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Semantic-Based Logic Representation and Reasoning for Automated Regulatory Compliance Checking

机译:基于语义的逻辑表示和自动监管合规性检查的推理

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Existing automated compliance checking (ACC) efforts are limited in their automation and reasoning capabilities; the state of the art in ACC still uses ad hoc reasoning schema/methods, with lack of support for complete automation in ACC reasoning. First-order logic (FOL) representation and reasoning can provide a generalized reasoning method to facilitate complete automation in ACC reasoning. This paper presents a new FOL-based information representation and compliance reasoning (IRep and CR) schema for representing and reasoning about regulatory information and design information for checking regulatory compliance of building designs. The schema formalizes the representation of regulatory information and design information in the form of semantic-based (ontology-based) logic clauses that could be directly used for automated compliance reasoning. Two alternative subschemas, following a closed-world assumption and an open-world assumption for noncompliance detection, respectively, were proposed and tested. The proposed IRep and CR schema was tested in representing and reasoning about quantitative regulatory requirements in Chapter 19 of the International Building Code 2009 and design information of a two-story duplex apartment test case in two ways, using perfect information and imperfect information. The closed-world assumption subschema was selected based on performance results; it achieved 100% recall and precision in noncompliance detection using perfect information and 98.7% recall and 87.6% precision in noncompliance detection using imperfect information. (C) 2016 American Society of Civil Engineers.
机译:现有的自动合规性检查(ACC)工作在自动化和推理能力方面受到限制; ACC中的最新技术仍然使用临时推理模式/方法,但缺乏对ACC推理中完全自动化的支持。一阶逻辑(FOL)表示和推理可以提供一种通用的推理方法,以促进ACC推理中的完全自动化。本文提出了一种新的基于FOL的信息表示和合规推理(IRep和CR)方案,用于表示和推理监管信息和设计信息,以检查建筑设计的合规性。该模式以基于语义(基于本体)逻辑子句的形式形式化了规范信息和设计信息的表示形式,这些逻辑子句可以直接用于自动化合规性推理。提出并测试了两个备选子方案,分别针对不合规检测采用了封闭世界假设和开放世界假设。拟议的IRep和CR模式在《 2009年国际建筑规范》第19章中对表示定量监管要求和有关两层复式公寓测试用例的设计信息的表达和推理进行了测试,使用了两种方法:完善的信息和不完善的信息。基于性能结果选择了封闭世界假设子模式;它使用完美的信息实现了100%的召回率和不合格检测的精度,使用不完美的信息实现了98.7%的召回率和87.6%的精度。 (C)2016年美国土木工程师学会。

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