Mathematical Problems in Engineering

AI Powered Service Optimization for Computing 2021


Publishing date
01 Apr 2022
Status
Closed
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

This issue is now closed for submissions.
More articles will be published in the near future.

AI Powered Service Optimization for Computing 2021

This issue is now closed for submissions.
More articles will be published in the near future.

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 2022
  • - Article ID 6705610
  • - Research Article

Research on the Impact and Utility of Rural Revitalization Big Data Service on Farmers Based on Integrated Technology Acceptance Model

Shiyuan Zhao | Lin Wang | Donghong Cai
  • Special Issue
  • - Volume 2022
  • - Article ID 8037582
  • - Research Article

An Empirical Analysis of the Correlation between Listed Companies’ Financial Shared Services and Corporate Innovation Performance: Based on the Empirical Data of A-Share Listed Companies

Ying Yang | Wenqin Cui | Jinfang He
  • Special Issue
  • - Volume 2022
  • - Article ID 4994923
  • - Research Article

FPGA Delay-Oriented Process Mapping Algorithm of Xiangxi Minority Based on LUT

Yun Xiao | Wei Zeng | Huang Zhang
  • Special Issue
  • - Volume 2022
  • - Article ID 7900493
  • - Research Article

Construction of English Language Autonomous Learning Center System Based on Artificial Intelligence Technology

Yang Zhang
  • Special Issue
  • - Volume 2022
  • - Article ID 1117675
  • - Research Article

Impact of Energy Price Distortion on Green TFP Based on Spatial Econometric Model

Huayu Guan | Mengyue Xing
  • Special Issue
  • - Volume 2021
  • - Article ID 7411334
  • - Research Article

Research on the Reform Direction of Ideological and Political Course Teaching Based on Online Open Courses

Daoling Liu
  • Special Issue
  • - Volume 2021
  • - Article ID 5638831
  • - Research Article

Research on the Influencing Factors of Russian Foreign Trade Based on R Language Regression Analysis

Shuna Zhou | Chengwen Kang
  • Special Issue
  • - Volume 2021
  • - Article ID 1272221
  • - Research Article

Container Multimodal Cooperative Transportation Management Information System Based on Artificial Intelligence Technology

Ling Wang | Shuai Fu
  • Special Issue
  • - Volume 2021
  • - Article ID 1421356
  • - Research Article

Prediction of College Employment Rate Based on Big Data Analysis

Xuhui Dong
  • Special Issue
  • - Volume 2021
  • - Article ID 7573355
  • - Research Article

Green Economic Efficiency Evaluation Based on the GMM Model

Haohui Wang | Gang Peng
Mathematical Problems in Engineering
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Article of the Year Award: Outstanding research contributions of 2021, as selected by our Chief Editors. Read the winning articles.