A Privacy-Aware Crowd Management System for Smart Cities and Smart Buildings

被引:16
|
作者
Santana, Juan Ramon [1 ]
Sanchez, Luis [1 ]
Sotres, Pablo [1 ]
Lanza, Jorge [1 ]
Llorente, Tomas [1 ]
Munoz, Luis [1 ]
机构
[1] Univ Cantabria, Network Planning & Mobile Commun Lab, Santander 39005, Spain
基金
欧盟地平线“2020”;
关键词
Smart phones; Wireless fidelity; Smart cities; Bluetooth; Monitoring; Real-time systems; Smart city; Internet of Things; crowd management; artificial intelligence; positioning;
D O I
10.1109/ACCESS.2020.3010609
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Cities are growing at a dizzying pace and they require improved methods to manage crowded areas. Crowd management stands for the decisions and actions taken to supervise and control densely populated spaces and it involves multiple challenges, from recognition and assessment to application of actions tailored to the current situation. To that end, Wi-Fi-based monitoring systems have emerged as a cost-effective solution for the former one. The key challenge that they impose is the requirement to handle large datasets and provide results in near real-time basis. However, traditional big data and event processing approaches have important shortcomings while dealing with crowd management information. In this paper, we describe a novel system architecture for real-time crowd recognition for smart cities and smart buildings that can be easily replicated. The described system proposes a privacy-aware platform that enables the application of artificial intelligence mechanisms to assess crowds' behavior in buildings employing sensed Wi-Fi traces. Furthermore, the present paper shows the implementation of the system in two buildings, an airport and a market, as well as the results of applying a set of classification algorithms to provide crowd management information.
引用
收藏
页码:135394 / 135405
页数:12
相关论文
共 50 条
  • [1] PACAS: A Privacy-Aware Smart Camera System
    Yu, Keyang
    Chen, Dong
    [J]. 2024 IEEE CLOUD SUMMIT, CLOUD SUMMIT 2024, 2024, : 170 - 177
  • [2] A Privacy-Aware Zero Interaction Smart Mobility System
    Righini, Stefano
    Calderoni, Luca
    Maio, Dario
    [J]. IEEE ACCESS, 2022, 10 : 11924 - 11937
  • [3] Towards Privacy-Aware Smart Surveillance
    Shirima, Emil
    Ghazinour, Kambiz
    [J]. FOUNDATIONS AND PRACTICE OF SECURITY, FPS 2019, 2020, 12056 : 398 - 406
  • [4] Privacy-Aware Smart Metering: A Survey
    Finster, Soeren
    Baumgart, Ingmar
    [J]. IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2015, 17 (02): : 1088 - 1101
  • [5] Privacy-Aware Smart Metering: A Survey
    Finster, Soeren
    Baumgart, Ingmar
    [J]. IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2014, 16 (03): : 1732 - 1745
  • [6] Interoperable Privacy-Aware E-Participation within Smart Cities
    Patsakis, Constantinos
    Laird, Paul
    Clear, Michael
    Bouroche, Melanie
    Solanas, Agusti
    [J]. COMPUTER, 2015, 48 (01) : 52 - 58
  • [7] Privacy-aware optimal load scheduling for energy management system of smart home
    Rong, Jieqi
    Liu, Weirong
    Jiang, Fu
    Cheng, Yijun
    Li, Heng
    Peng, Jun
    [J]. SUSTAINABLE ENERGY GRIDS & NETWORKS, 2023, 34
  • [8] Towards Privacy-Aware Smart Buildings: Capturing, Communicating, and Enforcing Privacy Policies and Preferences
    Pappachan, Primal
    Degeling, Martin
    Yus, Roberto
    Das, Anupam
    Bhagavatula, Sruti
    Melicher, William
    Naeini, Pardis Emami
    Zhang, Shikun
    Bauer, Lujo
    Kobsa, Alfred
    Mehrotra, Sharad
    Sadeh, Norman
    Venkatasubramanian, Nalini
    [J]. 2017 IEEE 37TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS WORKSHOPS (ICDCSW), 2017, : 193 - 198
  • [9] A Privacy-Aware Architecture for Energy Management Systems in Smart Grids
    Rigoll, Fabian
    Hirsch, Christian
    Kochanneck, Sebastian
    Schmeck, Hartmut
    Mauser, Ingo
    [J]. 2014 IEEE 11TH INTL CONF ON UBIQUITOUS INTELLIGENCE AND COMPUTING AND 2014 IEEE 11TH INTL CONF ON AUTONOMIC AND TRUSTED COMPUTING AND 2014 IEEE 14TH INTL CONF ON SCALABLE COMPUTING AND COMMUNICATIONS AND ITS ASSOCIATED WORKSHOPS, 2014, : 449 - 455
  • [10] A testbed evaluation for a privacy-aware monitoring system in smart home
    Shirali, Mohsen
    Sharafi, Masoumeh
    Ghassemian, Mona
    Fotouhi-Ghazvini, Faranak
    [J]. 2018 IEEE GLOBAL HUMANITARIAN TECHNOLOGY CONFERENCE (GHTC), 2018,