Federated learning in smart city sensing: Challenges and opportunities

JC Jiang, B Kantarci, S Oktug, T Soyata - Sensors, 2020 - mdpi.com
Smart Cities sensing is an emerging paradigm to facilitate the transition into smart city
services. The advent of the Internet of Things (IoT) and the widespread use of mobile …

Task allocation in mobile crowd sensing: State-of-the-art and future opportunities

J Wang, L Wang, Y Wang, D Zhang… - IEEE Internet of Things …, 2018 - ieeexplore.ieee.org
Mobile crowd sensing (MCS) is the special case of crowdsourcing, which leverages the
smartphones with various embedded sensors and user's mobility to sense diverse …

Big data meet cyber-physical systems: A panoramic survey

R Atat, L Liu, J Wu, G Li, C Ye, Y Yang - IEEE Access, 2018 - ieeexplore.ieee.org
The world is witnessing an unprecedented growth of cyber-physical systems (CPS), which
are foreseen to revolutionize our world via creating new services and applications in a …

Enabling cyber‐physical communication in 5G cellular networks: challenges, spatial spectrum sensing, and cyber‐security

R Atat, L Liu, H Chen, J Wu, H Li… - IET Cyber‐Physical …, 2017 - Wiley Online Library
Cyber‐physical systems (CPS) help create new services and applications by revolutionising
our world in different fields through their tight interactions and automated decisions. This is …

Mobile crowd-sensing applications: Data redundancies, challenges, and solutions

TN Nguyen, S Zeadally - ACM Transactions on Internet Technology …, 2021 - dl.acm.org
Conventional data collection methods that use Wireless Sensor Networks (WSNs) suffer
from disadvantages such as deployment location limitation, geographical distance, as well …

A stochastic control approach to maximize profit on service provisioning for mobile cloudlet platforms

W Fang, X Yao, X Zhao, J Yin… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
The recent emergence of mobile cloud computing has enabled mobile users to offload
computing tasks from mobile devices to nearby cloudlets, so as to reduce energy …

A trust-driven contract incentive scheme for mobile crowd-sensing networks

M Dai, Z Su, Q Xu, Y Wang, N Lu - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
By leveraging the power of crowd, the prevalence of mobile devices in mobile crowd-
sensing (MCS) networks helps and provides a wide range of sensing services through …

HySense: A hybrid mobile crowdsensing framework for sensing opportunities compensation under dynamic coverage constraint

G Han, L Liu, S Chan, R Yu… - IEEE Communications …, 2017 - ieeexplore.ieee.org
Mobile crowdsensing is a novel sensing paradigm enabled by the proliferation of mobile
devices. Since crowdsensing applications are driven by sufficient users, advanced incentive …

Location-dependent task allocation for mobile crowdsensing with clustering effect

X Tao, W Song - IEEE Internet of Things Journal, 2018 - ieeexplore.ieee.org
Mobile crowdsensing (MCS) offers a promising paradigm for large-scale sensing with the
rapid growth of mobile smart devices. Compared with traditional sensing methods, MCS is …

A survey of mobile crowdsensing and crowdsourcing strategies for smart mobile device users

A Ray, C Chowdhury, S Bhattacharya, S Roy - CCF Transactions on …, 2023 - Springer
Smart handheld devices such as smartphones are capable of sensing and interacting with
surrounding environments. This emerging capability of smartphones has resulted in the …