Network Architectures and Protocols for Industrial IoT

A special issue of Future Internet (ISSN 1999-5903). This special issue belongs to the section "Internet of Things".

Deadline for manuscript submissions: closed (30 June 2020) | Viewed by 4560

Special Issue Editor


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Guest Editor
fortiss GmbH, Research Institute of the Free State of Bavaria for Software-Intensive Systems, 80805 Munich, Germany
Interests: network architectures and protocols; IoT; mobility management; edge computing
Special Issues, Collections and Topics in MDPI journals

Special Issue Information

Dear Colleagues,

Internet services and networking architectures have evolved steadily to accommodate technological changes and the development of novel services on the Internet. With the expansion of the Internet of Things (IoT), there is now a complete entanglement of the Internet into different realms of our daily lives. Things are becoming increasingly mobile and heterogeneous in terms of computational and storage capabilities, as well as in terms of power. Furthermore, new IoT technologies are expanding the reach of services over large distances, and into new realms, such as space.

These new possibilities open up a myriad of new business possibilities, and in the context of Industrial IoT (IIoT), they are the basis for a new Industrial Revolution. IIoT data will be generated from a gazillion smart devices over very large distances, sustaining a global and wide digitalization, greater efficiency, and improved productivity, among other benefits.

This Special Issue is aimed at archiving the most recent developments on networking architectures and protocols for Industrial IoT. Potential topics include but are not limited to:

-   Networking protocol performance;

-   Protocol interoperability aspects;

-   Automated IoT onboarding mechanisms;

-   Determinism in IIoT wireless environments;

-   Semi-automated brownfield devices integration;

-   Delay Tolerant Networking in IIoT;

-   Information-centric networking in IIoT;

-   Serverless cloud-edge computing mechanisms;

-   AI operationalization in IIoT;

-   Decentralized security mechanisms for IIoT.

Dr. Rute C. Sofia
Guest Editor

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Published Papers (1 paper)

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Research

15 pages, 1689 KiB  
Article
CMS: A Continuous Machine-Learning and Serving Platform for Industrial Big Data
by KeDi Li and Ning Gui
Future Internet 2020, 12(6), 102; https://doi.org/10.3390/fi12060102 - 10 Jun 2020
Cited by 9 | Viewed by 3921
Abstract
The life-long monitoring and analysis for complex industrial equipment demands a continuously evolvable machine-learning platform. The machine-learning model must be quickly regenerated and updated. This demands the careful orchestration of trainers for model generation and modelets for model serving without the interruption of [...] Read more.
The life-long monitoring and analysis for complex industrial equipment demands a continuously evolvable machine-learning platform. The machine-learning model must be quickly regenerated and updated. This demands the careful orchestration of trainers for model generation and modelets for model serving without the interruption of normal operations. This paper proposes a container-based Continuous Machine-Learning and Serving (CMS) platform. By designing out-of-the-box common architecture for trainers and modelets, it simplifies the model training and deployment process with minimal human interference. An orchestrator is proposed to manage the trainer’s execution and enables the model updating without interrupting the online operation of model serving. CMS has been deployed in a 1000 MW thermal power plant for about five months. The system running results show that the accuracy of eight models remains at a good level even when they experience major renovations. Moreover, CMS proved to be a resource-efficient, effective resource isolation and seamless model switching with little overhead. Full article
(This article belongs to the Special Issue Network Architectures and Protocols for Industrial IoT)
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