Skip to main content

Systems Engineering for Organic Computing: The Challenge of Shared Design and Control between OC Systems and their Human Engineers

  • Chapter
Organic Computing

The term “emergence” is usually used to mean something surprising (and often unpleasant) in the behavior of a complex system, without further qualification. Designers of OC systems want to manage emergence in complex engineered systems so that it can contribute to, or even perhaps enable, accomplishing the system’s performance goals. That is, OC designers aim to construct systems that are more flexible and adaptable in complex environments, to gain some of the advantages in robustness and adaptability that biological systems seem to gain from these phenomena. In this chapter we suggest some principles that we believe underlie the enormous flexibility and opportunistic adaptability of biological systems. We show how these principles might map to systems engineering concepts when they do, and what to do instead when they don’t. We then describe five specific challenges for the engineering of OC systems, and how we think they might be addressed. We also discuss the key role played by language and representation in this view of designing and deploying an OC system. Finally, we describe our progress and prospects in addressing these challenges, and thus in implementing systems to demonstrate the capabilities that we have identified as essential for successful OC systems.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 169.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Harold Abelson, Gerald Sussman, with Julie Sussman, The Structure and Interpretation of Computer Programs, Bradford Books, now MIT Press (1985)

    Google Scholar 

  2. Lada Adamic, “The Small-World Web”, on the Web at URL “http://www.hpl.hp.com/research/idl/papers/smallworld/smallworldpaper.html” (availability last checked 15 July (2007)

  3. Dana Angluin, Carl H. Smith, “Inductive Inference: Theory and Methods”, Computing Surveys, Volume 15, Number 3, pp. 237-269 (September 1983)

    Google Scholar 

  4. Kirstie L. Bellman, The Conflict Behavior of the Lizard, Sceloporus Occidentalis, and Its Implications for the Organization of Motor behavior (PhD Dissertation), 225 pages, University of California, San Diego (1979)

    Google Scholar 

  5. Kirstie L. Bellman, “An Approach to Integrating and Creating Flexible Software Environments Supporting the Design of Complex Systems”, pp. 1101-1105 in Proceedings of WSC’91: The 1991 Winter Simulation Conference, 8-11 December 1991, Phoenix, Arizona (1991)

    Google Scholar 

  6. Kirstie L. Bellman, “Developing a Concept of Self for Constructed Autonomous Systems”, pp. 693-698, Volume 2 in Proceedings of EMCSR’2000: The 15th European Meeting on Cybernetics and Systems Research, Symposium on Autonomy Control: Lessons from the Emotional, 25-28 April 2000, Vienna (April (2000)

    Google Scholar 

  7. Kirstie L. Bellman, “Emotions: Meaningful Mappings Between the Individual and Its World”, (to appear) in R. Trappl, P. Petta (eds.), Emotions in Humans and Artifacts, MIT Press (2001, expected)

    Google Scholar 

  8. Kirstie L. Bellman, “The Challenge for a New Type of Computational Semiotics: The Roles and Limitations of Diverse Representations in Virtual Worlds”, Proceedings of VWsim’01: The 2001 Virtual Worlds and Simulation Conference, WMC’2001: The 2001 SCS Western MultiConference, 7-11 January 2001, Phoenix, SCS (2001)

    Google Scholar 

  9. Kirstie L. Bellman, “Peacemaker 2020: a System for Global Conflict Analysis and Resolution, a Work of Fiction and a Research Challenge” in Robert Trappl, ed., Programming for Peace: Computer Aided Methods for International Conflict Resolution and Prevention, Springer Dordrecht the Netherlands 2006.

    Google Scholar 

  10. Kirstie L. Bellman and Lou Goldberg, “Common Origin of Linguistic and Movement Abilities”, American Journal of Physiology, Volume 246, pp. R915-R921 (1984)

    Google Scholar 

  11. Kirstie L. Bellman, Christopher Landauer, “Integration Science is More Than Putting Pieces Together”, in Proceedings of the 2000 IEEE Aerospace Conference (CD), 18-25 March 2000, Big Sky, Montana (2000)

    Google Scholar 

  12. Kirstie L. Bellman, Christopher Landauer, “Towards an Integration Science: The Influence of Richard Bellman on our Research”, Journal of Mathematical Analysis and Applications, Volume 249, Number 1, pp. 3-31 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  13. K. L. Bellman and D. O. Walter, “Biological Processing”, American Journal of Physiology, Volume 246, pp. R860-R867 (1984)

    Google Scholar 

  14. Richard Bellman, P. Brock, “On the concepts of a problem and problem-solving”, American Mathematical Monthly, Volume 67, pp. 119-134 (1960)

    Article  MathSciNet  MATH  Google Scholar 

  15. Patrick L. Barry, “Good Vibrations”, NASA News 02 November 2001, on the web at URL “http://science.nasa.gov/headlines/y2001/ast02nov_1.htm” (availability last checked 02 June (2007)

  16. Braitenberg, V., On the Texture of Brains: an Introduction to Neuroanatomy for the Cybernetically Minded, New York, Springer-Verlag, 1977, p 121.

    Book  Google Scholar 

  17. Daniel Chandler, “Semiotics for Beginners”, on the Web at URL “http://www.aber.ac.uk/media/Documents/S4B” (availability last checked 02 June (2007)

  18. Paul Churchland,. Matter and Consciousness, Cambridge, Mass.: The MIT Press, New York: Avon Books (1984)

    Google Scholar 

  19. Antonio Damasio, Descartes’ Error: Emotion, Reason, and the Human Brain, New York: Avon Books (1994)

    Google Scholar 

  20. Paul K. Davis, “An Introduction to Variable-Resolution Modeling and Cross-Resolution Model Connection”, pages 1-43 in 21; revised version in Paul K. Davis, “An Introduction to Variable-Resolution Modeling and Cross-Resolution Model Connection”, RAND report R-4252-DARPA, RAND Corp. (1993)

    Google Scholar 

  21. Paul K. Davis, Richard Hillestad (eds.), Proceedings of DARPA Variable-Resolution Modeling Conference, 5-6 May 1992, Herndon, Virginia, Conference Proceedings CF-103-DARPA, RAND Corp. (March (1993)

    Google Scholar 

  22. “DDDAS: Dynamic Data Driven Applications Systems”, on the web at URL http://www.nsf.gov/funding/pgm_summ.jsp?pims_id=13511 (availability last checked 05 July (2007)

  23. Michael W. Deem, “Mathematical adventures in biology”, Physics Today, January 2007, pp. 42-47.

    Google Scholar 

  24. Bertrand Delamotte, “A hint of renormalization”, Am. J. Phys. vol. 72 (2004) 170-184

    Article  Google Scholar 

  25. John M. Ellis, Language, Thought, and Logic (Rethinking Theory), Northwestern University Press (1993)

    Google Scholar 

  26. J. M. Foster, Automatic Syntactic Analysis, American Elsevier (1970)

    Google Scholar 

  27. Martin Gardner, “The fantastic combinations of John Conway’s new solitaire game ‘life’ ”, Scientific American, Vol. 223, pp. 120-123 (October 1970)

    Google Scholar 

  28. A. Garfinkel, M.L. Spano, W.L. Ditto, J.N. Weiss. “Controlling cardiac chaos”, Science 257 (5074), pp. 1230-1235 (Aug 28 1992)

    Google Scholar 

  29. Steven Harnad, “The Symbol Grounding Problem”, Physica D, Vol. 42, pp. 335-346 (1990) on the web at URL “http://www.ecs.soton.ac.uk/harnad/Papers/Harnad/harnad90.sgproblem.html” (availability last checked 02 June (2007)

  30. Jennings, H. S., Behavior of the Lower Organisms, Bloomington, In., Indiana Univ Press 1906 (Republished with new foreword by C. King, (1976)

    Book  Google Scholar 

  31. L. Kaelbling, M. Littman, and A. Cassandra, “Planning and Acting in Partially Observable Stochastic Domains”, Artificial Intelligence 101(1-2): 99-134, 1988.

    Article  MathSciNet  Google Scholar 

  32. Catriona M. Kennedy, “A Conceptual Foundation for Autonomous Learning in Unforeseen Situations”, Tech. Rpt. WV-98-01, Dresden Univ. Technology (1998); also on the Web at URL “http://citeseer.ist.psu.edu/kennedy98conceptual.html” with abstract at URL “http://citeseer.ist.psu.edu/kennedy98conceptual.html” (availability last checked 02 June (2007)

  33. Catriona M. Kennedy, “Distributed Reflective Architectures for Adjustable Autonomy”, in David Kortenkamp, Gregory Dorais, Karen L. Myers (eds.), Proceedings of IJCAI-99 Workshop on Adjustable Autonomy Systems, 1 August 1999, Stockholm, Sweden (1999); a similar note is on the web at URL “http://citeseer.ist.psu.edu/kennedy99distributed.pdf” with abstract at URL “http://citeseer.ist.psu.edu/251251.html” (availability last checked 02 June (2007)

  34. Gregor Kiczales, Jim des Rivières, Daniel G. Bobrow, The Art of the Meta-Object Protocol, MIT Press (1991)

    Google Scholar 

  35. Wolfgang Köhler, Intelligenzenprüfungen an Anthropoiden, (1917), translation The Mentality of Apes (1925)

    Google Scholar 

  36. Kevin B. Kreitman, “Kreitman’s Conjecture and the Law of Requisite Heterarchy”, Symposium on Cybernetic Factors for Socio-Economic and Management Framework, 14th International Congress on Cybernetics, 21-25 August 1995, Namur, Belgium (1995)

    Google Scholar 

  37. George Lakoff, Women, Fire, and Dangerous Things, U. Chicago Press (1987)

    Google Scholar 

  38. Christopher Landauer, “Syntax is More Than You Think”, pp. 801-806 in Proceedings of ISAS’98: The 1998 International Multidisciplinary Conference on Intelligent Systems and Semiotics, 14-17 September 1998, NIST, Gaithersburg, Maryland (1998)

    Google Scholar 

  39. Christopher Landauer, “Data, Information, Knowledge, Understanding: Computing Up the Meaning Hierarchy”, pp. 2255-2260 in Proceedings of SMC’98: The 1998 IEEE International Conference on Systems, Man, and Cybernetics, 11-14 October 1998, San Diego, California (1998)

    Google Scholar 

  40. Christopher Landauer, “Some Measurable Characteristics of Intelligence”, Paper WP 1.7.5, Proceedings of SMC’2000: The 2000 IEEE International Conference on Systems, Man, and Cybernetics (CD), 8-11 October 2000, Nashville Tennessee (2000)

    Google Scholar 

  41. Christopher Landauer, Kirstie L. Bellman, “Knowledge-Based Integration Infrastructure for Complex Systems”, International Journal of Intelligent Control and Systems, Volume 1, Number 1, pp. 133-153 (1996)

    Google Scholar 

  42. Christopher Landauer, Kirstie L. Bellman, “Integration Systems and Interaction Spaces”, pp. 161-178 in Proceedings of FroCoS’96: The First International Workshop on Frontiers of Combining Systems, 26-29 March 1996, Munich (March (1996)

    Google Scholar 

  43. Christopher Landauer, Kirstie L. Bellman, “Semiotics of Constructed Complex Systems”, pp. 35-40 in Intelligent Systems: A Semiotic Perspective, Proceedings of the 1996 International Multidisciplinary Conference, Volume I: Theoretical Semiotics, Workshop on Intelligence in Constructed Complex Systems, 20-23 October 1996, Gaithersburg, Maryland (1996)

    Google Scholar 

  44. Christopher Landauer, Kirstie L. Bellman, “Mathematics and Linguistics”, pp. 153-158 in Intelligent Systems: A Semiotic Perspective, Proceedings of the 1996 International Multidisciplinary Conference, Volume I: Theoretical Semiotics, Workshop on New Mathematical Foundations for Computer Science, 20-23 October 1996, Gaithersburg, Maryland (1996)

    Google Scholar 

  45. Christopher Landauer, Kirstie L. Bellman, “Model-Based Simulation Design with Wrappings”, pp. 169-174 in Proceedings of OOS’97: The 1997 Object Oriented Simulation Conference, WMC’97: The 1997 SCS Western MultiConference, 12-15 January 1997, Phoenix, SCS International (1997)

    Google Scholar 

  46. Christopher Landauer, Kirstie L. Bellman, “Computational Embodiment: Constructing Autonomous Software Systems”, pp. 131-168 in Cybernetics and Systems: An International Journal, Volume 30, Number 2 (1999)

    Google Scholar 

  47. Christopher Landauer, Kirstie L. Bellman, “Situation Assessment via Computational Semiotics”, pp. 712-717 in Proceedings ISAS’98: the 1998 International Multidisciplinary Conference on Intelligent Systems and Semiotics, 14-17 September 1998, NIST, Gaithersburg, Maryland (1998)

    Google Scholar 

  48. Christopher Landauer, Kirstie L. Bellman, “Language Formation in Virtual Worlds”, pp. 1365-1370 in Proceedings of SMC’98: The 1998 IEEE International Conference on Systems, Man, and Cybernetics, 11-14 October 1998, San Diego, California (1998)

    Google Scholar 

  49. Christopher Landauer, Kirstie L. Bellman, “Generic Programming, Partial Evaluation, and a New Programming Paradigm”, Paper etspi02 in Proceedings of HICSS’99: The 32nd Hawaii Conference on System Sciences (CD), Track III: Emerging Technologies, Software Process Improvement Mini-Track, 5-8 January 1999, Maui, Hawaii (1999); revised and extended version in 51

    Google Scholar 

  50. Christopher Landauer, Kirstie L. Bellman, “Computational Embodiment: Agents as Constructed Complex Systems”, Chapter 11, pp. 301-322 in Kerstin Dautenhahn (ed.), Human Cognition and Social Agent Technology, Benjamins (2000)

    Google Scholar 

  51. Christopher Landauer, Kirstie L. Bellman, “Generic Programming, Partial Evaluation, and a New Programming Paradigm”, Chapter 8, pp. 108-154 in Gene McGuire (ed.), Software Process Improvement, Idea Group Publishing (1999)

    Google Scholar 

  52. Christopher Landauer, Kirstie L. Bellman, “New Architectures for Constructed Complex Systems”, in The 7th Bellman Continuum, International Workshop on Computation, Optimization and Control, 24-25 May 1999, Santa Fe, NM (1999); in Applied Mathematics and Computation, Volume 120, pp. 149-163 (May (2001)

    Google Scholar 

  53. Christopher Landauer, Kirstie L. Bellman, “Symbol Systems in Constructed Complex Systems”, pp. 191-197 in Proceedings of ISIC/ISAS’99: The 1999 IEEE International Symposium on Intelligent Control, 15-17 September 1999, Cambridge, Massachusetts (1999)

    Google Scholar 

  54. Christopher Landauer, Kirstie L. Bellman, “Lessons Learned with Wrapping Systems”, pp. 132-142 in Proceedings of ICECCS’99: the 5th International Conference on Engineering Complex Computing Systems, 18-22 October 1999, Las Vegas, Nevada (1999)

    Google Scholar 

  55. “Virtual Simulation Environments”, pp. 191-196 in Proceedings of AISP’00: The 2000 International Conference on Artificial Intelligence, Simulation, and Planning, 6-8 March, 2000, Tucson (2000)

    Google Scholar 

  56. Christopher Landauer, Kirstie L. Bellman, “Reflective Infrastructure for Autonomous Systems”, pp. 671-676, Volume 2 in Proceedings of EMCSR’2000: The 15th European Meeting on Cybernetics and Systems Research, Symposium on Autonomy Control: Lessons from the Emotional, 25-28 April 2000, Vienna (April (2000)

    Google Scholar 

  57. Christopher Landauer, Kirstie L. Bellman, “Some Measurable Characteristics of Intelligence”, Paper WP 1.7.5, Proceedings of SMC’2000: The 2000 IEEE International Conference on Systems, Man, and Cybernetics (CD), 8-11 October 2000, Nashville Tennessee (2000)

    Google Scholar 

  58. Christopher Landauer, Kirstie L. Bellman, “Symbol Systems and Meanings in Virtual Worlds”, Proceedings of VWsim’01: The 2001 Virtual Worlds and Simulation Conference, WMC’2001: The 2001 SCS Western MultiConference, 7-11 January 2001, Phoenix, SCS (2001)

    Google Scholar 

  59. Christopher Landauer, Kirstie L. Bellman, “Computational Infrastructure for Experiments in Cognitive Leverage”, in Proceedings of CT’2001: The Fourth International Conference on Cognitive Technology: Instruments of Mind, 6-9 August 2001, Warwick, U.K. (2001)

    Google Scholar 

  60. Christopher Landauer, Kirstie L. Bellman, “Wrappings for One-of-a-Kind System Development”, Paper STSSV04 in Proceedings of HICSS’02: The 35th Hawaii International Conference on System Sciences (CD), Track IX: Software Technology, Advances in Software Specification and Verification Mini-Track, 7-10 January 2002, Waikoloa, Hawaii (Big Island) (2002)

    Google Scholar 

  61. Christopher Landauer, Kirstie L. Bellman, “Semiotic Processing in Constructed Complex Systems”, Proceedings of CSIS2002: The 4th International Workshop on Computational Semiotics for Intelligent Systems, JCIS2002: The 6th Joint Conference on Information Sciences, 08-13 March 2002, Research Triangle Park, North Carolina (2002)

    Google Scholar 

  62. Christopher Landauer, Kirstie L. Bellman, “Refactored Characteristics of Intelligent Computing Systems”, Proceedings of PERMIS’2002: Measuring of Performance and Intelligence of Intelligent Systems, 13-15 August, NIST, Gaithersburg, Maryland (2002)

    Google Scholar 

  63. Michael E. Long, “Surviving in Space”, National Geographic, January 2001, also on the web at URL “http://www.nationalgeographic.com/ngm/0101/feature1/index.html” (availability last checked 02 June (2007), with many useful links to more information

  64. Barbara F. Lujan, Ronald J. White, “Human Physiology in Space”, National Space Biomedical Research Institute, Houston, Texas, on the web at URL “http://www.nsbri.org/HumanPhysSpace/index.html” (availability last checked 02 June (2007),

  65. Patti Maes, “Computational Reflection”, Technical Report 87-2, MIT AI Laboratory (1987)

    Google Scholar 

  66. P. Maes, D. Nardi (eds.), Meta-Level Architectures and Reflection, Proceedings of the Workshop on Meta-Level Architectures and Reflection, 27-30 October 1986, North-Holland (1988)

    Google Scholar 

  67. Colin McGinn, The Mysterious Flame: Conscious Minds in a Material World, New York: Basic Books (1999)

    Google Scholar 

  68. Alex Meystel, “Multiresolutional Architectures for Autonomous Systems with Incomplete and Inadequate Knowledge Representations”, Chapter 7, pp. 159-223 in S. G. Tzafestas, H. B. Verbruggen (eds.), Artificial Intelligence in Industrial Decision Making, Control and Automation, Kluwer (1995)

    Google Scholar 

  69. Christian üller-Schloer, “Quantitative Emergence.” Talk presented at Dagstuhl Seminar on Organic Computing, January 2006, p. 8.

    Google Scholar 

  70. Alex Meystel, Semiotic Modeling and Situation Analysis: An Introduction, AdRem, Inc. (1995)

    Google Scholar 

  71. David C. Parks and Moshe Tennenholtz (eds.), Games and Economic behavior, Special Issue Dedicated to the ACM Conference on Electronic Commerce (EC’07), Elsevier, 2008 (to appear).

    Google Scholar 

  72. H. Pasula, L. Zettelmoyer, and L. Pack Kaelbling, “Learning Symbolic Models of Stochastic Domains”, Journal of Artificial Intelligence Research 29(2007).

    Google Scholar 

  73. Candace Pert et al., “Neuro-peptides and their receptors: a psychosomatic network”, J. Immunology 135(2), pp. 820-826 (1985)

    Google Scholar 

  74. A. B. Pippard, Response and Stability: An Introduction to the Physical Theory, Cambridge University Press, Cambridge, 1985, p. 127.

    MATH  Google Scholar 

  75. Torsten Rüting, “History and significance of Jakob von Uexküll and of his institute in Hamburg”, Sign System Studies, Vol. 32, Nos. 1/2, pp. 35-72 (2004)

    Google Scholar 

  76. Ferdinand de Saussure, Cours de linguistique générale, Payot, Paris (1916), translated by W. Baskin as A Course in General Linguistics, Fontana/Collins, Glasgow (1977)

    Google Scholar 

  77. Mary Shaw, William A. Wulf, “Tyrannical Languages still Preempt System Design”, pp. 200-211 in Proceedings of ICCL’92: The 1992 International Conference on Computer Languages, 20-23 April 1992, Oakland, California (1992); includes and comments on Mary Shaw, William A. Wulf, “Toward Relaxing Assumptions in Languages and their Implementations”, ACM SIGPLAN Notices, Volume 15, No. 3, pp. 45-51 (March (1980)

    Google Scholar 

  78. Brian Cantwell Smith, “Varieties of Self-Reference”, In J.Y. Halpern (Editor), Reasoning about Knowledge, Proceedings of TARK 1986, AAAI Publication, pp. 19-43 (1986)

    Google Scholar 

  79. John Sowa, Knowledge Representation, Morgan Kaufmann (1999)

    Google Scholar 

  80. Luc Steels, “The symbol grounding problem is solved, so what’s next?”, in M. De Vega, G. Glennberg and G. Graesser (eds.), Symbols, embodiment and meaning, Academic Press, New Haven (2007)

    Google Scholar 

  81. Ian Stewart and Jack Cohen, Figments of Reality: The Evolution of the Curious Mind, Cambridge University Press (1999)

    Google Scholar 

  82. G. M. Tomkins, “The Metabolic Code”, Science 189: 760-763, 1975.

    Article  ADS  Google Scholar 

  83. Jakob von Uexküll, “Streifzüge durch die Umwelten von Tieren und Menschen”, (1934); translated and edited by Claire H. Schiller as “A stroll through the worlds of animals and men”, pp. 5-80 in Claire H. Schiller (eds.), Instinctive Behavior: The Development of a Modern Concept, International Universities Press, New York (1957); also reprinted in Semiotica, Vol. 89, No. 4, pp. 319-391 (1992)

    Google Scholar 

  84. Duncan J. Watts and Steven H Strogatz, “Collective dynamics of ’small-world’ networks”, Nature 393 (1998)

    Google Scholar 

  85. Ludwig Wittgenstein, Logisch-philosophische Abhandlung Annalen der Naturphilosophie (1921), translated into English by C. K. Ogden as Tractatus logico-philosophicus, Routledge and Kegan Paul (1922); also on the Web at URL “http://www.kfs.org/jonathan/witt/tlph.html” (availability last checked 31 May (2007); also in Project Gutenberg at URL “http://www. gutenberg. org/ etext/ 5740” (availability last checked 31 May (2007);

  86. Ludwig Wittgenstein, Philosophische Untersuchungen, translated into English by G. E. M. Anscombe as Philosophical Investigations, Prentice Hall (1999), Blackwell (1953/(2001) (which includes the original German text also)

    Google Scholar 

  87. Carl Zimmer, “From Fins to Wings”, National Geographic, November 2006, also on the web at URL “http://www.nationalgeographic.com/ngm/0611/feature4/index.html” (availability last checked 02 June (2007), with many useful links to more information

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

Copyright information

© 2009 Springer-Verlag Berlin Heidelberg

About this chapter

Cite this chapter

Bellman, K.L., Landauer, C., Nelson, P.R. (2009). Systems Engineering for Organic Computing: The Challenge of Shared Design and Control between OC Systems and their Human Engineers. In: Organic Computing. Understanding Complex Systems. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-77657-4_3

Download citation

Publish with us

Policies and ethics