图学学报2024,Vol.45Issue(6) :1200-1206.DOI:10.11996/JG.j.2095-302X.2024061200

融合大模型和数字孪生的公共建筑智慧运维系统

An intelligent maintenance system for public buildings integrating digital twin and large language model

许璟琳 彭阳 欧金武 谈骏杰 舒江鹏 余芳强
图学学报2024,Vol.45Issue(6) :1200-1206.DOI:10.11996/JG.j.2095-302X.2024061200

融合大模型和数字孪生的公共建筑智慧运维系统

An intelligent maintenance system for public buildings integrating digital twin and large language model

许璟琳 1彭阳 2欧金武 2谈骏杰 2舒江鹏 3余芳强4
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作者信息

  • 1. 浙江大学工程师学院,浙江 杭州 310015;上海建工四建集团有限公司,上海 201103
  • 2. 上海建工四建集团有限公司,上海 201103
  • 3. 浙江大学工程师学院,浙江 杭州 310015
  • 4. 上海建工集团股份有限公司,上海 200080
  • 折叠

摘要

为解决基于数字孪生的建筑智慧运维面临的系统操作复杂、海量建设文档信息难以查阅、复杂场景决策支持弱等问题,构建了融合大模型和数字孪生的建筑智慧运维系统,创新了基于检索增强生成的海量信息高效检索技术、基于大模型的建筑运维服务高效调用技术、基于群体智能的楼宇智能调适技术等,在3类典型运维场景进行了应用验证,表明融合大模型和数字孪生构建的公共建筑智慧运维系统,有助于提供运维个性化服务、提升用户体验、提供复杂决策支持,实现更便捷、更舒适、更安全、更绿色的公共建筑智慧运维管理.

Abstract

To address the challenges encountered in smart building operations and maintenance based on digital twins,such as complex system operations,difficulties in accessing a vast amount of construction documentation,and limited decision support in complex scenarios,a smart building operations and maintenance system integrating large models and digital twins was constructed.Innovations include efficient retrieval technology for massive information based on Retrieval Augmented Generation,efficient invocation technology for building operations and maintenance services based on large models,and intelligent building adaptation technology based on swarm intelligence.The system was applied and verified in three typical operations and maintenance scenarios.The results demonstrated that integrating large models and digital twins in constructing a public building smart operations and maintenance system aided in providing personalized building operations and maintenance services,enhanced user experience,offered complex decision support,and enabled more convenient,comfortable,safe,and green smart operations and maintenance management for public buildings.

关键词

大语言模型/数字孪生/公共建筑/智慧运维

Key words

large language models/digital twin/public buildings/intelligent maintenance

引用本文复制引用

出版年

2024
图学学报
中国图学学会

图学学报

CSTPCDCSCD北大核心
影响因子:0.73
ISSN:2095-302X
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