This paper presents the adaptive software security model, an innovative approach integrating the MAPE-K loop and the Software Development Life Cycle (SDLC). It proactively embeds security policies throughout development, reducing vulnerabilities from different levels of software engineering. Three primary contributions-MAPE-K integration, SDLC embedding, and analytical insights-converge to create a comprehensive approach for strengthening software systems against security threats. This research represents a paradigm shift, adapting security measures with agile software development and ensuring continuous improvement in the face of evolving threats. The model emerges as a robust solution, addressing the crucial need for adaptive software security strategies in modern software development. We analytically discuss the advantages of the proposed model.

翻译：本文提出自适应软件安全模型，这是一种创新方法，结合了MAPE-K循环和软件开发生命周期（SDLC）。该模型在整个开发过程中主动嵌入安全策略，从而减少不同软件工程层面的漏洞。三大主要贡献——MAPE-K集成、SDLC嵌入和分析洞见——共同构建了一套全面方案，以强化软件系统抵御安全威胁的能力。这项研究代表了一种范式转换，将安全措施与敏捷软件开发相适应，并确保在不断演变的威胁面前持续改进。该模型成为一种稳健的解决方案，满足了现代软件开发中对自适应软件安全策略的关键需求。我们通过分析论述了所提模型的优势。