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Claims and supporting evidence for self-adaptive systems: A literature study

机译:自适应系统的主张和支持证据:一项文献研究

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Despite the vast body of work on self-adaption, no systematic study has been performed on the claims associated with self-adaptation and the evidence that exists for these claims. As such an insight is crucial for researchers and engineers, we performed a literature study of the research results from SEAMS since 2006 and the associated Dagstuhl seminar in 2008. The study shows that the primary claims of self-adaptation are improved flexibility, reliability, and performance of the system. On the other hand, the tradeoffs implied by self-adaptation have not received much attention. Evidence is obtained from basic examples, or simply lacking. Few systematic empirical studies have been performed, and no industrial evidence is reported. From the study, we offer the following recommendations to move the field forward: to improve evaluation, researchers should make their assessment methods, tools and data publicly available; to deal with poor discussion of limitations, conferences/workshops should require an explicit section on limitations in engineering papers; to improve poor treatment of tradeoffs, this aspect should be an explicit subject of reviews; and finally, to enhance industrial validation, the best academy-industry efforts could be formally recognized by the community.
机译:尽管关于自适应的工作量很大,但尚未对与自适应相关的主张以及这些主张的证据进行系统的研究。由于这种见解对研究人员和工程师至关重要,因此我们对2006年以来SEAMS的研究结果进行了文献研究,并于2008年在相关的Dagstuhl研讨会上进行了研究。研究表明,自适应的主要主张是提高灵活性,可靠性和灵活性。系统的性能。另一方面,自适应所隐含的权衡并未引起足够的重视。证据是从基本示例中获得的,或者根本就没有。很少进行系统的实证研究,也没有工业证据的报道。通过这项研究,我们提出以下建议以推动该领域的发展:为了改善评估,研究人员应公开提供其评估方法,工具和数据;为了处理对限制的讨论不力,会议/车间应在工程论文中明确要求限制;为了改善对折衷的不良处理,这方面应该成为明确的审查对象;最后,为了加强工业验证,最好的学术产业努力可以被社区正式认可。

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