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Super-Exponential Growth in Models of a Binary String World
Marco Villani1,2, Roberto Serra1,2,3
1Department of Physics, Informatics and Mathematics, Modena and Reggio Emilia University, 41121 Modena, Italy.
The Theory of the Adjacent Possible (TAP) equation models super-exponential growth. A new Binary String World (BSW) model accounts for rediscovery, showing TAP-like growth remains, not exponential, even with this refinement.
Area of Science:
- Complexity Science
- Theoretical Physics
- Computational Modeling
Background:
- The Theory of the Adjacent Possible (TAP) equation describes super-exponential growth, often seen as a "hockey stick" curve.
- Existing models may overestimate new discoveries by not accounting for the rediscovery of existing types through interactions.
Purpose of the Study:
- To introduce and analyze a Binary String World (BSW) model that incorporates the generation and potential rediscovery of new types.
- To investigate the growth dynamics within the BSW, comparing it to established growth models.
Main Methods:
- Development of a Binary String World (BSW) where new string types arise from interactions of existing types.
- Introduction and analytical solution of a continuous limit of the TAP equation for the BSW.
- Simulation within the BSW to model type generation and check for novelty, discarding rediscoveries.
Main Results:
- The continuous limit of the TAP equation for the BSW diverges in finite time, distinct from standard exponential growth.
- Simulations in the BSW demonstrate TAP-like growth, confirming its applicability even when accounting for rediscovery.
- The model's findings regarding TAP-like growth are robust across variations, provided the focus remains on types rather than individuals.
Conclusions:
- The BSW model provides a more nuanced understanding of super-exponential growth by incorporating the realistic aspect of rediscovery.
- Growth in the BSW remains fundamentally TAP-like, differentiating it from simple exponential growth, and highlighting the importance of considering type interactions.
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