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Scouting Context-sensitive Components

Pfaffmann, J. O. and Zauner, K.-P. (2001) Scouting Context-sensitive Components. In, Keymeulen, D., Stoica, A., Lohn, J. and Zebulum, R. S. (eds.) The Third NASA/DoD Workshop on Evolvable Hardware---EH-2001. , IEEE Computer Society, Los Alamitos, 14-20.

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Description/Abstract

Nature's gadgets are implemented without being planned and therefore can utilize context-sensitive components. Thus functionality that would require extensive networks of context-free components can be elicited from a minimum of material. Proteins can serve as context-sensitive components for pattern processing applications. We here describe an evolutionary search strategy currently under investigation for its potential use in conjunction with computer controlled f luidics to evaluate the computational capabilities of proteins. Our algorithm employs evolutionary search not to seek an optimum, but to seek surprises. It directs experiments and incrementally constructs an empirical model from their outcome. Reward is given for discovering conditions that exhibit a discrepancy between the prediction of the current model and the experimental result. As unexpected observations are incorporated into the model, the reward associated with them vanishes. Results obtained so far indicate that evolutionary search is a useful paradigm for characterizing the phenomenology of context-sensitive components.

Item Type:Book Section
Uncontrolled Keywords:Autonomous experimentation, scientific discovery, evolution
Divisions:Faculty of Physical and Applied Science > Electronics and Computer Science > Agents, Interactions & Complexity
ePrint ID:259135
Deposited On:12 Mar 2004
Last Modified:02 Mar 2012 11:38
Further Information:Google Scholar

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