{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,26]],"date-time":"2025-10-26T14:36:17Z","timestamp":1761489377072},"reference-count":52,"publisher":"Cambridge University Press (CUP)","issue":"2","license":[{"start":{"date-parts":[[2014,5,16]],"date-time":"2014-05-16T00:00:00Z","timestamp":1400198400000},"content-version":"unspecified","delay-in-days":15,"URL":"https:\/\/www.cambridge.org\/core\/terms"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["AIEDAM"],"published-print":{"date-parts":[[2014,5]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Multiagent systems have been considered as a potential solution for developing adaptive systems. In this research, a cellular self-organizing (CSO) approach is proposed for developing such multiagent adaptive systems. The design of CSO systems however is difficult because the global effect emerges from local actions and interactions that are often hard to specify and control. In order to achieve high-level flexible and robustness of CSO systems and retain the capability of specifying desired global effects, we propose a field-based regulative control mechanism, called field-based behavior regulation (FBR). FBR is a real-time, dynamical, distributed mechanism that regulates the emergence process for CSO systems to self-organize and self-reconfigure in complex operation environments. FBR characterizes the task environment in terms of \u201cfields\u201d and extends the system flexibility and robustness without imposing global control over local cells or agents. This paper describes the model of CSO systems and FBR, and demonstrates their effectiveness through simulation-based case studies.<\/jats:p>","DOI":"10.1017\/s0890060414000031","type":"journal-article","created":{"date-parts":[[2014,5,16]],"date-time":"2014-05-16T07:26:32Z","timestamp":1400225192000},"page":"115-128","source":"Crossref","is-referenced-by-count":5,"title":["Cellular self-organizing systems: A field-based behavior regulation approach"],"prefix":"10.1017","volume":"28","author":[{"given":"Yan","family":"Jin","sequence":"first","affiliation":[]},{"given":"Chang","family":"Chen","sequence":"additional","affiliation":[]}],"member":"56","published-online":{"date-parts":[[2014,5,16]]},"reference":[{"key":"S0890060414000031_ref23","volume-title":"Genetic Programming: On the Programming of Computers by Means of Natural Selection","author":"Koza","year":"1992"},{"key":"S0890060414000031_ref43","volume-title":"A New Kind of Science","author":"Wolfram","year":"2002"},{"key":"S0890060414000031_ref42","volume-title":"Santa Fe Institute Studies in the Science of Complexity: Lecture Notes","author":"Weisbuch","year":"1991"},{"key":"S0890060414000031_ref47","doi-asserted-by":"publisher","DOI":"10.1177\/0278364910384753"},{"key":"S0890060414000031_ref19","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/1090.001.0001","volume-title":"Adaptation in Natural and Artificial Systems: An Introductory Analysis With Applications to Biology, Control, and Artificial Intelligence","author":"Holland","year":"1992"},{"key":"S0890060414000031_ref46","doi-asserted-by":"publisher","DOI":"10.1115\/DETC2007-35662"},{"key":"S0890060414000031_ref35","doi-asserted-by":"publisher","DOI":"10.1023\/B:AURO.0000032940.08116.f1"},{"key":"S0890060414000031_ref16","doi-asserted-by":"publisher","DOI":"10.1177\/0278364907085557"},{"key":"S0890060414000031_ref14","volume-title":"Complexity, Science and Society","author":"Gershenson","year":"2007"},{"key":"S0890060414000031_ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ROBOT.1990.126059"},{"key":"S0890060414000031_ref17","volume-title":"Genetic Algorithms in Search, Optimization, and Machine Learning","author":"Goldberg","year":"1989"},{"key":"S0890060414000031_ref15","first-page":"13","article-title":"Modular product design: a life-cycle view","volume":"3","author":"Gershenson","year":"1999","journal-title":"Journal of Integrated Design and Process Science"},{"key":"S0890060414000031_ref12","doi-asserted-by":"publisher","DOI":"10.1007\/BF00437320"},{"key":"S0890060414000031_ref1","first-page":"83","article-title":"Requisite variety and its implications for the control of complex systems","volume":"1","author":"Ashby","year":"1958","journal-title":"Cybernetica"},{"key":"S0890060414000031_ref10","volume-title":"Artificial Intelligence Through Simulated Evolution","author":"Fogel","year":"1996"},{"key":"S0890060414000031_ref25","first-page":"198","volume-title":"Proc. Genetic and Evolutionary Computation Conf","author":"Kumar","year":"2000"},{"key":"S0890060414000031_ref2","volume-title":"Biology: Life on Earth With Physiology","author":"Audesirk","year":"2007"},{"key":"S0890060414000031_ref26","first-page":"270","volume-title":"Evolutionary and Adaptive Synthesis Methods: Formal Engineering Design Synthesis","author":"Lee","year":"2001"},{"key":"S0890060414000031_ref38","doi-asserted-by":"publisher","DOI":"10.1115\/DETC2002\/DAC-34038"},{"key":"S0890060414000031_ref5","doi-asserted-by":"publisher","DOI":"10.1126\/science.1133687"},{"key":"S0890060414000031_ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ROBOT.2000.844106"},{"key":"S0890060414000031_ref13","volume-title":"The Quark and the Jaguar: Adventures in the Simple and the Complex","author":"Gell-Mann","year":"1994"},{"key":"S0890060414000031_ref6","unstructured":"Bonnie R.M. , & Malaga R. (2000). A co-evolutionary approach to strategy design for decision makers in complex negotiation situation. Proc. 33rd Hawaii Int. Conf. System Sciences, p. 1046."},{"key":"S0890060414000031_ref32","doi-asserted-by":"crossref","unstructured":"Salemi B. , Shen W.M. , & Will P. (2001). Hormone controlled metamorphic robots. Proc. IEEE Int. Conf. Robotics and Automation, pp. 4194\u20134200.","DOI":"10.1109\/ROBOT.2001.933273"},{"key":"S0890060414000031_ref29","doi-asserted-by":"publisher","DOI":"10.1007\/PL00013714"},{"key":"S0890060414000031_ref50","doi-asserted-by":"publisher","DOI":"10.1038\/435163a"},{"key":"S0890060414000031_ref45","doi-asserted-by":"publisher","DOI":"10.1109\/6.981854"},{"key":"S0890060414000031_ref30","doi-asserted-by":"publisher","DOI":"10.1007\/s00163-002-0020-2"},{"key":"S0890060414000031_ref7","unstructured":"Butler Z. , Kotay K. , Rus D. , & Tomita K. (2001). Cellular automata for decentralized control of self-reconfigurable robots. Proc. ICRA 2001 Workshop on Modular Robots."},{"key":"S0890060414000031_ref22","doi-asserted-by":"publisher","DOI":"10.1016\/S0967-0661(97)10047-8"},{"key":"S0890060414000031_ref24","doi-asserted-by":"publisher","DOI":"10.1109\/4235.687879"},{"key":"S0890060414000031_ref21","doi-asserted-by":"publisher","DOI":"10.1126\/science.1069492"},{"key":"S0890060414000031_ref8","doi-asserted-by":"crossref","unstructured":"Fan Z. , Seo K. , Hu J. , Rosenberg R. , & Goodman E.D. (2003). System-level synthesis of MEMS via genetic programming and bond graphs. Proc. 2003 Genetic and Evolutionary Computing Conference, LNCS, Vol. 2724, pp. 2058\u20132071. Berlin: Springer.","DOI":"10.1007\/3-540-45110-2_103"},{"key":"S0890060414000031_ref33","doi-asserted-by":"publisher","DOI":"10.1007\/s10514-006-6475-7"},{"key":"S0890060414000031_ref49","unstructured":"Zouein G. , Chen C. , & Jin Y. (2010). Create adaptive systems through \u201cDNA\u201d guided cellular formation. Proc. 1st Int. Conf. Design Creativity (ICDC2010), Kobe, Japan."},{"key":"S0890060414000031_ref36","doi-asserted-by":"publisher","DOI":"10.1109\/MOBHOC.2000.869214"},{"key":"S0890060414000031_ref41","volume-title":"The Theory of Self-Reproducing Automata","author":"von Neumann","year":"1966"},{"key":"S0890060414000031_ref37","doi-asserted-by":"publisher","DOI":"10.1023\/A:1026592302259"},{"key":"S0890060414000031_ref52","doi-asserted-by":"publisher","DOI":"10.1038\/171964b0"},{"key":"S0890060414000031_ref40","volume-title":"Hommage a Jean Piaget: Epistemologie Genetique et Equilibration","author":"von Foerster","year":"1977"},{"key":"S0890060414000031_ref18","doi-asserted-by":"publisher","DOI":"10.1016\/S0007-8506(07)60778-1"},{"key":"S0890060414000031_ref27","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-49820-1"},{"key":"S0890060414000031_ref39","doi-asserted-by":"crossref","unstructured":"Vincent J.F.V. , Bogatyreva O. , & Bogatyrev N. (2006). Biology doesn't waste energy: that's really smart. Proc. SPIE 6168, pp. 1\u20139.","DOI":"10.1117\/12.682174"},{"key":"S0890060414000031_ref51","doi-asserted-by":"publisher","DOI":"10.1038\/scientificamerican1070-120"},{"key":"S0890060414000031_ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TRA.2002.804502"},{"key":"S0890060414000031_ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.cub.2007.03.003"},{"key":"S0890060414000031_ref31","volume-title":"Genetic Algorithms in Engineering and Computer Science","author":"Parmee","year":"1997"},{"key":"S0890060414000031_ref48","unstructured":"Zouein G. (2009). A biologically inspired DNA-based approach to developing cellular adaptive systems. PhD Thesis. University of Southern California."},{"key":"S0890060414000031_ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.cirp.2009.03.064"},{"key":"S0890060414000031_ref3","volume-title":"Evolutionary Design by Computers","author":"Bentley","year":"1999"},{"key":"S0890060414000031_ref9","doi-asserted-by":"publisher","DOI":"10.2514\/1.17147"},{"key":"S0890060414000031_ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ICMAS.2000.858446"}],"container-title":["Artificial Intelligence for Engineering Design, Analysis and Manufacturing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.cambridge.org\/core\/services\/aop-cambridge-core\/content\/view\/S0890060414000031","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,4,22]],"date-time":"2019-04-22T21:00:49Z","timestamp":1555966849000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.cambridge.org\/core\/product\/identifier\/S0890060414000031\/type\/journal_article"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,5]]},"references-count":52,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2014,5]]}},"alternative-id":["S0890060414000031"],"URL":"https:\/\/doi.org\/10.1017\/s0890060414000031","relation":{},"ISSN":["0890-0604","1469-1760"],"issn-type":[{"value":"0890-0604","type":"print"},{"value":"1469-1760","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,5]]}}}