Abstract
This work builds on the synergetic triad Soft Computing — Internet — Multi Agent Systems in developing technologies for remote diagnosis, prediction and ubiquitous healthcare. Our approach extends the holonic enterprise paradigm to the medical domain. A medical holarchy is a system of collaborative medical entities (patients, physicians, medical devices, etc.) that work together to provide a needed medical service for the benefit of the patient. Representing holons as software agents enables the development of e-health environments as web-centric medical holarchies with a wide area of application in telemedicine. Our approach exploits the triad’s synergy twofold. On one side we use soft computing to enhance to power of the Internet by a fuzzy-evolutionary approach enabling emergence of virtual communities in Cyberspace. On the other side we use the Internet to empower soft computing both as enabler for the powerful integration of several soft computing strategies into a unified diagnosis and prediction methodology and as enhancer of learning neuro-fuzzy diagnostic rules and knowledge base refinement through a remote database creation and exploitation mechanism. A case study in glaucoma progression monitoring illustrates the benefits of our approach.
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References
McHugh P, Wheeler W, Merli, G. (1995) Beyond Business Process Reengineering: Towards the Holonic Enterprise, John Wiley & Sons, Inc., Toronto.
Ulieru M (2002) Emergence of Holonic Enterprises from Multi-Agent Systems: A Fuzzy-Evolutionary Approach, Invited Chapter in: Loia V (Ed) Soft Computing Agents, IOS Press (in print).
Ulieru M, Brennan R, Walker S (2002), The Holonic Enterprise — A Model for Internet-Enabled Global Supply Chain and Workflow Management. In: International Journal of Integrated Manufacturing Systems, No 13/8, ISSN 0957–6061.
Koestler A (1967) The Ghost in The Machine, Arkana Press.
Maturana F, Norrie D H (1996), Multi-agent mediator architecture for distributed manufacturing. In: Journal of Intelligent Manufacturing, Vol 7, pp. 257–270.
Ulieru M, Ramakhrishnan S (1999) “An Approach to the Modelling of Multi-Agent Systems as Fuzzy Dynamical Systems”, Advances in Artificial Intelligence and Engineering Cybernetics, Vol. V: Multi-Agent Systems/Space-Time Logic/Neural Networks (George Lasker, Ed.), IIAS-68–99, ISBN 0921836619
Dubois, D. and H. Prade (1988), Possibility Theory, Plenum Press NY
Kür G, Folger T (1988) Fuzzy sets, Uncertainty, and Information, Prentice Hall,
Zimmermann H-J (1991) Fuzzy Set Theory And Its Applications, Kluwer Academic.
Ulieru M, Cobzaru M, Norrie D. (2001) A FIPA-OS Based Multi-Agent Architecture for Global Supply-Chain Applications. In: Proceedings of IPMM 2001 International Conference on Intelligent Processing and Manufacturing of Materials, July 29-August 3, 2001, Vancouver, BC.
Ulieru M, Norrie D, Kremer R, Weiming Shen (2000) A Multi-Resolution Collaborative Architecture for web-Centric Global Manufacturing. In: Information Science, volume 127, Journal no. 7669, ISSN # 0020–0255
Fogel D (1998) Evolutionary Computation: The Fossil Record, IEEE Press ISBN: 0780334817
Kirn, S (2002) Ubiquitous Healthcare: The OnkoNet Mobile Agents Architecture, In: Proceedings of Net-Object Days (NODe) 2002, October 7–10,2002, Erfurt, Germany.
Heidin J, Bergquist M, Gater H, et al. (2002) Implementation of Feedback - an application of quality assurance, learning and e-Communication of diagnosis of Medical Images. In: Proceedings of SSGRR2002s — International Conference on Electronic Infrastructures for e-Business, e-Education, e-Science and e-Medicine, L’Acquila, Italy, July29-August 4,2002
Nealon J L, Moreno A (2002) The Application of Agent Technology to Healthcare. In: Proceedings of the First Agentcities Workshop: Challenges in Implementing Open Environments, AAMAS 2002, July 14–18, Bologna, Italy.
Geras A (2002) A generic Architecture for Medical Diagnosis Systems, Final Report for the CSCW Course Project (advisor Dr. Ulieru), Electrical and Computer Engineering Department, The University of Calgary
Shankararaman T P V, Ambrosiadou V, Robinson B (2000) Agents in health care. In: V. Shankararaman T P V (Ed) Workshop on Autonomous Agents in Health Care, pp 1–11
Cortes U, L’opez-Navidad A, V’azquez-Salceda J, Vazquez A, Busquets D,. Nicol’as M, Lopes S, Vazquez F, Caballero F, Carrel (2000) An agent mediated institution for the exchange of human tissues among hospitals for transplantation. In: 3, Congr’es CataFandTnteLligencia Artificial ACIA, pp 15–22
HL7 (Health Level 7) — http://hl7.org
OpenGALEN: http://www.opengalen.org
SNOMED: http://www.snomed.org
Varachiu N, Karanicolas C, Ulieru M (2002) Computational Intelligence for Medical Knowledge Acquisition with Application to Glaucoma. In: Proceedings of the First IEEE Conference on Cognitive Informatics (ICCF02), Calgary, Canada, August 17–19, 2002, IEEE Computer Society Order Number PR01724, ISBN 0–7695-1724–2, Library of Congress # 2002107061, pp 233–238,.
Marr D (1982) Vision, W. H. Freeman and Co., San Francisco
G. E. Trope (2001) Glaucoma: A Patient’s Guide to the Disease, Univ. of Toronto Pr.
Ulieru M, Pogrzeba G, (2002) Integrated Soft Computing Methodology for Diagnosis and Prediction with Application to Glaucoma Risk Evaluation In: Proceedings of 6thIASTED International Conference on Artificial Intelligence and Soft Computing, July 17–19,2002, Banff, Canada
Kanski J J, McAllister J A (1989) Glaucoma: A Coulour Manual of Diagnosis and Treatment, (Butterworths, London, Boston, Singapore, Sydney, Toronto, Wellington,)
Varachiu N (1999) A Fuzzy Shapes Characterization for Robotics. In: Reusch B (Ed) Lecture Notes in Computer Science, vol.1625, Computational Intelligence — Theory and Applications, Springer-Verlag, pp. 253–258
Ulieru M, Geras A (2002) Emergent Holarchies for e-Health Applications: A Case in Glaucoma Diagnosis. In: Proceedings of IECON 2002 — 28th Annual Conference of the IEEE Industrial Electronics Society, November 5–8, 2002, Sevilla, Spain (accepted).
Nagarajappa N, (2002) Uploading Data from the Local to the Centralized Database for Glaucoma Diagnosis and Prediction — Internal Report, Electrical and Computer Engineering, The University of Calgary
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Ulieru, M. (2004). INTERNET-ENABLED SOFT COMPUTING HOLARCHIES FOR E-HEALTH APPLICATIONS -Soft Computing Enhancing the Internet and the Internet Enhancing Soft Computing-. In: Nikravesh, M., Azvine, B., Yager, R., Zadeh, L.A. (eds) Enhancing the Power of the Internet. Studies in Fuzziness and Soft Computing, vol 139. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-45218-8_6
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DOI: https://doi.org/10.1007/978-3-540-45218-8_6
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