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Updated: Oct 13, 2025

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Spatial Multiobjective Optimization of Agricultural Conservation Practices using a SWAT Model and an Evolutionary Algorithm
Published on: December 9, 2012
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Resource competition and technological diversity.
Almaz Mustafin1, Aliya Kantarbayeva2
1Satbayev University, Almaty, Kazakhstan.
Plos One
|November 18, 2021
Summary
This study models technological evolution where competing technologies vie for essential resources. It reveals that technology success depends on resource competition, limiting the number of coexisting technologies.
Area of Science:
- Economics
- Mathematical Modeling
- Ecology
Background:
- Technological evolution is complex, influenced by resource availability and competition.
- Existing models often overlook explicit resource dynamics in technological change.
Purpose of the Study:
- To develop and investigate a mathematical model for technological structure evolution.
- To analyze how competing technologies interact with essential resources.
- To predict competitive outcomes and understand technological change patterns.
Main Methods:
- A system of consumer-resource rate equations models technology evolution.
- Firms are represented as populations with Leontief-Liebig production functions.
- Resource competition dynamics and break-even analysis are employed.
Main Results:
- A measure for competitiveness based on break-even resource availability is proposed.
- Conditions for technology coexistence require superior competition for one resource and inferior for others.
- The principle of competitive exclusion is observed: technology count is limited by resource count.
Conclusions:
- The model provides deeper insights into technological change than conventional diffusion models.
- Competitive outcomes are predictable from resource-dependent growth and consumption rates.
- Explicit resource dynamics are crucial for understanding exploitative competition in technological systems.
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