Big data analysis of the internet of things in the digital twins of smart city based on deep learning

X Li, H Liu, W Wang, Y Zheng, H Lv, Z Lv - Future Generation Computer …, 2022 - Elsevier
… The emergence of the digital twins (DTs) Internet of things (IoT) makes the construction of
smart city not only a simple mapping and mapping between digital elements and urban …

[HTML][HTML] An investigation for integration of deep learning and digital twins towards Construction 4.0

M Kor, I Yitmen, S Alizadehsalehi - Smart and Sustainable Built …, 2023 - emerald.com
… The purpose of this paper is to investigate the potential integration of deep learning (DL)
and digital twins (DT), referred to as (DDT), to facilitate Construction 4.0 through an exploratory …

Deep learning for security in digital twins of cooperative intelligent transportation systems

Z Lv, Y Li, H Feng, H Lv - IEEE transactions on intelligent …, 2021 - ieeexplore.ieee.org
… However, performances of Intelligent Transportation System (ITS) are not perfect at present,
while Digital Twins (DTs) may be a solution to this problem. DTs can consistently reproduce …

Digital twins in human understanding: A deep learning-based method to recognize personality traits

J Sun, Z Tian, Y Fu, J Geng, C Liu - International Journal of …, 2021 - Taylor & Francis
Digital twin applications focus on smart manufacturing systems. Meanwhile, … as digital
twin models by observing users’ posting content and liking behavior. A multitask learning deep

Deep digital twins for detection, diagnostics and prognostics

W Booyse, DN Wilke, S Heyns - Mechanical Systems and Signal …, 2020 - Elsevier
deep learning, to construct a Deep Digital Twin (DDT) of a real world asset from sensor data.
The proposed DDT which is trained only on healthy data, aims to learn a … digital twin of the …

Secure deep learning in defense in deep-learning-as-a-service computing systems in digital twins

Z Lv, D Chen, B Cao, H Song… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
While Digital Twins (DTs) bring convenience to city managers, they also generate new
challenges to city network security. Currently, cyberspace security becomes increasingly …

Integrating digital twins and deep learning for medical image analysis in the era of COVID-19

I Ahmed, M Ahmad, G Jeon - Virtual Reality & Intelligent Hardware, 2022 - Elsevier
… idea of “Digital Twins” has given rise to new industrial simulation models. Digital twins are
virtual … This indicates that digital twins involve both up-to-date and historical data regarding the …

Integration of digital twin and deep learning in cyber‐physical systems: towards smart manufacturing

J Lee, M Azamfar, J Singh… - IET Collaborative …, 2020 - Wiley Online Library
Digital twin (DT) is gaining popularity due to its significant impacts on bridging the gap …
In this study, a reference architecture based on deep learning, DT, and 5C-CPS is proposed …

Industrial applications of digital twins

Y Jiang, S Yin, K Li, H Luo… - … Transactions of the …, 2021 - royalsocietypublishing.org
… providers and instruct the digital twins to ‘use the … deep learning-based versus subspace-based
versus principle model-based fault detection approaches). Among them, deep learning-…

Deep learning for assessment of environmental satisfaction using BIM big data in energy efficient building digital twins

W Wang, H Guo, X Li, S Tang, J Xia, Z Lv - … Energy Technologies and …, 2022 - Elsevier
… Energy efficient Building Digital Twins (BDTs) are researched using Building … of Digital
Twins (DTs). DTs in buildings can be regarded as an expression of “BIM+,” born to digital