Self-adaptive systems: A survey of current approaches, research challenges and applications

计算机科学 适应性 钥匙(锁) 软件 适应(眼睛) 管理科学 数据科学 控制论 风险分析(工程) 软件工程 系统工程 人工智能 计算机安全 工程类 医学 生物 光学 物理 程序设计语言 生态学
作者
Frank D. Macías-Escrivá,Rodolfo E. Haber,Raúl del Toro,Vicente Hernández
出处
期刊:Expert Systems With Applications [Elsevier]
卷期号:40 (18): 7267-7279 被引量:169
标识
DOI:10.1016/j.eswa.2013.07.033
摘要

Self-adaptive software is capable of evaluating and changing its own behavior, whenever the evaluation shows that the software is not accomplishing what it was intended to do, or when better functionality or performance may be possible. The topic of system adaptivity has been widely studied since the mid-60s and, over the past decade, several application areas and technologies relating to self-adaptivity have assumed greater importance. In all these initiatives, software has become the common element that introduces self-adaptability. Thus, the investigation of systematic software engineering approaches is necessary, in order to develop self-adaptive systems that may ideally be applied across multiple domains. The main goal of this study is to review recent progress on self-adaptivity from the standpoint of computer sciences and cybernetics, based on the analysis of state-of-the-art approaches reported in the literature. This review provides an over-arching, integrated view of computer science and software engineering foundations. Moreover, various methods and techniques currently applied in the design of self-adaptive systems are analyzed, as well as some European research initiatives and projects. Finally, the main bottlenecks for the effective application of self-adaptive technology, as well as a set of key research issues on this topic, are precisely identified, in order to overcome current constraints on the effective application of self-adaptivity in its emerging areas of application.
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