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Case-based reasoning and system design: An integrated approach based on ontology and preference modeling

机译:基于案例的推理和系统设计:基于本体和偏好建模的集成方法

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摘要

This paper addresses the fulfillment of requirements related to case-based reasoning (CBR) processes for system design. Considering that CBR processes are well suited for problem solving, the proposed method concerns the definition of an integrated CBR process in line with system engineering principles. After the definition of the requirements that the approach has to fulfill, an ontology is defined to capitalize knowledge about the design within concepts. Based on the ontology, models are provided for requirements and solutions representation. Next, a recursive CBR process, suitable for system design, is provided. Uncertainty and designer preferences as well as ontological guidelines are considered during the requirements definition, the compatible cases retrieval, and the solution definition steps. This approach is designed to give flexibility within the CBR process as well as to provide guidelines to the designer. Such questions as the following are conjointly treated: how to guide the designer to be sure that the requirements are correctly defined and suitable for the retrieval step, how to retrieve cases when there are no available similarity measures, and how to enlarge the research scope duringudthe retrieval step to obtain a sufficient panel of solutions. Finally, an example of system engineering in the aeronautic domain illustrates the proposed method. A testbed has been developed and carried out to evaluate the performance of the retrieval algorithm and a software prototype has been developed in order to test the approach. The outcome of this work is a recursive CBR process suitable to engineering design and compatible with standards. Requirements are modeled by means of flexible constraints, where the designer preferences are used to express the flexibility. Similar solutions can be retrieved even if similarity measures between features are not available. Simultaneously, ontological guidelines are used to guide the process and to aid the designer to express her/his preferences.
机译:本文讨论了与基于案例的推理(CBR)流程相关的系统设计要求的实现。考虑到CBR过程非常适合解决问题,建议的方法涉及根据系统工程原理定义集成CBR过程的方法。在定义了方法必须满足的需求之后,就定义了一个本体,以利用概念中的有关设计的知识。基于本体,提供了用于需求和解决方案表示的模型。接下来,提供适用于系统设计的递归CBR过程。在需求定义,兼容案例检索和解决方案定义步骤中,将考虑不确定性和设计者偏好以及本体准则。这种方法旨在在CBR过程中提供灵活性,并为设计人员提供指导。诸如以下这些问题被联合处理:如何指导设计者以确保正确定义了要求并适合于检索步骤;如何在没有可用的相似性度量的情况下检索案例;以及如何在研究期间扩大研究范围 ud检索步骤以获得足够多的解决方案。最后,以航空领域的系统工程为例说明了该方法。已经开发并执行了一个测试平台来评估检索算法的性能,并且已经开发了一个软件原型以测试该方法。这项工作的结果是适用于工程设计并与标准兼容的递归CBR过程。通过灵活的约束对需求进行建模,其中使用设计者的偏好来表达灵活性。即使要素之间的相似性度量不可用,也可以检索相似的解决方案。同时,使用本体论准则来指导过程并帮助设计者表达自己的喜好。

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