Advisory services for user composition tools

Kevin Nam, Ronald Taylor Locke, S. Yenson, K. Chang, Lars H. Fiedler
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引用次数: 0

Abstract

We have developed an ontology based framework that evaluates compatibility between processing modules within an end user development framework, using MIT Lincoln Laboratory's Composable Analytics environment [1] as a test case. In particular, we focus on inter-module semantic compatibility as well as compatibility between data and modules. Our framework includes a core ontology that provides an extendible vocabulary that can describe module attributes, module input and output requirements and preferences, and data characteristics that are pertinent to selecting appropriate modules in a given situation. Based on the ontological description of the modules and data, we first present a framework that takes a rule based approach in measuring semantic compatibility. Later, we extend the rule based approach to a flexible fuzzy logic based semantic compatibility evaluator. We have built an initial simulator to test module compatibility under varying situations. The simulator takes in the ontological description of the modules and data and calculates semantic compatibility. We believe the framework and simulation environment together will help both the developers test new modules they create as well as support end users in composing new capabilities. In this paper, we describe the details of the framework, the simulation environment, and our iterative process in developing the module ontology.
用户组合工具的咨询服务
我们已经开发了一个基于本体的框架来评估终端用户开发框架中处理模块之间的兼容性,使用麻省理工学院林肯实验室的可组合分析环境[1]作为测试用例。我们特别关注模块间的语义兼容性以及数据和模块之间的兼容性。我们的框架包括一个核心本体,该本体提供了一个可扩展的词汇表,可以描述模块属性、模块输入和输出需求和偏好,以及与在给定情况下选择适当模块相关的数据特征。基于对模块和数据的本体论描述,我们首先提出了一个基于规则的语义兼容性度量框架。随后,我们将基于规则的方法扩展为一个灵活的基于模糊逻辑的语义兼容性评估器。我们已经构建了一个初始模拟器来测试模块在不同情况下的兼容性。该模拟器接受模块和数据的本体描述,并计算语义兼容性。我们相信,框架和模拟环境将帮助开发人员测试他们创建的新模块,并支持最终用户组合新功能。在本文中,我们描述了框架的细节,仿真环境,以及我们在开发模块本体的迭代过程。
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