Autonomic management by self-optimization for WEINMANN

Sheima S. El-hwaij, N. K. Salih
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引用次数: 1

Abstract

The main goal of autonomic computing is to make the software systems able to manage themselves and minimize the human intervention. Various methods have been used to implement autonomic computing. This research focused on one of the autonomic computing characteristic which is self-optimization. The research tried to implement self-optimization system that helps to get result used to support reports used by doctors for diagnose. To achieve this patient records are collected from sleep disorders and lung function Research Center in Sudan (Army medical hospital) contains 18 attributes from different patients of different situations. And apply case based reasoning algorithm which is problem solving paradigm of artificial intelligence used old experiences as case base in form of problem-solution pair to solve a new problem. The research's result highlights the effect of different similarity measure sand analyzed the performance using accuracy and RMES to select the best similarity measures in similar cases.
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WEINMANN的自我优化自主管理
自主计算的主要目标是使软件系统能够自我管理,并尽量减少人为干预。已经使用了各种方法来实现自主计算。本文主要研究了自主计算的一个特点——自优化。本研究试图实现自我优化系统,帮助获得的结果用于支持医生用于诊断的报告。为了实现这一目标,从苏丹睡眠障碍和肺功能研究中心(陆军医疗医院)收集的患者记录包含来自不同情况的不同患者的18个属性。并应用人工智能的问题解决范式——基于案例的推理算法,以旧经验为案例库,以问题-解决对的形式解决新问题。研究结果突出了不同相似度量的影响,并利用精度和RMES分析了在相似情况下选择最佳相似度量的性能。
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