Abstract
Large-scale spatially distributed systems provide a unique and difficult control challenge because of their nonlinearity, spatialdistribution and generally high order. The control structure for these systems tend to be both discrete and distributed as well and contain discrete and continuous elements. A layered control structure interfaced with complex arrays of sensors and actuators provides a flexible supervision and control system that can deal with local and global challenges. An adaptive agent-based control structure is presented whereby local control objectives may be changed in order to achieve the global control objective. Information is shared through a global knowledge environment that promotes the distribution of ideas through reinforcement. The performance of the agent-based control approach is illustrated in a case study where the interaction front between two competing autocatalytic species is moved from one spatial configuration to another. The multi-agent control system is able to effectively explore the parameter space of the network and intelligently manipulate the network flow rates such that the desired spatial distribution of species is achieved.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Christofides, P.: Control of nonlinear distributed process systems: Recent developments and challenges. AIChE Journal 47, 514–518 (2001)
Morari, M., Baotic, M., Borrelli, F.: Hybrid systems modeling and control. European Journal of Control 9, 177–189 (2003)
Tatara, E., Birol, I., Teymour, F., Cinar, A.: Agent-based control of autocatalytic replicators in networks of reactors. Computers & Chemical Engineering 29, 807–815 (2005)
Chaivorapoj, W., Birol, I., Cinar, A., Teymour, F.: Feedback control of a continuous-flow stirred tank reactor with competing autocatalators. Industrial and Engineering Chemistry Research 42, 3765–3785 (2003)
El-Farra, N., Christofides, P.: Coordinating feedback and switching for control of spatially distributed processes. Computers and Chemical Engineering 28, 111–128 (2004)
Kendra, S., Basila, M., Cinar, A.: Intelligent process control with supervisory knowledge-based systems. IEEE Control Systems 14, 37–47 (1994)
Jennings, N., Bussmann, S.: Agent-based control systems. IEEE Control Systems 23, 61–73 (2003)
Lesser, V.: Cooperative multiagent systems: A personal view of the state of the art. IEEE Transactions on Knowledge and Data Engineering 11, 133–142 (1999)
Wooldridge, M., Jennings, N., Kinny, D.: A methodology for agent-oriented analysis and design. In: Proceedings of the Third International Conference on Autonomous Agents (Agents 1999), Seattle, WA (1999)
Brueckner, S., Wyns, J., Peeters, P., Kollingbaum, M.: Designing agents for manufacturing control. In: Proceedings of the 2nd AI & Manufacturing Research Planning Workshop, Albuquerque, NM (1998)
Tatara, E., Birol, I., Teymour, F., Cinar, A.: Measuring complexity in reactor networks with cubic autocatalytic reactions. Industrial and Engineering Chemistry Research 44, 2781–2791 (2005)
Collier, N., Howe, T., North, M.: Onward and upward: The transition to repast 2.0. In: First Annual North American Association for Computational Social and Organizational Science Conference, Pittsburgh, PA (2003)
Cohen, S., Hindmarsh, A.: CVODE User Guide. LLNL Report UCRL-MA-118618 (1994)
Di Marzo Serugendo, G., Foukia, N., Hassas, S., Karageorgos, A., Mostfaoui, S., Rana, O., Ulieru, M., Valckenaers, P., van Aart, C.: Self-organisation: Paradigms and applications. In: Workshop Notes: First International Workshop on Engineering Self-Organising Applications, at AAMAS (2003)
Bonabeau, E., Dorigo, M., Theraulaz, G.: Swarm Intelligence: From Natural to Artificial Systems. Oxford University Press, Oxford (1999)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2006 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Tatara, E., North, M., Hood, C., Teymour, F., Cinar, A. (2006). Agent-Based Control of Spatially Distributed Chemical Reactor Networks. In: Brueckner, S.A., Di Marzo Serugendo, G., Hales, D., Zambonelli, F. (eds) Engineering Self-Organising Systems. ESOA 2005. Lecture Notes in Computer Science(), vol 3910. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11734697_17
Download citation
DOI: https://doi.org/10.1007/11734697_17
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-33342-5
Online ISBN: 978-3-540-33352-4
eBook Packages: Computer ScienceComputer Science (R0)