天文学和发展时间之间的关系在模拟代理人的进化过程中出现
Alexander O Gusev1, Leonid M Martyushev1,2
1Technical Physics Department, Ural Federal University, Mira St. 19, 620062 Ekaterinburg, Russia.
Entropy (Basel, Switzerland)
|October 25, 2024
概括
在模拟的Intel i8080处理器上使用达尔文选择进化的代理人开发了捕猎猎物技能. 进化揭示了天文和发育时间之间的对数联系,将选择,时间和产生联系起来.
科学领域:
- 计算进化生物学计算进化生物学
- 人工智能的人工智能是人工智能.
- 生物物理学的生物物理.
背景情况:
- 进化模型往往简化了捕食者-猎物动态.
- 了解时间,选择和能量消耗之间的关系至关重要.
研究的目的:
- 为了模拟猎物捕捉进化在一个计算代理.
- 通过达尔文进化研究技能的出现.
- 探索发育时间和进化过程之间的关系.
主要方法:
- 一个软件模拟的英特尔i8080处理器被用于模拟.
- 代理人被编程为随机的初始命令.
- 目标函数最大限度地捕获猎物,考虑到能源和时间成本.
- 达尔文的进化原理应用于代理种群.
主要成果:
- 代理人从随机的初始状态进化出成功的猎物捕获能力.
- 在天文时间和代理发展时间之间出现了对数关系.
- 这些发现将进化时间尺度与能量最大化原则联系起来.
结论:
- 达尔文进化论可能会导致复杂的行为,比如在人工智能中捕捉猎物.
- 这项研究为时间,选择和产生之间的理论联系提供了经验支持.
- 该模型提供了对进化适应的基本驱动因素的见解.
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