Mathematical Problems in Engineering

Big Data Modelling of Engineering and Management 2022


Publishing date
01 Sep 2022
Status
Closed
Submission deadline
13 May 2022

Lead Editor

1Hwa Hsia University of Technology, New Taipei City, Taiwan

2Zhejiang University, Hangzhou, China

3Anhui University, Anhui, China

4Macau University of Science and Technology, Macau, Macau, Macau

This issue is now closed for submissions.

Big Data Modelling of Engineering and Management 2022

This issue is now closed for submissions.

Description

Big data is a collection of data that cannot be captured, managed, and processed by conventional software tools in a certain period of time. It is a massive, high growth rate and diversified information asset. It needs a new processing mode to have stronger decision-making power, insight, discovery power and process optimization ability.

Big data analysis can be carried out through several methods, such as web crawlers, databases and data warehouses, analysis, visualization and big data mining algorithms. Among them, web crawlers are a popular analysis technology in recent years. They can extract numerical value or text data from a web page and format it into analysis data. In addition to using Python language, this technology can also be implemented by some software packages. Big data mining algorithms need to deal with a large number of data. And the speed of dealing is also considered. These algorithms include optimization technology (such as gradient descent algorithm, particle swarm optimization algorithm, etc.), mathematical modeling or other prediction technology (e.g., neural network, Bayesian classification, rough set, decision tree, etc.), decision analysis technology (such as grey decision, multi-criteria decision, etc.), Performance evaluation technology (e.g., data envelopment analysis, fuzzy comprehensive evaluation, etc.). Because these data mining algorithms have been rarely studied together with big data in the past, especially applied to engineering problems, there are great challenges when applying these data mining algorithms to big data.

The aim of this Special Issue is to bring together original research and review articles with a focus on the combination of big data and data mining technology to solve the challenges of applying data mining algorithms to big data problems. Submissions including big data, mathematical modeling and various data mining algorithms, which are applied in different fields such as engineering and management are welcome.

Potential topics include but are not limited to the following:

  • Information and network theorem
  • Algorithm model of Internet of things based on artificial intelligence (AI)
  • Mathematical function of objective programming
  • Production and operation function models
  • Quality control and fuzzy evaluation
  • Multi-criteria decision making and fuzzy evaluation
  • Differential equation and prediction
  • Capital asset pricing models
  • Social network models
  • Other computing methods (e.g., rough set or chaos theory) related to engineering and management

Articles

  • Special Issue
  • - Volume 2022
  • - Article ID 7884491
  • - Research Article

Pipeline Optimization for an Economical Microsprinkler Irrigation System Based on a Hybrid Genetic Algorithm

Ying Liu
  • Special Issue
  • - Volume 2022
  • - Article ID 3798696
  • - Research Article

Pansharpening with the Multidirection Tree Ridgelet Dictionary

Hong Li | Gaining Han | ... | Xiaoxue Song
  • Special Issue
  • - Volume 2022
  • - Article ID 2683399
  • - Research Article

Endurance Monitoring Method for Rock Climbers Based on Multisensor FDA Model

Yibo Dai
  • Special Issue
  • - Volume 2022
  • - Article ID 7581864
  • - Research Article

Platform Logic: Understanding the Influence of AI on Information Dissemination Mechanisms of Chinese New Media Platforms

Xifeng Chen | Han Wu
  • Special Issue
  • - Volume 2022
  • - Article ID 8905949
  • - Research Article

Spatial Layout Analysis of Urban and Rural Buildings under Multicriteria Constraints

Yi Kang
  • Special Issue
  • - Volume 2022
  • - Article ID 4417620
  • - Research Article

Application of Internet of Things in Smart Factories under the Background of Industry 4.0 and 5G Communication Technology

Zhifeng Diao | Fanglei Sun
  • Special Issue
  • - Volume 2022
  • - Article ID 3681755
  • - Research Article

A Study on the Evaluation of the Innovation Efficiency of Star Hotel Services Based on the DEA-Malmquist Index

Xianlin Yao | Juan Hong | Lixiang Zeng
  • Special Issue
  • - Volume 2022
  • - Article ID 5033687
  • - Research Article

Problems and Countermeasures of Ideological and Political Education Communication based on Multimedia Network

Qinfeng Zhang | Lin Yang | Yihan Wang
  • Special Issue
  • - Volume 2022
  • - Article ID 3232321
  • - Research Article

Distributed Optimization of Social Welfare and Regulation in Industrial Economy

Wei Wang | Ying Liu
  • Special Issue
  • - Volume 2022
  • - Article ID 7765942
  • - Research Article

The Causes Affecting the Parenting Stress of the Post-80s Generation in China with Working Mothers of Infants and Young Children as the Target

Mingxiao Liu | Joohyun Suh
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.