Mathematical Problems in Engineering

AI Powered Service Optimization for Computing 2021


Publishing date
01 Apr 2022
Status
Published
Submission deadline
19 Nov 2021

Lead Editor
Guest Editors

1Wuyi University, Nanping, China

2Nanjing University of Information Science and Technology, Nanjing, China

3Michigan State University, East Lansing, USA


AI Powered Service Optimization for Computing 2021

Description

In recent years, the explosive development of the Internet of Things (IoT) has generated a large amount of data from both the user-device side and the network side, which challenges the traditional cloud-based data transmission, storage and processing applications in terms of efficiency, security, and economic cost. In this situation, the recently emerged new computing paradigms, e.g., Edge Computing and Fog Computing have provided a beneficial complement to the traditional cloud-based systems, as Edge/Fog can provide partial computing resources closer to the user or device side; thereby certain computing tasks can be executed or processed directly by the close Edge/Fog resources without sending them to the distant cloud center, through which a load of a cloud platform can be reduced and the task execution efficiency can be improved significantly.

However, existing edge/fog-based service systems often suffer from limited computing capabilities, high energy cost, and a fast-changing context environment, which call for intelligent optimization of business strategies adopted in both the user device side and network side. Fortunately, artificial intelligence (AI) technology provides a promising way to achieve the above edge/fog service optimization goals. Nevertheless, the integration of AI and edge/fog techniques is still a challenging issue that needs intensive study.

The aim of this Special Issue to highlight the cutting-edge research and applications related to the AI powered service optimization for computing. This Issue is looking for significant findings in tackling new security issues that challenge artificial intelligence in the mobile edge computing environment. Specifically, we solicit original research and review articles on secure artificial intelligence from a variety of perspectives (e.g., architecture, data, algorithms, etc).

Potential topics include but are not limited to the following:

  • AI-based placement of edge/fog nodes
  • Trust, privacy and security issues for computing
  • Offloading method design for computing management
  • Resource management for edge/fog through big data mining
  • Intelligent service discovery and recommendation
  • Composition and collaboration of edge/fog services
  • Provision, scheduling and maintenance of intelligent services
  • Quality of Service (QoS) modeling, measurement and optimization of computing services
  • Energy optimization and cost minimization of computing services
  • AI-based exception detection of nodes in computing services
  • Distributed data integration of Cloud and computing services
  • Novel AI-based applications in computing services environment
  • Emerging architecture/framework/model for computing

Articles

  • Special Issue
  • - Volume 2021
  • - Article ID 5058791
  • - Research Article

[Retracted] Urban Fine Management of Multisource Spatial Data Fusion Based on Smart City Construction

Yuanpeng Long | Xuena Zhang | Feng Gao
  • Special Issue
  • - Volume 2021
  • - Article ID 9283185
  • - Research Article

The Spatial Patterns of Service Facilities Based on Internet Big Data: A Case Study on Chengdu

Hao Li | Jianshu Duan | ... | Ting Li
  • Special Issue
  • - Volume 2021
  • - Article ID 4942560
  • - Research Article

The Construction of the Fusion and Symbiosis Path of Infant Sports Development Based on Intelligent Environment

Lefeng Zhao | Yaping Zhao
  • Special Issue
  • - Volume 2021
  • - Article ID 7963616
  • - Research Article

Human Motion Recognition Based on Multimodal Characteristics of Learning Quality in Football Scene

Yuzhou Gao | Guoquan Ma
  • Special Issue
  • - Volume 2021
  • - Article ID 9907531
  • - Research Article

[Retracted] Construction of the Teaching Quality Monitoring System of Physical Education Courses in Colleges and Universities Based on the Construction of Smart Campus with Artificial Intelligence

Xiang Huang | Xingyu Huang | Xiaoping Wang
  • Special Issue
  • - Volume 2021
  • - Article ID 7718833
  • - Research Article

Research on Internal and External Split Ratio of Double-Sided Rotor Permanent Magnet Motor Based on Copper Consumption Density and Current Density

Kai Liu | Bingyi Zhang | Guihong Feng
  • Special Issue
  • - Volume 2021
  • - Article ID 5844118
  • - Research Article

VR Technology to the Adjustment of Piano Playing Mentality

Yu Zhang
  • Special Issue
  • - Volume 2021
  • - Article ID 6982366
  • - Research Article

Constructing Sports Multi-Index Data Analysis Based on 5G IoT Technology

Hui Wang | Ben Zhao
  • Special Issue
  • - Volume 2021
  • - Article ID 4076905
  • - Research Article

Teaching Mode of Sports Swimming Video in Colleges and Universities Based on Artificial Intelligence

Jun Ma
  • Special Issue
  • - Volume 2021
  • - Article ID 3913575
  • - Research Article

Kinect-Based Real-Time Acquisition Algorithm of Crop Growth Depth Images

Shan Hua | Minjie Xu | ... | Cheng quan Zhou
Mathematical Problems in Engineering
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Acceptance rate11%
Submission to final decision118 days
Acceptance to publication28 days
CiteScore2.600
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