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Review of methodological and technical advances in rule engines

Zhu Jiasheng
Rui Xiaoping
Tang Heng
Bi Yiming
School of Earth Sciences and Engineering, Hohai University, Nanjing 211100, China

Abstract

As an important technology for realizing automated decision-making and reasoning, rule engines have made significant breakthroughs in core methodological and technological advances in recent years, and have been widely used in network security, Internet of Things, financial risk control, intelligent manufacturing and other fields, yet a comprehensive review on the optimization and improvement of rule engines remains absent. Taking network security as a typical application scenario, this paper systematically reviewed the methods and technical progress of rule engines, and analyzes its cross-domain applicability and optimization strategies based on typical cases in other fields. Firstly, the basic concept and architecture of a rule engine are introduced, including key components such as rule base, working memory and inference engine. Then the research progress of the rule engine in terms of performance improvement, rule file optimization, and functional enhancement was discussed in detail, focusing on the analysis of the improvement of the rule matching process and the synergistic optimization with intelligent technology. Finally, it outlined the future development trends of rule engines, providing important reference for their application across multiple domains and pointing the way for future technological innovation.

Foundation Support

国家自然科学基金资助项目(42376180)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2025.07.0231
Publish at: Application Research of Computers Accepted Paper, Vol. 43, 2026 No. 2

Publish History

[2025-10-25] Accepted Paper

Cite This Article

朱家声, 芮小平, 汤恒, 等. 规则引擎的方法与技术进展综述 [J]. 计算机应用研究, 2026, 43 (2). (2025-11-04). https://doi.org/10.19734/j.issn.1001-3695.2025.07.0231. (Zhu Jiasheng, Rui Xiaoping, Tang Heng, et al. Review of methodological and technical advances in rule engines [J]. Application Research of Computers, 2026, 43 (2). (2025-11-04). https://doi.org/10.19734/j.issn.1001-3695.2025.07.0231. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.


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