用去中心化组织+数字孪生+大模型,让建筑自主管理运营
Autonomous Building Cyber-Physical Systems Using Decentralized Autonomous Organizations, Digital Twins, and Large Language Model
- 融合DAO、数字孪生与大模型,构建去中心化自管建筑系统
- 六类场景实测成功,实现财务与设备的自主调控
- 适合关注建筑智能化与透明治理的研究者和从业者
当前建筑自主研究多聚焦能效与自动化,传统AI依赖预设规则,难以适应复杂动态的建筑运行。设施管理的集中式结构也阻碍决策透明,限制真正自治。本文提出一种新型去中心化自主建筑网络物理系统框架,整合去中心化自治组织(DAO)、大语言模型(LLM)与数字孪生,构建可自我管理、自主运行且具备财务自主性的智能建筑基础设施。研究开发了全栈去中心化应用,支持建筑治理的去中心化;设计基于LLM的人工智能助手,实现人机交互的直观性,支持区块链与建筑运维任务;在六个真实场景中测试系统可行性,包括建筑收支管理、AI辅助设施控制及系统自主调节。结果表明原型可成功执行各项操作,验证了该框架在实现去中心化治理与自主运行方面的适用性。
原文摘要 · Abstract (English)
Current autonomous building research primarily focuses on energy efficiency and automation. While traditional artificial intelligence has advanced autonomous building research, it often relies on predefined rules and struggles to adapt to complex, evolving building operations. Moreover, the centralized organizational structures of facilities management hinder transparency in decision-making, limiting true building autonomy. Research on decentralized governance and adaptive building infrastructure, which could overcome these challenges, remains relatively unexplored. This paper addresses these limitations by introducing a novel Decentralized Autonomous Building Cyber-Physical System framework that integrates Decentralized Autonomous Organizations, Large Language Models, and digital twins to create a smart, self-managed, operational, and financially autonomous building infrastructure. This study develops a full-stack decentralized application to facilitate decentralized governance of building infrastructure. An LLM-based artificial intelligence assistant is developed to provide intuitive human-building interaction for blockchain and building operation management-related tasks and enable autonomous building operation. Six real-world scenarios were tested to evaluate the autonomous building system's workability, including building revenue and expense management, AI-assisted facility control, and autonomous adjustment of building systems. Results indicate that the prototype successfully executes these operations, confirming the framework's suitability for developing building infrastructure with decentralized governance and autonomous operation.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。