Design and applications of an IoT architecture for data-driven smart building operations and experimentation

被引:6
|
作者
Malkawi, Ali [1 ,2 ]
Ervin, Stephen [1 ,2 ]
Han, Xu [1 ,2 ,3 ]
Chen, Elence Xinzhu [1 ,2 ]
Lim, Sunghwan [1 ,2 ]
Ampanavos, Spyridon [1 ,2 ]
Howard, Peter [2 ]
机构
[1] Harvard Univ, Grad Sch Design, Cambridge, MA 02138 USA
[2] Harvard Univ, Harvard Ctr Green Bldg & Cities, Cambridge, MA 02138 USA
[3] 20 Sumner Rd, Cambridge, MA 02138 USA
关键词
Internet of Things (IoT) architecture; Smart buildings; Data -driven control; Building operations and experimentation; INTERNET; SYSTEM; THINGS; MODEL;
D O I
10.1016/j.enbuild.2023.113291
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This paper describes the design of an Internet of Things (IoT) architecture that allows customizable data-driven operations and experimentation for an ultra-efficient office/lab building. To develop the data-driven control for future building operations, the building was designed with two systems: one system for "operation" and another "research" system to allow data acquisition, management, and separate commanding mechanisms. It includes the communication network, sensor network, building operations, and research network. The building was designed with multiple heating/cooling zones that can be controlled and commanded individually, as well as with a hybrid physical and virtual testbed to support algorithm testing. There are several applications that utilize this IoT architecture. First, an experiment that illustrates the testing and deployment of a data-driven algorithm using the hybrid physical and virtual testbed is described. Second, data-informed building energy management based on the IoT architecture is introduced. Third, augmented reality-based building operations and facility management is also discussed.
引用
收藏
页数:16
相关论文
共 50 条
  • [31] Guest Editorial: Introduction to the Special Section on Data-Driven IoT for Smart Cities
    Jiang, Hongbo
    Cheng, Liang
    Iyengar, Arun
    Ngai, Edith
    [J]. IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2020, 7 (04): : 2165 - 2166
  • [32] An adaptive data-driven architecture for mental health care applications
    Sundaram, Aishwarya
    Subramaniam, Hema
    Ab Hamid, Siti Hafizah
    Nor, Azmawaty Mohamad
    [J]. PEERJ, 2024, 12
  • [33] Data-Driven Web APIs Recommendation for Building Web Applications
    Qi, Lianyong
    He, Qiang
    Chen, Feifei
    Zhang, Xuyun
    Dou, Wanchun
    Ni, Qiang
    [J]. IEEE TRANSACTIONS ON BIG DATA, 2022, 8 (03) : 685 - 698
  • [34] Data-driven smart manufacturing
    Tao, Fei
    Qi, Qinglin
    Liu, Ang
    Kusiak, Andrew
    [J]. JOURNAL OF MANUFACTURING SYSTEMS, 2018, 48 : 157 - 169
  • [35] SeeQ: A Programming Model for Portable Data-driven Building Applications
    Mavrokapnidis, Dimitris
    Fierro, Gabe
    Husmann, Maria
    Korolija, Ivan
    Rovas, Dimitrios
    [J]. PROCEEDINGS OF THE 10TH ACM INTERNATIONAL CONFERENCE ON SYSTEMS FOR ENERGY-EFFICIENT BUILDINGS, CITIES, AND TRANSPORTATION, BUILDSYS 2023, 2023, : 159 - 168
  • [36] Empowering scientists with data-driven automated experimentation
    Yang, Jonghee
    Ahmadi, Mahshid
    [J]. NATURE SYNTHESIS, 2023, 2 (06): : 462 - 463
  • [37] Cooperating services for data-driven computational experimentation
    Plale, B
    Gannon, D
    Huang, Y
    Kandaswamy, G
    Pallickara, SL
    Slominski, A
    [J]. COMPUTING IN SCIENCE & ENGINEERING, 2005, 7 (05) : 34 - 43
  • [38] Unified architecture for data-driven metadata tagging of building automation systems
    Mishra, Sakshi
    Glaws, Andrew
    Cutler, Dylan
    Frank, Stephen
    Azam, Muhammad
    Mohammadi, Farzam
    Venne, Jean-Simon
    [J]. AUTOMATION IN CONSTRUCTION, 2020, 120
  • [39] Empowering scientists with data-driven automated experimentation
    Jonghee Yang
    Mahshid Ahmadi
    [J]. Nature Synthesis, 2023, 2 : 462 - 463
  • [40] Smart Meter Data-Driven Customizing Price Design for Retailers
    Feng, Cheng
    Wang, Yi
    Zheng, Kedi
    Chen, Qixin
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2020, 11 (03) : 2043 - 2054