数字双胞胎作为智能结构的自我模型
Xiaoxue Shen1, David J Wagg2,3, Matthew Tipuric1,4
1The Alan Turing Institute, London, NW1 2DB, UK.
Scientific reports
|August 19, 2025
概括
本研究介绍了一个数字双胞胎自我模型,使用基于代理的架构来实现人工智能. 这种人工智能创建了自身的内部表示,通过知识图实现复杂的行为和用户交互.
科学领域:
- 人工智能的人工智能
- 计算机科学 计算机科学
- 数字双胞胎是一个数字双胞胎.
背景情况:
- 在AI中,自我模型对于自我意识和适应至关重要.
- 现有的架构可能缺乏动态的,集成的自我代表.
- 基于代理的系统为复杂的AI构建提供了模块化.
研究的目的:
- 使用基于代理的架构开发一个"数字双胞胎自我模型".
- 通过数字组件的动态组装来表示复杂的AI行为.
- 在动态信息管理的知识图中整合自我模型.
主要方法:
- 采用了一个基于代理的架构,具有异质的数字组件.
- 使用知识图来编码自我模型并管理信息.
- 检索增强生成 (RAG) 结合了局部知识图与查询响应的大型语言模型.
- 为可视化和自然语言查询开发了一个基于Web的用户界面.
主要成果:
- 使用小规模建筑示例演示了一个功能数字双胞胎自我模型.
- 该架构支持多种操作模式,包括离线工作流执行.
- 动态知识图成功编码了自我模型,并促进了信息检索.
- 使用RAG.自然语言查询得到有效处理.
结论:
- 基于代理的数字双胞胎架构为创建自我意识的人工智能提供了一个强大的框架.
- 动态知识图是有效的编码和管理自我模型信息.
- 与大型语言模型的集成增强了AI自我模型的交互能力.
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