contrary evidence and suggest the irrationality of such behavior. Secondly, for a number of social sciences (and even in natural science) the existence of competing paradigms has been found. In a more recent work, Paul Feyeraband introduced the model of epistemological anarchy. The underlying logic suggests it is necessary to violate established norms to achieve scientific progress. Conformity to rules inhibit creativity and Feyeraband argued that there are no universal rules for science, some rules maybe incommensurate with other disciplines, but they do not become unscientific. Lastly Cognitive Sociology of Science suggests science is a social construct and every scientific breakthrough involves the social world. Science is also a social enterprise and theories are appraised not just in terms of rational but also sociological criteria (Anderson, 1983; Taleb, 2007). This is by no means an exhaustive account of philosophy of science; it is a brief presentation of the key ideas and the contrarian perspectives. Philosophy of technology is a distinct field of study, and while being different, it certainly has significant commonalities. We observed that there are contrasting perspectives about the significance and the extent of study of the philosophy of technology or engineering. For example, Meijers et al. state (pp. 1): The fact that philosophers of science have not regarded technology or engineering as a subject worthy of serious study clearly emerges from well-known introductions, companions and anthologies. [Curd and Cover, 1998] and [Curd and Psillos, 2008], for example, do not have a single index entry for artifact, design, engineering or technology in 2000 pages of philosophy of science. There are some exception though, such as [Newton and Smith, 2000] which contain a small section on the philosophy of technology. (Meijers, Gabbay, Thagard, & Woods, 2009)

5 Others (Ihde, 2004; Lipton, 2010) observe that the philosophy of technology is as old as the philosophy of science, or just a little younger. However, programs in philosophy of technology are not as common as philosophy of science, and usually (if not always) the former are circumscribed by the larger number of science programs. As pointed out by Mitcham (Mitcham, 1990), there are two strands in philosophy of technology: scholars studying the internal structure of technology (pp. ix) and secondly, the more humanities oriented scholars who study the relations of technology with society. Scholars such as Brian Latour and others, focused on the latter form that is commonly known as Science and Technology Studies or STS programs. Mitcham states that the former is the engineering philosophy of technology and does not make a direct distinction between philosophy of engineering and philosophy of technology (Mitcham, 1990). The history of the philosophy of technology is rich, but as Ihde points out, the fundamental problem with it is that it still lacks a core set of problems and theories that can be used to determine its problem space (a problem not very different from the ones that systems engineering faces). Using the works of Lipton (Lipton, 2010) and Ihde (Ihde, 2004) we discuss the differences between science and technology. Bunge, in (Ihde, 2004), suggested science was ethically neutral, but technology was not, and it grappled between good and evil. Lipton did not discuss the ethical dimension but focused on differences in the drivers, types of knowledge, and outputs of scientific and engineering activity. He suggested that scientists were the drivers of science. They picked problems within their paradigm and jurisdiction and attempted to solve them. For engineers, problems were given to them either by sponsors or clients who expected them to use their knowledge, skills, and judgment for creating solutions. Scientific knowledge, according to Lipton was knowing that, with roots in propositional logic, whereas engineering knowledge was knowing how, which he considers as an ability or skill. The output of scientific activity is theory generation, whereas the ideal output of engineering activity is an artifact or a product. To understand the relevance of each of these philosophies, it is imperative to explore systems engineering. An upcoming effort (Dixit & Valerdi, 2011) analysed five different definitions of systems engineering, one by a professional society (INCOSE), two from texts (Blanchard & Fabyrcky and Sage) and two by individuals known for their contributions to systems engineering (George Friedman and Simon Ramo). Each definition provides a distinct perspective on systems engineering. They were different in terms of approach, scale, scope and end product. Hence, for the purpose of this discussion, we analyze systems using three lenses: people, processes and products. Given these parameters, we can now discuss the scope and relevance of each philosophy to systems engineering. Systems engineering research is at the intersection of the three perspectives people, processes and products. Within each perspective, there are multiple level of analyses, and a particular research problem may involve one element from one (or more) of the perspectives. The disciplines informing these perspectives encompass sciences, engineering, and social sciences. In Figure 2, we divide the three-dimensional space into three two-dimensional areas, with a particular philosophy having a more significant impact on any particular two dimensional area. For example, philosophy of technology, particularly the engineering type, is more influential in understanding the area between people and products. The area between people and processes is commonly studied by sociologists and social psychologists, hence we predict a stronger influence of philosophy of science. The last, the area between processes and products we believe is strongly influenced by the humanities philosophy of technology.

6 Figure 2. Impact of Philosophy In summary, conducting research in systems engineering is a complex task, and for epistemological and axiological reasons, it is imperative scholars focus on both the philosophy of science and the philosophy of technology as guiding lights. Current Focus Many of the systems engineering research activities today focus on the part of the discipline that is better understood and based upon past successes in systems engineering. There is a considerable amount of on-going research in the areas of engineering processes, best practices, and standards; life cycle models; agile processes; lean processes; six-sigma projects to refine processes; engineering approaches such as model-based engineering, platform-based engineering, and system of systems engineering; governance and management strategies; and security engineering. To illustrate this, we look at two example research areas: systems engineering process guidance and systems engineering cost modelling. These areas tend to focus on what to do, how to assess how well it is done, and how to estimate how much effort is required to adequate perform systems engineering. Systems Engineering Process Guidance: The INCOSE Systems Engineering Handbook is the result of a significant effort undertaken by INCOSE to capture and disseminate systems engineering best practices based on practices employed in the past on successful engineering efforts. However, it primarily focuses on the systems engineering process and does not address the question of innovation (in the 2007 edition, the word innovation appears five times in the entire document, and on no occasion does it explain how following the process may lead to innovative solutions; in fact in one case there is an explanation for over-reliance of process may lead to lack of innovation). Moreover, it does not aid in the development of new technologies or the identification or refinement of general principles or properties applicable to the development of complex engineered systems. The Software Engineering Institute s Capability Maturity Model Integrated (CMMI) has similar problems. It is not a tool for innovation, but instead is a process definition and assessment tool based upon current best practices. When closely adhered to, it focuses the engineer on doing an adequate job of engineering a system that meets requirements and has acceptable quality

7 and attempts to constrain efforts to target costs and schedules. This approach tends to inhibit or proscribe innovative talent and focuses the engineer on good enough or sufficiency. Systems Engineering Cost Modeling: Taking another leaf from the software engineering world, in the first half of the previous decade, a concerted effort was put into developing a systems engineering cost model. This model was called COSYSMO (Valerdi, 2005) and it predicts the number of person-months required for completing systems engineering activities as defined by a standard process model. However, COSYSMO s predictions are based on the availability of certain data (e.g. size drivers such as number of algorithms and number of systems requirements). Since COSYSMO starts with number of nominal (sea-level) systems engineering requirements as its size driver, it cannot be inclusive of the top level conceptual development, new technology development/maturation, and innovation aspects of systems engineering (since that work must have already been completed to arrive at the sea-level requirements). It is at this point, the requirements are turned over to the engineering team for further analysis, refinement, and detailed concept development. While significant engineering activity needs to be performed for a system to reach the manufacturing stage, the act of innovation has occurred long before. Inasmuch as the community benefits from the ability to predict the person-months of systems engineering activity required, there is no measure of how much innovation costs, or how long it took, or why the act of innovation occurred as it did. What s Missing: Amidst all these exciting developments, something fundamental is lacking. Reviewing its history, systems engineering was not intended to be just a bureaucratic schema, but also an engine of innovation. In his work, Rechtin calls the period of innovation (or conceptual development), systems architecting, a higher-order process of synthesis (over analysis) resulting in the creation of unprecedented systems. Lately this distinction has blurred, and architecting is wrongly equated with architecture development (the latter is the product of the former, but they are not the same). Rechtin famously theorized these acts of innovation were the product of the use of heuristics developed by an architect over years of experience (Rechtin, 1991). Hence, gaining a deeper understanding of the architecting (or innovation) process is essential in training future systems architects (who typically rise from the ranks of the larger engineering workforce). Some contemporary research such as Lane et al. delves into understanding why certain firms are consistently good innovators. The explanation lies partly in sound process techniques (shorter cycle times, excellent concurrent engineering), teamwork (small agile teams) and a culture focused on constant improvement and business interests, but also balances these activities with time to pursue and mature innovative approaches and technologies (Lane, Boehm, Bolas, Madni, & Turner, 2010). Assuming we circumscribe systems architecting within systems engineering, it is clear that it remains under-researched. Improving methods, processes and tools is necessary but not sufficient and is similar to placing the cart, before the proverbial horse (in this regard, the horse is the driver of innovation (or architecting), and the cart, i.e. methods, processes and tools or engineering ) are the enablers for this process. However, research is limited with respect to innovation, new technology development, or the development of new scientific principles/properties in the systems engineering literature this is often relegated to corporate organizations with significant financial resources trying to develop the next major gee-whiz product that will get consumers running to the store to be one of the first to own the new product. This is seen in industries such as computing (Apple, Microsoft, Google) and cellular technologies (Qualcomm and many of the computing companies mentioned before). And companies prize these research results as secret intellectual property that must not be shared.

8 Implications For any significant progress in systems engineering as a discipline, it is necessary to understand the work of systems engineers and systems architects. Philosophy of science and philosophy of technology are frameworks providing guidance and motivation to researchers interested in pursuing this path. As mentioned earlier, the disciplines capable of providing a theoretical premise for such research, are too numerous to be named. The practice, methodology, and tools of systems engineering provide a process perspective, but not a disciplinary perspective on systems engineering as a whole. Like any process, it needs to be measured, refined and managed in order for it to be improved. However, an improved process does not imply disciplinary progress and does not lead to revolutionary approaches. It means exactly what it is: an improved process. This analysis is illustrated in Figure 3. The larger concern here remains one of training and certification efforts conducted by INCOSE. Does a certified systems engineering professional qualify as an innovator or as someone who is aware of the process and has diverse experience in the different stages of developing systems? Some recent research by Davidz and Nightingale (Davidz & Nightingale, 2008), observes the key factors for enabling systems thinking in engineers. However, the question of innovation remains to be answered. Conclusions In conclusion, systems engineering is an important multi-disciplinary area of inquiry and most recent research efforts have worked to standardize and improve current systems

9 engineering processes so that we can repeatedly develop solid systems within relatively predictable cost and schedule parameters (whether the predictable cost and schedule parameters are acknowledged or acceptable is a whole other topic of inquiry). However it is imperative to focus on Systems Engineering broadly and not forget about the harder but more impactful problems related to systems engineering principles, properties, and innovation. Currently, very little research has gone into understanding the drivers of innovation in firms practising systems engineering, and we hope that changes soon. References Anderson, P. F Marketing, Scietific Progress and Scientific Method. Journal of Marketing, 47(Fall 1983): Brown, S Naivety in Systems Engineering Research: are we putting the methodological cart before the philosophical horse?, Seventh Annual Conference on Systems Engineering Research. Loughborough, UK. Davidz, H. L. & Nightingale, D. J Enabling systems thinking to accelerate the development of senior systems engineers. Systems Engineering, 11(1): Dixit, I. & Valerdi, R Challenges in the Development of Systems Engineering as a Profession?, 17th Annual INCOSE Symposium. San Diego, CA: INCOSE. Dixit, I. & Valerdi, R Some Observations on Systems Engineering as a Profession. Emes, M., Smith, A., & Cowper, D Confronting an identity crisis - How to brand systems engineering? Systems Engineering, 8(2): Ihde, D Has the Philosophy of Technology Arrived? A State of theart Review. Philosophy of Science, 71(1): Johnson, S. B Three Approaches to Big Technology: Operations Research, Systems Engineering, and Project Management. Technology and Culture, 38(4): Lane, J. A., Boehm, B., Bolas, M., Madni, A. M., & Turner, R Critical Success Factors for Rapid, Innovative Solutions, 4th International Conference on Software Processes. Paderborn, Germany. Lipton, P Engineering and Truth, Philosophy of Engineering, Vol. 1. London: The Royal Academy of Engineering. Meijers, A., Gabbay, D., Thagard, P., & Woods, J. (Eds.) Philosophy of Technology and the Engineering Sciences (1 ed.): North Holland. Merriam-Webster Merriam-Webster's Collegiate Dictionary, 10th ed.: 1559: Merriam- Webster. Mitcham, C Thinking through Technology: The Path between Engineering and Philosophy. Chicago: University Of Chicago Press. Rechtin, E Systems Architecting: Creating & Building Complex Systems. Upper Saddle River: Prentice Hall. Sage, A. P Systems engineering education. Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on, 30(2): Taleb, N. N The Black Swan. New York: Random House. Valerdi, R The constructive systems engineering cost model (COSYSMO). Unpublished Ph.D., University of Southern California, United States -- California.

10 Biographies Indrajeet Dixit is a Ph.D. candidate at University of Southern California. He received an M.S. in Systems Engineering from George Mason University and B.E. in Electronics from University of Mumbai (Bombay), India. His research interests span systems thinking, organizational psychology and product development processes. Dr. Jo Ann Lane is a research assistant professor at the University of Southern (USC) California Center for Systems and Software Engineering, conducting research in the areas of SoSE, systems engineering, and innovation. She was a co-author of the 2008 Department of Defense Systems Engineering Guide for Systems of Systems. Prior to her academic career, she was a key technical member at SAIC for over 20 years, responsible for the development and integration of software-intensive systems and systems of systems. She received her PhD in systems engineering from the USC and her Master s in computer science from San Diego State University.

Empirical Research on Systems Thinking and Practice in the Engineering Enterprise

Empirical Research on Systems Thinking and Practice in the Engineering Enterprise Empirical Research on Systems Thinking and Practice in the Engineering Enterprise Donna H. Rhodes Caroline T. Lamb Deborah J. Nightingale Massachusetts Institute of Technology April 2008 Topics Research

More information

The Science In Computer Science

The Science In Computer Science Editor s Introduction Ubiquity Symposium The Science In Computer Science The Computing Sciences and STEM Education by Paul S. Rosenbloom In this latest installment of The Science in Computer Science, Prof.

More information

CHAPTER 8 RESEARCH METHODOLOGY AND DESIGN

CHAPTER 8 RESEARCH METHODOLOGY AND DESIGN CHAPTER 8 RESEARCH METHODOLOGY AND DESIGN 8.1 Introduction This chapter gives a brief overview of the field of research methodology. It contains a review of a variety of research perspectives and approaches

More information

UNIT VIII SYSTEM METHODOLOGY 2014

UNIT VIII SYSTEM METHODOLOGY 2014 SYSTEM METHODOLOGY: UNIT VIII SYSTEM METHODOLOGY 2014 The need for a Systems Methodology was perceived in the second half of the 20th Century, to show how and why systems engineering worked and was so

More information

1 Name of Course Module: History and Philosophy of Science-2. 2 Course Code: 3 Name(s) of academic staff: Prof. C. K. Raju

1 Name of Course Module: History and Philosophy of Science-2. 2 Course Code: 3 Name(s) of academic staff: Prof. C. K. Raju 1 Name of Course Module: History and Philosophy of Science-2 2 Course Code: 3 Name(s) of academic staff: Prof. C. K. Raju 4 Rationale for the inclusion of the course/module in the programme: 1. Part 1

More information

Abstraction as a Vector: Distinguishing Philosophy of Science from Philosophy of Engineering.

Abstraction as a Vector: Distinguishing Philosophy of Science from Philosophy of Engineering. Paper ID #7154 Abstraction as a Vector: Distinguishing Philosophy of Science from Philosophy of Engineering. Dr. John Krupczak, Hope College Professor of Engineering, Hope College, Holland, Michigan. Former

More information

Introduction to Humans in HCI

Introduction to Humans in HCI Introduction to Humans in HCI Mary Czerwinski Microsoft Research 9/18/2001 We are fortunate to be alive at a time when research and invention in the computing domain flourishes, and many industrial, government

More information

Media and Communication (MMC)

Media and Communication (MMC) Media and Communication (MMC) 1 Media and Communication (MMC) Courses MMC 8985. Teaching in Higher Education: Communications. 3 Credit Hours. A practical course in pedagogical methods. Students learn to

More information

CRITERIA FOR AREAS OF GENERAL EDUCATION. The areas of general education for the degree Associate in Arts are:

CRITERIA FOR AREAS OF GENERAL EDUCATION. The areas of general education for the degree Associate in Arts are: CRITERIA FOR AREAS OF GENERAL EDUCATION The areas of general education for the degree Associate in Arts are: Language and Rationality English Composition Writing and Critical Thinking Communications and

More information

Information Sociology

Information Sociology Information Sociology Educational Objectives: 1. To nurture qualified experts in the information society; 2. To widen a sociological global perspective;. To foster community leaders based on Christianity.

More information

Learning Goals and Related Course Outcomes Applied To 14 Core Requirements

Learning Goals and Related Course Outcomes Applied To 14 Core Requirements Learning Goals and Related Course Outcomes Applied To 14 Core Requirements Fundamentals (Normally to be taken during the first year of college study) 1. Towson Seminar (3 credit hours) Applicable Learning

More information

PBL Challenge: DNA Microarray Fabrication Boston University Photonics Center

PBL Challenge: DNA Microarray Fabrication Boston University Photonics Center PBL Challenge: DNA Microarray Fabrication Boston University Photonics Center Boston University graduate students need to determine the best starting exposure time for a DNA microarray fabricator. Photonics

More information

ty of solutions to the societal needs and problems. This perspective links the knowledge-base of the society with its problem-suite and may help

ty of solutions to the societal needs and problems. This perspective links the knowledge-base of the society with its problem-suite and may help SUMMARY Technological change is a central topic in the field of economics and management of innovation. This thesis proposes to combine the socio-technical and technoeconomic perspectives of technological

More information

A Three Cycle View of Design Science Research

A Three Cycle View of Design Science Research Scandinavian Journal of Information Systems Volume 19 Issue 2 Article 4 2007 A Three Cycle View of Design Science Research Alan R. Hevner University of South Florida, ahevner@usf.edu Follow this and additional

More information

Towards a Software Engineering Research Framework: Extending Design Science Research

Towards a Software Engineering Research Framework: Extending Design Science Research Towards a Software Engineering Research Framework: Extending Design Science Research Murat Pasa Uysal 1 1Department of Management Information Systems, Ufuk University, Ankara, Turkey ---------------------------------------------------------------------***---------------------------------------------------------------------

More information

WORKSHOP ON BASIC RESEARCH: POLICY RELEVANT DEFINITIONS AND MEASUREMENT ISSUES PAPER. Holmenkollen Park Hotel, Oslo, Norway October 2001

WORKSHOP ON BASIC RESEARCH: POLICY RELEVANT DEFINITIONS AND MEASUREMENT ISSUES PAPER. Holmenkollen Park Hotel, Oslo, Norway October 2001 WORKSHOP ON BASIC RESEARCH: POLICY RELEVANT DEFINITIONS AND MEASUREMENT ISSUES PAPER Holmenkollen Park Hotel, Oslo, Norway 29-30 October 2001 Background 1. In their conclusions to the CSTP (Committee for

More information

Philosophical Issues of Computer Science Artefacts in a technological domain

Philosophical Issues of Computer Science Artefacts in a technological domain Philosophical Issues of Computer Science Artefacts in a technological domain Instructor: Viola Schiaffonati March, 5 th 2018 Agenda 2 Goals of science Technology Technical artefacts and artefacts based

More information

ART AS A WAY OF KNOWING

ART AS A WAY OF KNOWING ART AS A WAY OF KNOWING San francisco MARCH 3 + 4, 2011 CONFERENCE REPORT Marina McDougall Bronwyn Bevan Robert Semper 3601 Lyon Street San Francisco, CA 94123 2012 by the Exploratorium Acknowledgments

More information

Integrated Product Development: Linking Business and Engineering Disciplines in the Classroom

Integrated Product Development: Linking Business and Engineering Disciplines in the Classroom Session 2642 Integrated Product Development: Linking Business and Engineering Disciplines in the Classroom Joseph A. Heim, Gary M. Erickson University of Washington Shorter product life cycles, increasing

More information

PBL Challenge: Of Mice and Penn McKay Orthopaedic Research Laboratory University of Pennsylvania

PBL Challenge: Of Mice and Penn McKay Orthopaedic Research Laboratory University of Pennsylvania PBL Challenge: Of Mice and Penn McKay Orthopaedic Research Laboratory University of Pennsylvania Can optics can provide a non-contact measurement method as part of a UPenn McKay Orthopedic Research Lab

More information

45 INFORMATION TECHNOLOGY

45 INFORMATION TECHNOLOGY 45 INFORMATION TECHNOLOGY AND THE GOOD LIFE Erik Stolterman Anna Croon Fors Umeå University Abstract Keywords: The ongoing development of information technology creates new and immensely complex environments.

More information

Intelligent Systems. Lecture 1 - Introduction

Intelligent Systems. Lecture 1 - Introduction Intelligent Systems Lecture 1 - Introduction In which we try to explain why we consider artificial intelligence to be a subject most worthy of study, and in which we try to decide what exactly it is Dr.

More information

The Evolution of User Research Methodologies in Industry

The Evolution of User Research Methodologies in Industry 1 The Evolution of User Research Methodologies in Industry Jon Innes Augmentum, Inc. Suite 400 1065 E. Hillsdale Blvd., Foster City, CA 94404, USA jinnes@acm.org Abstract User research methodologies continue

More information

Cover Page. The handle holds various files of this Leiden University dissertation.

Cover Page. The handle   holds various files of this Leiden University dissertation. Cover Page The handle http://hdl.handle.net/1887/20184 holds various files of this Leiden University dissertation. Author: Mulinski, Ksawery Title: ing structural supply chain flexibility Date: 2012-11-29

More information

National Curriculum Update

National Curriculum Update National Curriculum Update Brian Hoepper 7 th February 2011 1. Introduction This update describes some key features of the Australian national curriculum that will be of interest to teachers of SOSE and

More information

Grades 5 to 8 Manitoba Foundations for Scientific Literacy

Grades 5 to 8 Manitoba Foundations for Scientific Literacy Grades 5 to 8 Manitoba Foundations for Scientific Literacy Manitoba Foundations for Scientific Literacy 5 8 Science Manitoba Foundations for Scientific Literacy The Five Foundations To develop scientifically

More information

The Nature of Science

The Nature of Science The Nature of Science Myths and misconceptions Declan Cathcart Background Erythropoeitin (EPO) Department of Protein Engineering Biophysicists computer modelling X-ray crystallography Molecular biologists

More information

Lumeng Jia. Northeastern University

Lumeng Jia. Northeastern University Philosophy Study, August 2017, Vol. 7, No. 8, 430-436 doi: 10.17265/2159-5313/2017.08.005 D DAVID PUBLISHING Techno-ethics Embedment: A New Trend in Technology Assessment Lumeng Jia Northeastern University

More information

TRENDS IN PRODUCT DEVELOPMENT: CONCURRENT ENGINEERING AND MECHATRONICS

TRENDS IN PRODUCT DEVELOPMENT: CONCURRENT ENGINEERING AND MECHATRONICS TRENDS IN PRODUCT DEVELOPMENT: CONCURRENT ENGINEERING AND MECHATRONICS Professor PhD. Eng. Stefan IANCU, Scientific Secretary in the Information Science and Technology Section of the Romanian Academy stiancu@acad.ro

More information

ANU COLLEGE OF MEDICINE, BIOLOGY & ENVIRONMENT

ANU COLLEGE OF MEDICINE, BIOLOGY & ENVIRONMENT AUSTRALIAN PRIMARY HEALTH CARE RESEARCH INSTITUTE KNOWLEDGE EXCHANGE REPORT ANU COLLEGE OF MEDICINE, BIOLOGY & ENVIRONMENT Printed 2011 Published by Australian Primary Health Care Research Institute (APHCRI)

More information

Care-receiving Robot as a Tool of Teachers in Child Education

Care-receiving Robot as a Tool of Teachers in Child Education Care-receiving Robot as a Tool of Teachers in Child Education Fumihide Tanaka Graduate School of Systems and Information Engineering, University of Tsukuba Tennodai 1-1-1, Tsukuba, Ibaraki 305-8573, Japan

More information

Complex Mathematics Tools in Urban Studies

Complex Mathematics Tools in Urban Studies Complex Mathematics Tools in Urban Studies Jose Oliver, University of Alicante, Spain Taras Agryzcov, University of Alicante, Spain Leandro Tortosa, University of Alicante, Spain Jose Vicent, University

More information

Revolutionizing Engineering Science through Simulation May 2006

Revolutionizing Engineering Science through Simulation May 2006 Revolutionizing Engineering Science through Simulation May 2006 Report of the National Science Foundation Blue Ribbon Panel on Simulation-Based Engineering Science EXECUTIVE SUMMARY Simulation refers to

More information

University of Bergen PHD in Philosophy In progress Focus: History and Philosophy of Technology

University of Bergen PHD in Philosophy In progress Focus: History and Philosophy of Technology Mark Thomas Young Mark Thomas Young Department of Philosophy Mark.Young@fof.uib.no https://uib.academia.edu/markthomasyoung AOS AOC Early Modern Science and Technology, History of Scientific Instruments,

More information

Introduction to AI. What is Artificial Intelligence?

Introduction to AI. What is Artificial Intelligence? Introduction to AI Instructor: Dr. Wei Ding Fall 2009 1 What is Artificial Intelligence? Views of AI fall into four categories: Thinking Humanly Thinking Rationally Acting Humanly Acting Rationally The

More information

If Our Research is Relevant, Why is Nobody Listening?

If Our Research is Relevant, Why is Nobody Listening? Journal of Leisure Research Copyright 2000 2000, Vol. 32, No. 1, pp. 147-151 National Recreation and Park Association If Our Research is Relevant, Why is Nobody Listening? KEYWORDS: Susan M. Shaw University

More information

Course Unit Outline 2017/18

Course Unit Outline 2017/18 Title: Course Unit Outline 2017/18 Knowledge Production and Justification in Business and Management Studies (Epistemology) BMAN 80031 Credit Rating: 15 Level: (UG 1/2/3 or PG) PG Delivery: (semester 1,

More information

Human-Computer Interaction Research: a Paradigm Clash?

Human-Computer Interaction Research: a Paradigm Clash? Human-Computer Interaction Research: a Paradigm Clash? G. W. MATTHIAS RAUTERBERG TECHNICAL UNIVERSITY EINDHOVEN FACULTY INDUSTRIAL DESIGN USER-CENTERED ENGINEERING GROUP (UCE) DEN DOLECH 2, 5600 MB EINDHOVEN,

More information

FACULTY SENATE ACTION TRANSMITTAL FORM TO THE CHANCELLOR

FACULTY SENATE ACTION TRANSMITTAL FORM TO THE CHANCELLOR - DATE: TO: CHANCELLOR'S OFFICE FACULTY SENATE ACTION TRANSMITTAL FORM TO THE CHANCELLOR JUN 03 2011 June 3, 2011 Chancellor Sorensen FROM: Ned Weckmueller, Faculty Senate Chair UNIVERSITY OF WISCONSIN

More information

Tuning-CALOHEE Assessment Frameworks for the Subject Area of CIVIL ENGINEERING The Tuning-CALOHEE Assessment Frameworks for Civil Engineering offers

Tuning-CALOHEE Assessment Frameworks for the Subject Area of CIVIL ENGINEERING The Tuning-CALOHEE Assessment Frameworks for Civil Engineering offers Tuning-CALOHEE Assessment Frameworks for the Subject Area of CIVIL ENGINEERING The Tuning-CALOHEE Assessment Frameworks for Civil Engineering offers an important and novel tool for understanding, defining

More information

Written response to the public consultation on the European Commission Green Paper: From

Written response to the public consultation on the European Commission Green Paper: From EABIS THE ACADEMY OF BUSINESS IN SOCIETY POSITION PAPER: THE EUROPEAN UNION S COMMON STRATEGIC FRAMEWORK FOR FUTURE RESEARCH AND INNOVATION FUNDING Written response to the public consultation on the European

More information

1.INTRODUCTION: Scientific and Technological Revolutions and Global Industry 1890s- 2010s

1.INTRODUCTION: Scientific and Technological Revolutions and Global Industry 1890s- 2010s MODULE SPECIFICATION UNDERGRADUATE PROGRAMMES KEY FACTS Module name Business and Industrial Economics Module code BS2209 School Cass Business School Department or equivalent UG Programme UK credits 15

More information

Evolving Systems Engineering as a Field within Engineering Systems

Evolving Systems Engineering as a Field within Engineering Systems Evolving Systems Engineering as a Field within Engineering Systems Donna H. Rhodes Massachusetts Institute of Technology INCOSE Symposium 2008 CESUN TRACK Topics Systems of Interest are Comparison of SE

More information

Playware Research Methodological Considerations

Playware Research Methodological Considerations Journal of Robotics, Networks and Artificial Life, Vol. 1, No. 1 (June 2014), 23-27 Playware Research Methodological Considerations Henrik Hautop Lund Centre for Playware, Technical University of Denmark,

More information

Revised East Carolina University General Education Program

Revised East Carolina University General Education Program Faculty Senate Resolution #17-45 Approved by the Faculty Senate: April 18, 2017 Approved by the Chancellor: May 22, 2017 Revised East Carolina University General Education Program Replace the current policy,

More information

GRAPHIC. Educational programme

GRAPHIC. Educational programme 2 GRAPHIC. Educational programme Graphic design Graphic Design at EASD (Valencia College of Art and Design), prepares students in a wide range of projects related to different professional fields. Visual

More information

Diffusion of Virtual Innovation

Diffusion of Virtual Innovation Diffusion of Virtual Innovation Mark A. Fuller Washington State University Andrew M. Hardin University of Nevada, Las Vegas Christopher L. Scott Washington State University Abstract Drawing on Rogers diffusion

More information

Design Technology. IB DP course syllabus

Design Technology. IB DP course syllabus Design Technology IB DP course syllabus 2016-2018 School of Young Politicians Gymnasium 1306 Teacher: Mariam Ghukasyan Nature of design technology Design, and the resultant development of new technologies,

More information

An Exploratory Study of Design Processes

An Exploratory Study of Design Processes International Journal of Arts and Commerce Vol. 3 No. 1 January, 2014 An Exploratory Study of Design Processes Lin, Chung-Hung Department of Creative Product Design I-Shou University No.1, Sec. 1, Syuecheng

More information

Technology and Normativity

Technology and Normativity van de Poel and Kroes, Technology and Normativity.../1 Technology and Normativity Ibo van de Poel Peter Kroes This collection of papers, presented at the biennual SPT meeting at Delft (2005), is devoted

More information

HISTORY of AIR WARFARE

HISTORY of AIR WARFARE INTERNATIONAL SYMPOSIUM 2014 HISTORY of AIR WARFARE Grasp Your History, Enlighten Your Future INTERNATIONAL SYMPOSIUM ON THE HISTORY OF AIR WARFARE Air Power in Theory and Implementation Air and Space

More information

Philosophy in the Jesuit Core: What Vision Is Defensible Today?

Philosophy in the Jesuit Core: What Vision Is Defensible Today? Jesuit Philosophical Association 1 Philosophy in the Jesuit Core: What Vision Is Defensible Today? Bill Rehg, SJ Jesuit Philosophical Association Georgetown University, October 10, 2014 Abstract A cogent

More information

The Components of Networking for Business to Business Marketing: Empirical Evidence from the Financial Services Sector

The Components of Networking for Business to Business Marketing: Empirical Evidence from the Financial Services Sector The Components of Networking for Business to Business Marketing: Empirical Evidence from the Financial Services Sector Alexis McLean, Department of Marketing, University of Strathclyde, Stenhouse Building,

More information

Open innovation. Silvia Rita Sedita

Open innovation. Silvia Rita Sedita Open innovation Silvia Rita Sedita silvia.sedita@unipd.it Chapter 15 Introducing New Market Offerings Learning Objectives 1. Where do new products come from? Overview of the innovation process. 2. What

More information

STUDENT FOR A SEMESTER SUBJECT TIMETABLE JANUARY 2018

STUDENT FOR A SEMESTER SUBJECT TIMETABLE JANUARY 2018 Bond Business School STUDENT F A SEMESTER SUBJECT TIMETABLE JANUARY 2018 SUBJECT DESCRIPTION Accounting for Decision Making ACCT11-100 This subject provides a thorough grounding in accounting with an emphasis

More information

This file was downloaded from BI Open Archive, the institutional repository at BI Norwegian Business School

This file was downloaded from BI Open Archive, the institutional repository at BI Norwegian Business School This file was downloaded from BI Open Archive, the institutional repository at BI Norwegian Business School http://brage.bibsys.no/bi. It contains the accepted and peer reviewed manuscript to the article

More information

The Tool Box of the System Architect

The Tool Box of the System Architect - number of details 10 9 10 6 10 3 10 0 10 3 10 6 10 9 enterprise context enterprise stakeholders systems multi-disciplinary design parts, connections, lines of code human overview tools to manage large

More information

Statement of Professional Standards School of Arts + Communication PSC Document 16 Dec 2008

Statement of Professional Standards School of Arts + Communication PSC Document 16 Dec 2008 Statement of Professional Standards School of Arts + Communication PSC Document 16 Dec 2008 The School of Arts and Communication (SOAC) is comprised of faculty in Art, Communication, Dance, Music, and

More information

Open Methodology and Reproducibility in Computational Science

Open Methodology and Reproducibility in Computational Science Open Methodology and Reproducibility in Computational Science Victoria Stodden Department of Statistics Columbia University Numerical Cosmology 2012 Centre of Theoretical Cosmology DAMTP, University of

More information

DSM-Based Methods to Represent Specialization Relationships in a Concept Framework

DSM-Based Methods to Represent Specialization Relationships in a Concept Framework 20 th INTERNATIONAL DEPENDENCY AND STRUCTURE MODELING CONFERENCE, TRIESTE, ITALY, OCTOBER 15-17, 2018 DSM-Based Methods to Represent Specialization Relationships in a Concept Framework Yaroslav Menshenin

More information

2 Research Concept. 2.1 Research Approaches in Information Systems

2 Research Concept. 2.1 Research Approaches in Information Systems 2 Research Concept Before the manuscript focuses on the research depicted in the introduction, some opening words are called on the scientific foundation that structures this thesis. In the first two sub-chapters

More information

Creating Scientific Concepts

Creating Scientific Concepts Creating Scientific Concepts Nancy J. Nersessian A Bradford Book The MIT Press Cambridge, Massachusetts London, England 2008 Massachusetts Institute of Technology All rights reserved. No part of this book

More information

Part I. General issues in cultural economics

Part I. General issues in cultural economics Part I General issues in cultural economics Introduction Chapters 1 to 7 introduce the subject matter of cultural economics. Chapter 1 is a general introduction to the topics covered in the book and the

More information

Communication Major. Major Requirements

Communication Major. Major Requirements Communication Major Core Courses (take 16 units) COMM 200 Communication and Social Science (4 units) COMM 206 Communication and Culture (4 units) COMM 209 Communication and Media Economics (4 units) COMM

More information

Investigating LIS Curriculum in both Structure and Content: the PILISSE Model

Investigating LIS Curriculum in both Structure and Content: the PILISSE Model Investigating LIS Curriculum in both Structure and Content: the PILISSE Model IFLA Satellite Meeting on Quality Assessment of LIS Education Conference, 10th August, 2016 Fredrick Kiwuwa Lugya PhD Candidate

More information

AI Principles, Semester 2, Week 1, Lecture 2, Cognitive Science and AI Applications. The Computational and Representational Understanding of Mind

AI Principles, Semester 2, Week 1, Lecture 2, Cognitive Science and AI Applications. The Computational and Representational Understanding of Mind AI Principles, Semester 2, Week 1, Lecture 2, Cognitive Science and AI Applications How simulations can act as scientific theories The Computational and Representational Understanding of Mind Boundaries

More information

How Science is applied in Technology: Explaining Basic Sciences in the Engineering Sciences

How Science is applied in Technology: Explaining Basic Sciences in the Engineering Sciences Boon Page 1 PSA Workshop Applying Science Nov. 18 th 2004 How Science is applied in Technology: Explaining Basic Sciences in the Engineering Sciences Mieke Boon University of Twente Department of Philosophy

More information

Design Constructs for Integration of Collaborative ICT Applications in Innovation Management

Design Constructs for Integration of Collaborative ICT Applications in Innovation Management Design Constructs for Integration of Collaborative ICT Applications in Innovation Management Sven-Volker Rehm 1, Manuel Hirsch 2, Armin Lau 2 1 WHU Otto Beisheim School of Management, Burgplatz 2, 56179

More information

Design Research Methods in Systemic Design

Design Research Methods in Systemic Design Design Research Methods in Systemic Design Peter Jones, OCAD University, Toronto, Canada Abstract Systemic design is distinguished from user-oriented and service design practices in several key respects:

More information

A SYSTEMIC APPROACH TO KNOWLEDGE SOCIETY FORESIGHT. THE ROMANIAN CASE

A SYSTEMIC APPROACH TO KNOWLEDGE SOCIETY FORESIGHT. THE ROMANIAN CASE A SYSTEMIC APPROACH TO KNOWLEDGE SOCIETY FORESIGHT. THE ROMANIAN CASE Expert 1A Dan GROSU Executive Agency for Higher Education and Research Funding Abstract The paper presents issues related to a systemic

More information

On the Monty Hall Dilemma and Some Related Variations

On the Monty Hall Dilemma and Some Related Variations Communications in Mathematics and Applications Vol. 7, No. 2, pp. 151 157, 2016 ISSN 0975-8607 (online); 0976-5905 (print) Published by RGN Publications http://www.rgnpublications.com On the Monty Hall

More information

ETHICS AND THE INFORMATION SYSTEMS DEVELOPMENT PROFESSIONAL: ETHICS AND THE INFORMATION SYSTEMS DEVELOPMENT PROFESSIONAL: BRIDGING THE GAP

ETHICS AND THE INFORMATION SYSTEMS DEVELOPMENT PROFESSIONAL: ETHICS AND THE INFORMATION SYSTEMS DEVELOPMENT PROFESSIONAL: BRIDGING THE GAP Association for Information Systems AIS Electronic Library (AISeL) MWAIS 2007 Proceedings Midwest (MWAIS) December 2007 ETHICS AND THE INFORMATION SYSTEMS DEVELOPMENT PROFESSIONAL: ETHICS AND THE INFORMATION

More information

Chapter 7 Information Redux

Chapter 7 Information Redux Chapter 7 Information Redux Information exists at the core of human activities such as observing, reasoning, and communicating. Information serves a foundational role in these areas, similar to the role

More information

Faculty of Humanities and Social Sciences

Faculty of Humanities and Social Sciences Faculty of Humanities and Social Sciences University of Adelaide s, Indicators and the EU Sector Qualifications Frameworks for Humanities and Social Sciences University of Adelaide 1. Knowledge and understanding

More information

Competencies in Manufacturing Engineering Technology programs from employer s point of view.

Competencies in Manufacturing Engineering Technology programs from employer s point of view. Session 3548 Competencies in Manufacturing Engineering Technology programs from employer s point of view. Bob Lahidji, Ph.D., CMfgE Eastern Michigan University Ypsilanti, MI. 48197 734-487-2040 bob.lahidji@emich.edu

More information

RecordDNA DEVELOPING AN R&D AGENDA TO SUSTAIN THE DIGITAL EVIDENCE BASE THROUGH TIME

RecordDNA DEVELOPING AN R&D AGENDA TO SUSTAIN THE DIGITAL EVIDENCE BASE THROUGH TIME RecordDNA DEVELOPING AN R&D AGENDA TO SUSTAIN THE DIGITAL EVIDENCE BASE THROUGH TIME DEVELOPING AN R&D AGENDA TO SUSTAIN THE DIGITAL EVIDENCE BASE THROUGH TIME The RecordDNA international multi-disciplinary

More information

Impediments to designing and developing for accessibility, accommodation and high quality interaction

Impediments to designing and developing for accessibility, accommodation and high quality interaction Impediments to designing and developing for accessibility, accommodation and high quality interaction D. Akoumianakis and C. Stephanidis Institute of Computer Science Foundation for Research and Technology-Hellas

More information

APPROXIMATE KNOWLEDGE OF MANY AGENTS AND DISCOVERY SYSTEMS

APPROXIMATE KNOWLEDGE OF MANY AGENTS AND DISCOVERY SYSTEMS Jan M. Żytkow APPROXIMATE KNOWLEDGE OF MANY AGENTS AND DISCOVERY SYSTEMS 1. Introduction Automated discovery systems have been growing rapidly throughout 1980s as a joint venture of researchers in artificial

More information

MANITOBA FOUNDATIONS FOR SCIENTIFIC LITERACY

MANITOBA FOUNDATIONS FOR SCIENTIFIC LITERACY Senior 1 Manitoba Foundations for Scientific Literacy MANITOBA FOUNDATIONS FOR SCIENTIFIC LITERACY The Five Foundations To develop scientifically literate students, Manitoba science curricula are built

More information

Assessing the Welfare of Farm Animals

Assessing the Welfare of Farm Animals Assessing the Welfare of Farm Animals Part 1. Part 2. Review Development and Implementation of a Unified field Index (UFI) February 2013 Drewe Ferguson 1, Ian Colditz 1, Teresa Collins 2, Lindsay Matthews

More information

UNU Workshop on The Contribution of Science to the Dialogue of Civilizations March 2001 Supported by The Japan Foundation

UNU Workshop on The Contribution of Science to the Dialogue of Civilizations March 2001 Supported by The Japan Foundation United Nations University UNU Workshop on The Contribution of Science to the Dialogue of Civilizations 19-20 March 2001 Supported by The Japan Foundation OBSERVATIONS AND RECOMMENDATIONS 1. Promoting Dialogue

More information

Comparing the Design Cognition of Concept Design Reviews of Industrial and Mechanical Engineering Designers

Comparing the Design Cognition of Concept Design Reviews of Industrial and Mechanical Engineering Designers Comparing the Design Cognition of Concept Design Reviews of Industrial and Mechanical Engineering Designers John S. Gero George Mason University and UNCC, USA john@johngero.com Hao Jiang Zhejiang University,

More information

This is the peer reviewed author accepted manuscript (post print) version of a published work that appeared in final form in:

This is the peer reviewed author accepted manuscript (post print) version of a published work that appeared in final form in: Future challenges for manufacturing This is the peer reviewed author accepted manuscript (post print) version of a published work that appeared in final form in: Bennett, David John 2014 'Future challenges

More information

Aesthetics Change Communication Communities. Connections Creativity Culture Development. Form Global interactions Identity Logic

Aesthetics Change Communication Communities. Connections Creativity Culture Development. Form Global interactions Identity Logic MYP Key Concepts The MYP identifies 16 key concepts to be explored across the curriculum. These key concepts, shown in the table below represent understandings that reach beyond the eighth MYP subject

More information

Is Artificial Intelligence an empirical or a priori science?

Is Artificial Intelligence an empirical or a priori science? Is Artificial Intelligence an empirical or a priori science? Abstract This essay concerns the nature of Artificial Intelligence. In 1976 Allen Newell and Herbert A. Simon proposed that philosophy is empirical

More information

Definition of a Crowdsourcing Innovation Service for the European SMEs

Definition of a Crowdsourcing Innovation Service for the European SMEs Definition of a Crowdsourcing Innovation Service for the European SMEs Fábio Oliveira, Isabel Ramos, and Leonel Santos University of Minho, Department of Information Systems, Campus de Azurém, 4800-057

More information

SOCIAL DECODING OF SOCIAL MEDIA: AN INTERVIEW WITH ANABEL QUAN-HAASE

SOCIAL DECODING OF SOCIAL MEDIA: AN INTERVIEW WITH ANABEL QUAN-HAASE KONTEKSTY SPOŁECZNE, 2016, Vol. 4, No. 1 (7), 13 17 SOCIAL DECODING OF SOCIAL MEDIA: AN INTERVIEW WITH ANABEL QUAN-HAASE In this interview Professor Anabel Quan-Haase, one of the world s leading researchers

More information

Design as a phronetic approach to policy making

Design as a phronetic approach to policy making Design as a phronetic approach to policy making This position paper is an expansion on a talk given at the Faultlines Design Research Conference in June 2015. Dr. Simon O Rafferty Design Factors Research

More information

BID October - Course Descriptions & Standardized Outcomes

BID October - Course Descriptions & Standardized Outcomes BID 2017- October - Course Descriptions & Standardized Outcomes ENGL101 Research & Composition This course builds on the conventions and techniques of composition through critical writing. Students apply

More information

Book review: Profit and gift in the digital economy

Book review: Profit and gift in the digital economy Loughborough University Institutional Repository Book review: Profit and gift in the digital economy This item was submitted to Loughborough University's Institutional Repository by the/an author. Citation:

More information

Introductions. Characterizing Knowledge Management Tools

Introductions. Characterizing Knowledge Management Tools Characterizing Knowledge Management Tools Half-day Tutorial Developed by Kurt W. Conrad, Brian (Bo) Newman, and Dr. Art Murray Presented by Kurt W. Conrad conrad@sagebrushgroup.com Based on A ramework

More information

The Hidden Structure of Mental Maps

The Hidden Structure of Mental Maps The Hidden Structure of Mental Maps Brent Zenobia Department of Engineering and Technology Management Portland State University bcapps@hevanet.com Charles Weber Department of Engineering and Technology

More information

Systems engineering from a South African perspective

Systems engineering from a South African perspective Systems engineering from a South African perspective By Letlotlo Phohole, CTO, Wits Transnet Centre of Systems Engineering. March 2014 Origins of Systems Engineering (SE) in South Africa South Africa is

More information

Competency Standard for Registration as a Professional Engineer

Competency Standard for Registration as a Professional Engineer ENGINEERING COUNCIL OF SOUTH AFRICA Standards and Procedures System Competency Standard for Registration as a Professional Engineer Status: Approved by Council Document : R-02-PE Rev-1.3 24 November 2012

More information

AN ENGINEERING APPROACH TO OPTIMAL CONTROL AND ESTIMATION THEORY BY GEORGE M. SIOURIS

AN ENGINEERING APPROACH TO OPTIMAL CONTROL AND ESTIMATION THEORY BY GEORGE M. SIOURIS AN ENGINEERING APPROACH TO OPTIMAL CONTROL AND ESTIMATION THEORY BY GEORGE M. SIOURIS DOWNLOAD EBOOK : AN ENGINEERING APPROACH TO OPTIMAL CONTROL AND ESTIMATION THEORY BY GEORGE M. SIOURIS PDF Click link

More information

Modeling Enterprise Systems

Modeling Enterprise Systems Modeling Enterprise Systems A summary of current efforts for the SERC November 14 th, 2013 Michael Pennock, Ph.D. School of Systems and Enterprises Stevens Institute of Technology Acknowledgment This material

More information

Fortunately, there are many good answers to this question!

Fortunately, there are many good answers to this question! The Many Reasons we Teach Science and What Everyone Should Know about How it Works ESTABLISH and SMEC 2012 Dublin City University 7-9 June, 2012 William F. McComas Parks Family Professor of Science Education

More information

Executive Summary. Chapter 1. Overview of Control

Executive Summary. Chapter 1. Overview of Control Chapter 1 Executive Summary Rapid advances in computing, communications, and sensing technology offer unprecedented opportunities for the field of control to expand its contributions to the economic and

More information

Opportunities and threats and acceptance of electronic identification cards in Germany and New Zealand. Masterarbeit

Opportunities and threats and acceptance of electronic identification cards in Germany and New Zealand. Masterarbeit Opportunities and threats and acceptance of electronic identification cards in Germany and New Zealand Masterarbeit zur Erlangung des akademischen Grades Master of Science (M.Sc.) im Studiengang Wirtschaftswissenschaft

More information