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The Emergence of Canalization and Evolvability in an Open-Ended, Interactive Evolutionary System
Joost Huizinga1,2, Kenneth O Stanley3,4, Jeff Clune5,6
1University of Wyoming, Department of Computer Science, Evolving AI Lab. jhuizing@uwyo.edu.
Evolutionary developmental canalization, where variation is constrained, emerged in a unique computational system. This discovery offers insights into natural evolvability and could accelerate bioengineering applications.
Area of Science:
- Evolutionary Biology
- Computational Science
- Developmental Biology
Background:
- Evolvability, the capacity for evolution to accelerate innovation, is crucial for organismal diversity.
- Developmental canalization, a mechanism for evolvability, constrains variation but is rarely observed in computational evolution.
Purpose of the Study:
- To identify conditions that lead to the emergence of developmental canalization in computational evolution.
- To understand the origins of evolvability and its potential applications in engineering.
Main Methods:
- A novel computational evolutionary experiment was designed, differing from traditional digital evolution by lacking a predefined objective.
- The study analyzed the genetic representation and variation patterns of evolving organisms within this system.
Main Results:
- Canalization emerged, with genomes entrenching frequently explored variation dimensions.
- Organismal genetic representations evolved increased modularity and hierarchy, correlating with higher fitness.
- Open-ended, divergent evolutionary processes, rather than objective-driven ones, appeared necessary for canalization's evolution.
Conclusions:
- Computational evolution can generate developmental canalization under specific, open-ended conditions.
- The evolved modular and hierarchical genetic structures contribute to increased fitness.
- Understanding these mechanisms can inform efforts to harness evolutionary principles for engineering solutions.
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