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P2 Architecture Conformance Checking for Microservice-based Systems

微服务系统的架构一致性检查
ICSE Proceedings of the 2026 IEEE/ACM 48th International Conference on Software Engineering2026匹配度 3/10 · 论文涉及程序验证/架构一致性检查以及AI与程序语言的结合,但研究对象是微服务架构,而非用户核心关注的ML/Agentic程序静态分析、LLM改进静态分析/形式化验证、浮点程序分析或贝叶斯程序分析。摘要较泛,未体现LLM、Agent或与用户画像直接相关的方法与benchmark。引用 0 inbox
Ednilson Geraldo Rossi
crossref: 2026-09-12

AI 速览

一句话:提出一种AI辅助的微服务架构一致性检查方法,覆盖结构与行为维度,提升自动化、准确性与可扩展性。

微服务架构具备可扩展性、灵活性和模块化优势,但其分布式、异构及动态通信等特征使系统更易出现架构偏离与侵蚀。确保计划架构与实现架构一致,即架构一致性检查(ACC),在微服务场景下尤为困难。本文提出一种AI辅助的ACC方法,同时面向结构维度与行为维度,旨在将人工智能融入一致性检查流程,以提升架构一致性验证的自动化程度、准确性与可扩展性。目前摘要仅给出研究设想与目标,尚未报告具体技术细节、实验评估或案例研究结果。

问题
微服务架构的分布式、异构和动态通信特性导致实现架构易偏离计划架构,传统架构一致性检查难以自动化、准确且可扩展地验证结构与行为一致性。
方法
提出AI辅助的架构一致性检查方法,将AI集成到ACC流程中,同时处理结构维度与行为维度,以提升自动化、准确性和可扩展性。
评估
摘要未报告具体实验或案例评估,仅提出研究目标,即通过集成AI推进ACC的自动化、准确性与可扩展性。
原文摘要(Abstract)

Microservice-based architectures (MSA) offer scalability, flexibility, and modularity, but their distributed and heterogeneous nature increases the risk of architectural deviation and erosion. Ensuring consistency between the planned and implemented architecture, known as Architectural Conformance Checking (ACC), is particularly challenging in MSA due to their distributed nature, heterogeneous technologies, and dynamic communication mechanisms. This research proposes an AI-assisted approach for ACC in MSA, addressing both structural and behavioral dimensions. This work aims to advance the state of the art by integrating AI into the ACC process, improving automation, accuracy, and scalability in architectural conformance verification.

链接与引用

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BibTeX
@inproceedings{paperbot11823,
  title = {Architecture Conformance Checking for Microservice-based Systems},
  author = {Ednilson Geraldo Rossi},
  booktitle = {ICSE},
  year = {2026},
  doi = {10.1145/3774748.3787642}
}