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
  • [1] Data-Driven IoT Applications Design for Smart City and Smart Buildings
    Shih, Chi-Sheng
    Lee, Kuo-Hsiu
    Chou, Jyun-Jhe
    Lin, Kwei-Jay
    [J]. 2017 IEEE SMARTWORLD, UBIQUITOUS INTELLIGENCE & COMPUTING, ADVANCED & TRUSTED COMPUTED, SCALABLE COMPUTING & COMMUNICATIONS, CLOUD & BIG DATA COMPUTING, INTERNET OF PEOPLE AND SMART CITY INNOVATION (SMARTWORLD/SCALCOM/UIC/ATC/CBDCOM/IOP/SCI), 2017,
  • [2] Towards a data-driven IoT software architecture for smart city utilities
    Simmhan, Yogesh
    Ravindra, Pushkara
    Chaturvedi, Shilpa
    Hegde, Malati
    Ballamajalu, Rashmi
    [J]. SOFTWARE-PRACTICE & EXPERIENCE, 2018, 48 (07): : 1390 - 1416
  • [3] Data-Driven Predictive Control of Building Energy Consumption under the IoT Architecture
    Ke, Ji
    Qin, Yude
    Wang, Biao
    Yang, Shundong
    Wu, Hao
    Yang, Hang
    Zhao, Xing
    [J]. WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2020, 2020
  • [4] Data-Driven Event Triggering for IoT Applications
    Kolios, Panayiotis
    Panayiotou, Christos
    Ellinas, Georgios
    Polycarpou, Marios
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2016, 3 (06): : 1146 - 1158
  • [5] Rico: A Mobile App Dataset for Building Data-Driven Design Applications
    Deka, Biplab
    Huang, Zifeng
    Franzen, Chad
    Hibschman, Joshua
    Afergan, Daniel
    Li, Yang
    Nichols, Jeffrey
    Kumar, Ranjitha
    [J]. UIST'17: PROCEEDINGS OF THE 30TH ANNUAL ACM SYMPOSIUM ON USER INTERFACE SOFTWARE AND TECHNOLOGY, 2017, : 845 - 854
  • [6] Design and Architecture of BenguetFresh: An IoT-Enabled Data-Driven System for Sustainable Agriculture
    Ridon, Maria Vekka Katrina A.
    Domingo-Palaoag, Thelma
    Palileng, Reygorio E.
    [J]. JOURNAL OF ELECTRICAL SYSTEMS, 2024, 20 (04) : 736 - 742
  • [7] Design and Development of an IoT Gateway for Smart Building Applications
    Nugur, Aditya
    Pipattanasomporn, Manisa
    Kuzlu, Murat
    Rahman, Saifur
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2019, 6 (05): : 9020 - 9029
  • [8] Smart Data-Driven Building Management Framework and Demonstration
    Zhang, Jing
    Ma, Tianyou
    Xu, Kan
    Chen, Zhe
    Xiao, Fu
    Ho, Jeremy
    Leung, Calvin
    Yeung, Sammy
    [J]. ENERGY INFORMATICS, EI.A 2023, PT I, 2024, 14467 : 168 - 178
  • [9] Data-Driven Modelling of Smart Building Ventilation Subsystem
    Stamatescu, Grigore
    Stamatescu, Iulia
    Arghira, Nicoleta
    Fagarasan, Ioana
    [J]. JOURNAL OF SENSORS, 2019, 2019
  • [10] Pulsar: Enabling Dynamic Data-driven IoT Applications
    Renart, Eduard
    Balouek-Thomert, Daniel
    Parashar, Manish
    [J]. 2017 IEEE 2ND INTERNATIONAL WORKSHOPS ON FOUNDATIONS AND APPLICATIONS OF SELF* SYSTEMS (FAS*W), 2017, : 357 - 359