Quantum Computing-Inspired Network Optimization for IoT Applications

@article{Bhatia2020QuantumCN,
  title={Quantum Computing-Inspired Network Optimization for IoT Applications},
  author={Munish Bhatia and S. Sood},
  journal={IEEE Internet of Things Journal},
  year={2020},
  volume={7},
  pages={5590-5598}
}
Internet of Things (IoT) is defined as the interconnection of millions of wireless devices to acquire data in a ubiquitous manner. With multiple devices targeting to perceive data over a common platform, it becomes indispensable to analyze accuracy for realizing an optimal IoT environment. Inspired from these aspects, this article presents a novel quantum computing-inspired (IoT-QCiO) optimization technique to maximize data accuracy (DA) in a real-time environment of IoT application… Expand
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References

SHOWING 1-10 OF 17 REFERENCES
Quantum-based predictive fog scheduler for IoT applications
TLDR
This study presents a Quantum Computing-inspired (QCi) optimized load scheduling technique in fog computing environments for real-time IoT applications and QCi-Neural Network Model is used as a predictive model to determine the optimal computational node for enabling real- time service delivery. Expand
Internet of Things (IoT): A vision, architectural elements, and future directions
TLDR
This paper presents a Cloud centric vision for worldwide implementation of Internet of Things, and expands on the need for convergence of WSN, the Internet and distributed computing directed at technological research community. Expand
A Framework for Uniformization of Security, Network and Management in IoT Applications
TLDR
A framework is proposed in this paper to uniformize some of the main functionalities of an IoT architecture and some kinds of devices implemented with the proposed framework as well as the assessment of the services like management, network and security are presented. Expand
Anti-Quantum Fast Authentication and Data Transmission Scheme for Massive Devices in 5G NB-IoT System
TLDR
A quantum resistance access authentication and data distribution scheme is proposed for large-scale NB-IoT devices that not only greatly reduce the network burden but also achieve strong security, including privacy protection and anti-quantum attacks. Expand
A Quantum Ant Colony Multi-Objective Routing Algorithm in WSN and Its Application in a Manufacturing Environment
TLDR
A new WSN routing algorithm, named the Quantum Ant Colony Multi-Objective Routing (QACMOR) can be used for monitoring in such manufacturing environments by introducing quantum computation and a multi-objective fitness function into the routing research algorithm. Expand
A Secure Communicating Things Network Framework for Industrial IoT using Blockchain Technology
TLDR
A Blockchain mechanism is used to extract information from IoT devices and store extracted records into Blockchain to maintain transparency among various users located at different places and proposed a secure Hybrid Industrial IoT framework using the Blockchain technique. Expand
Smart Home-based IoT for Real-time and Secure Remote Health Monitoring of Triage and Priority System using Body Sensors: Multi-driven Systematic Review
TLDR
A map matching for both taxonomies is developed in this study to determine the novel risks and benefits of IoT-based smart home security for real-time remote health monitoring within client and server sides in telemedicine applications. Expand
Quantum rotation gate in quantum-inspired evolutionary algorithm: A review, analysis and comparison study
TLDR
A study on classification of QRG is first conducted with respect to rotation direction and magnitude of rotation angle by analyzing and summarizing various kinds of QRGs in literature, and then the corresponding definitions, descriptions and analyses are presented. Expand
Modified deep residual network architecture deployed on serverless framework of IoT platform based on human activity recognition application
TLDR
The proposed method, Modified Deep Residual Network, outperforms the accuracy of Human activity recognition compared with state-of-the-art machine learning techniques which are using Raw signals as their input and is deployed in the IoT cloud platform. Expand
Amplitude estimation without phase estimation
TLDR
This paper proposes a quantum amplitude estimation algorithm without the use of expensive controlled operations to utilize the maximum likelihood estimation based on the combined measurement data produced from quantum circuits with different numbers of amplitude amplification operations. Expand
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