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Data sets, modeling, and decision making in smart cities : A survey

Ma, Meiyi ; Preum, Sarah M. ; Ahmed, Mohsin Y. ; Tärneberg, William LU ; Hendawi, Abdeltawab and Stankovic, John A. (2019) In ACM Transactions on Cyber-Physical Systems 4(2).
Abstract

Cities are deploying tens of thousands of sensors and actuators and developing a large array of smart services. The smart services use sophisticatedmodels and decision-making policies supported by Cyber Physical Systems and Internet of Things technologies. The increasing number of sensors collects a large amount of city data across multiple domains. The collected data have great potential value, but has not yet been fully exploited. This survey focuses on the domains of transportation, environment, emergency and public safety, energy, and social sensing. This article carefully reviews both the data sets being collected across 14 smart cities and the state-of-the-art work in modeling and decision making methodologies. The article also... (More)

Cities are deploying tens of thousands of sensors and actuators and developing a large array of smart services. The smart services use sophisticatedmodels and decision-making policies supported by Cyber Physical Systems and Internet of Things technologies. The increasing number of sensors collects a large amount of city data across multiple domains. The collected data have great potential value, but has not yet been fully exploited. This survey focuses on the domains of transportation, environment, emergency and public safety, energy, and social sensing. This article carefully reviews both the data sets being collected across 14 smart cities and the state-of-the-art work in modeling and decision making methodologies. The article also points out the characteristics, challenges faced today, and those challenges that will be exacerbated in the future. Key data issues addressed include heterogeneity, interdisciplinary, integrity, completeness, real-timeliness, and interdependencies. Key decision making issues include safety and service conflicts, security, uncertainty, humans in the loop, and privacy.

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author
; ; ; ; and
organization
publishing date
type
Contribution to journal
publication status
published
subject
keywords
Data sets, Decision making, Integrating services, Modeling, Smart city
in
ACM Transactions on Cyber-Physical Systems
volume
4
issue
2
article number
14
publisher
Association for Computing Machinery (ACM)
external identifiers
  • scopus:85075638843
ISSN
2378-962X
DOI
10.1145/3355283
language
English
LU publication?
yes
id
33722b5d-0724-47f3-ab07-2c7f73af09a4
date added to LUP
2019-12-18 10:16:06
date last changed
2022-05-11 23:31:52
@article{33722b5d-0724-47f3-ab07-2c7f73af09a4,
  abstract     = {{<p>Cities are deploying tens of thousands of sensors and actuators and developing a large array of smart services. The smart services use sophisticatedmodels and decision-making policies supported by Cyber Physical Systems and Internet of Things technologies. The increasing number of sensors collects a large amount of city data across multiple domains. The collected data have great potential value, but has not yet been fully exploited. This survey focuses on the domains of transportation, environment, emergency and public safety, energy, and social sensing. This article carefully reviews both the data sets being collected across 14 smart cities and the state-of-the-art work in modeling and decision making methodologies. The article also points out the characteristics, challenges faced today, and those challenges that will be exacerbated in the future. Key data issues addressed include heterogeneity, interdisciplinary, integrity, completeness, real-timeliness, and interdependencies. Key decision making issues include safety and service conflicts, security, uncertainty, humans in the loop, and privacy.</p>}},
  author       = {{Ma, Meiyi and Preum, Sarah M. and Ahmed, Mohsin Y. and Tärneberg, William and Hendawi, Abdeltawab and Stankovic, John A.}},
  issn         = {{2378-962X}},
  keywords     = {{Data sets; Decision making; Integrating services; Modeling; Smart city}},
  language     = {{eng}},
  number       = {{2}},
  publisher    = {{Association for Computing Machinery (ACM)}},
  series       = {{ACM Transactions on Cyber-Physical Systems}},
  title        = {{Data sets, modeling, and decision making in smart cities : A survey}},
  url          = {{http://dx.doi.org/10.1145/3355283}},
  doi          = {{10.1145/3355283}},
  volume       = {{4}},
  year         = {{2019}},
}