A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2020; you can also visit the original URL.
The file type is application/pdf
.
Filters
Orchestrating the Development Lifecycle of Machine Learning-Based IoT Applications: A Taxonomy and Survey
[article]
2020
arXiv
pre-print
This paper provides a comprehensive and systematic survey on the development lifecycle of ML-based IoT application. ...
Machine Learning (ML) and Internet of Things (IoT) are complementary advances: ML techniques unlock complete potentials of IoT with intelligence, and IoT applications increasingly feed data collected by ...
In this survey, we present comprehensive research on orchestrating the development lifecycle of ML-based IoT applications. ...
arXiv:1910.05433v5
fatcat:ffvjipmylve6feuzdbav2syxfu
Orchestrating the Development Lifecycle of Machine Learning-Based IoT Applications: A Taxonomy and Survey
2020
ACM Computing Surveys
This paper provides a comprehensive and systematic survey of the development lifecycle of ML-based IoT applications. ...
More importantly, none of them are able to completely orchestrate a holistic development lifecycle of ML-based IoT applications. ...
In this survey, we present comprehensive research on orchestrating the development lifecycle of ML-based IoT applications. ...
doi:10.1145/3398020
fatcat:zzgfcjxjxbhnhf53dmlo63rs3i
Security in product lifecycle of IoT devices: A survey
2020
Journal of Network and Computer Applications
A R T I C L E I N F O Index Terms: Internet of things Product lifecycle Lifecycle phases Security solutions Product lifecycle security Device security A B S T R A C T The Internet of Things (IoT) paradigm ...
In that regard, we provide a comprehensive comparison of state-of-the-art surveys in an initial phase which concentrate on distinct parameters required for IoT security. ...
Acknowledgment The research leading to this publication is supported by the European Union's Horizon 2020 research and innovation program (bIoTope; grant 688203 and FINEST TWINS; grant 856602) and Academy of ...
doi:10.1016/j.jnca.2020.102779
fatcat:junhktapajc75px3n2x6j7tzou
Network Service Orchestration: A survey
2019
Computer Communications
Based on the analysis of the state of affairs, we present a series of open challenges and research opportunities, altogether contributing to a timely and comprehensive survey on the vibrant and strategic ...
We define key concepts and propose a taxonomy of NSO approaches and solutions to pave the way towards a common understanding of the various ongoing efforts around the realization of diverse NSO application ...
Do not hesitate to contact the authors and/or via github: https://github.com/intrigunicamp/publications/tree/master/NSO-Survey. ...
doi:10.1016/j.comcom.2019.04.008
fatcat:rj4dizjtf5gd7fpnzim5ax5sy4
A Survey on Edge Performance Benchmarking
2021
ACM Computing Surveys
In this context, the performance characteristics of such systems will need to be captured rapidly, which is referred to as performance benchmarking, for application deployment, resource orchestration, ...
Therefore, it is envisioned that a large-scale, geographically dispersed, and resource-rich distributed system will emerge and play a key role in the future Internet. ...
devices, and devices that will execute machine-learning-based workloads. ...
doi:10.1145/3444692
fatcat:75kmnweazzeppefekfyrxmemze
A Survey on Edge Performance Benchmarking
[article]
2020
arXiv
pre-print
In this context, the performance characteristics of such systems will need to be captured rapidly, which is referred to as performance benchmarking, for application deployment, resource orchestration, ...
Therefore, it is envisioned that a large-scale, geographically dispersed, and resource-rich distributed system will emerge and play a key role in the future Internet. ...
devices, and devices that will execute machine-learning-based workloads. ...
arXiv:2004.11725v2
fatcat:gyqqgfqf5fe2jk2ntlnd2itmli
Multi-Access Edge Computing: A Survey
2020
IEEE Access
Finally, we propose an architectural framework for a MEC-NFV environment based on the standard SDN architecture. ...
Then, we provide a state-of-the-art study on the different approaches that optimize the MEC resources and its QoS parameters. ...
To meet a high QoS for IoT applications, authors in [91] developed an approach to carefully place service functions of SFCs in the edge network. ...
doi:10.1109/access.2020.3034136
fatcat:ncqn7le65jfshcqnqzy7twrwwu
On Multi-Access Edge Computing: A Survey of the Emerging 5G Network Edge Cloud Architecture and Orchestration
2017
IEEE Communications Surveys and Tutorials
It elaborates MEC orchestration considering both individual services and a network of MEC platforms supporting mobility, bringing light into the different orchestration deployment options. ...
This paper introduces a survey on MEC and focuses on the fundamental key enabling technologies. ...
In addition, the emerging Internet of Things (IoT) and Machine-Type-Communications (MTC) are expected to introduce a huge number of machine connections, reaching 1 billion by 2020, defining promising business ...
doi:10.1109/comst.2017.2705720
fatcat:spzgg3fudvgbfo4fme6cigqh6m
Platforms for Smart Environments and Future Internet Design: A Survey
2019
IEEE Access
Many others are to come; (vii) AI, machine learning, and big data support are missing not only in TCP/IP-based approaches, but also in future Internet-based. ...
, security, privacy, communication model, support for AI and machine learning, among other aspects. ...
[56] have discussed the importance of semantic modeling and semantic-based orchestration in IoT platforms, presenting how FIWARE supports semantic-based components for IoT application development. ...
doi:10.1109/access.2019.2950656
fatcat:kxspcj4rjjaulctzqtankmlpjq
Middleware for Internet of Things: A Survey
2016
IEEE Internet of Things Journal
, to enable a range of applications and services. ...
These proposals mostly addressed Wireless Sensor Networks (WSNs), a key component of IoT, but do not consider Radio-Frequency IDentification (RFID), Machine to Machine (M2M) communications, and Supervisory ...
Its web-based tools simplify data, control and other application complexities of IoT development. Business services include a device lifecycle management service including device provisioning. ...
doi:10.1109/jiot.2015.2498900
fatcat:skqtj45vqzdx3n54nydezv4yde
A Survey on Internet of Things Architectures
2016
EAI Endorsed Transactions on Internet of Things
A main contribution of this survey paper is that it summarizes the current state-of-the-art of Internet of Things architectures in various domains systematically. ...
This literature surveys Internet of Things oriented architectures that are capable enough to improve the understanding of related tool, technology, and methodology to facilitate developer's requirements ...
m-Learning A functional model is proposed to cater the needs of futuristic mobile-learning (m-learning) through IoT . ...
doi:10.4108/eai.1-12-2016.151714
fatcat:j3bkbm27wvaljederetofsgc2m
A survey on Internet of Things architectures
2018
Journal of King Saud University: Computer and Information Sciences
A main contribution of this survey paper is that it summarizes the current state-of-the-art of Internet of Things architectures in various domains systematically. ...
This literature surveys Internet of Things oriented architectures that are capable enough to improve the understanding of related tool, technology, and methodology to facilitate developer's requirements ...
m-Learning A functional model is proposed to cater the needs of futuristic mobile-learning (m-learning) through IoT . ...
doi:10.1016/j.jksuci.2016.10.003
fatcat:cwf3kjaddncupb5eqv7fr25y2a
Softwarization of UAV Networks: A Survey of Applications and Future Trends
2020
IEEE Access
Motivated by this fact, in this survey, we guide the reader through a comprehensive discussion of the main characteristics of SDN and NFV technologies. ...
However, the UAV assistance paradigm faces a set of crucial issues and challenges. ...
LEARNED LESSONS Many other unclassified SDN-based UAV applications are also studied in this survey. ...
doi:10.1109/access.2020.2994494
fatcat:irogs7xbvrdpzglyx5jrgjftgm
Tactile based Intelligence Touch Technology in IoT configured WCN in B5G/6G-A Survey
2022
IEEE Access
The survey also introduces a layered and interfacing architecture complete with its E2E solution for the intelligent touch based wireless communication system. ...
The tactile internet and network slicing serve as the backbone of the touch technology which incorporates intelligence from techniques such as artificial intelligence and machine/deep learning. ...
ACKNOWLEDGMENT The authors gratefully acknowledge the support provided by 5G and IoT Lab, DoECE, Shri Mata Vaishno Devi University, Katra, Jammu ...
doi:10.1109/access.2022.3148473
fatcat:dbzbqyq3efaj7pbfwf4izmju64
Machine Learning-based Orchestration of Containers: A Taxonomy and Future Directions
2022
ACM Computing Surveys
In this paper, we present a comprehensive literature review of existing machine learning-based container orchestration approaches. ...
Moreover, the evolution of machine learning-based container orchestration technologies from the year 2016 to 2021 has been designed based on objectives and metrics. ...
STATE-OF-THE-ART IN MACHINE LEARNING FOR ORCHESTRATION OF CONTAINERS In this section, we introduce a literature review of machine learning-based container orchestration approaches. ...
doi:10.1145/3510415
fatcat:ykmi7diulbesfcqqbqlvrn5pcq
« Previous
Showing results 1 — 15 out of 611 results