首页> 外文期刊>Biomedical Engineering: Applications, Basis and Communications >INTRODUCTION OF A MULTIAGENT PARADIGM TO OPTIMIZE A CASE-BASED REASONING SYSTEM DESIGNED TO PERSONALIZE THREE-DIMENSIONAL NUMERICAL REPRESENTATIONS OF HUMAN ORGANS
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INTRODUCTION OF A MULTIAGENT PARADIGM TO OPTIMIZE A CASE-BASED REASONING SYSTEM DESIGNED TO PERSONALIZE THREE-DIMENSIONAL NUMERICAL REPRESENTATIONS OF HUMAN ORGANS

机译:引入多代理范例来优化基于案例的推理系统,该推理系统旨在个性化三维三维数值表示

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The case-based reasoning (CBR) approach consists of retrieving solutions from similar past problems and adapting them to new problems. Interpolation tools can easily be used as adaptation tools in CBR systems. The accuracies of interpolated results depend on the set of known solved problems with which the interpolation tools are previously trained. EquiVox is a CBR-based system designed for retrieving and adapting three-dimensional numerical representations of human organs called phantoms. EquiVox uses an interpolation tool as an adaptation process. These phantoms are used by radiation protection experts to establish dosimetric reports in case of accidental overexposure to radiation. In addition, medical physicians need these phantoms to compute and control exposure to radiation used to treat diseases such as cancerous tumors in hospitals. The present work aims at proposing a distributed architecture for EquiVox so that a user may find a solution as quickly as possible based on the most recent available knowledge of a given community. We have designed a distributed architecture based on a multiagent paradigm and studied the theoretical performance of the new version. The ability of the new system to quickly provide and adapt solutions using the most up-to-date knowledge has been analyzed from a probabilistic angle. In the case of limited and accidental exposure to radiation, the proposed parallel processing system improves the previous and sequential version of EquiVox. Improvements are also obtained in some cases of massive exposure to radiation.
机译:基于案例的推理(CBR)方法包括从类似的过去问题中检索解决方案并使它们适应新问题。插值工具可以很容易地用作CBR系统中的适应工具。插值结果的准确性取决于一组已知的已解决问题,这些插值工具以前已接受过训练。 EquiVox是基于CBR的系统,旨在检索和调整称为幻像的人体器官的三维数值表示形式。 EquiVox使用插值工具作为适应过程。辐射防护专家使用这些模型来建立剂量报告,以防意外过度暴露于辐射中。另外,医学医生需要这些体模来计算和控制用于治疗医院癌症等疾病的辐射的照射。本工作旨在为EquiVox提出一种分布式体系结构,以便用户可以基于给定社区的最新可用知识尽快找到解决方案。我们设计了基于多主体范例的分布式体系结构,并研究了新版本的理论性能。已从概率角度分析了新系统使用最新知识快速提供和调整解决方案的能力。在有限且意外地暴露于辐射的情况下,建议的并行处理系统改进了EquiVox的先前版本和顺序版本。在大量暴露于辐射的某些情况下,也可以获得改进。

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