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Modeling construction labour productivity using fuzzy logic and exploring the use of fuzzy hybrid techniques

机译:模糊逻辑建设劳动生产率,探索模糊混合技术的应用

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Recent trends indicate that fuzzy techniques (fuzzy set theory, fuzzy logic, and fuzzy hybrid models) have found increased application in the construction domain, even more so in the last half decade. This paper presents the application of fuzzy expert models and fuzzy hybrid concepts in modeling construction labour productivity, which is critical information for scheduling and estimating construction projects. The fuzzy expert model addresses both subjective and objective factors affecting labour productivity of two common industrial construction processes: rigging and welding pipe. The resulting model matched highly with respect to linguistic terms; however, the numerical match was low, indicating the need to have fuzzy hybrid models to improve the predictive ability of the fuzzy expert model. Further research is underway to combine the strengths of fuzzy logic in addressing subjective and linguistic evaluations of labourer performance with the strengths of other artificial intelligence methods, such as neural networks, in training and calibrating the fuzzy model to properly address the context variables, as well as the principal variables.
机译:最近的趋势表明,模糊技术(模糊集理论,模糊逻辑和模糊混合模型)发现在建筑领域的应用增加,即使在过去半年内也是如此。本文介绍了模糊专家模型和模糊混合概念在建设劳动生产率建模中的应用,是调度和估算建设项目的关键信息。模糊专家模型解决了影响两种普通工业建筑工程劳动生产率的主观和客观因素:索具和焊接管。所得到的模型与语言术语相比匹配;然而,数值匹配低,表示需要具有模糊混合模型来提高模糊专家模型的预测能力。进一步的研究是将模糊逻辑的优势与其他人工智能方法(如神经网络)的优势相结合,以解决劳动者性能的主观和语言评估,例如神经网络,在训练和校准模糊模型中,以适当地解决上下文变量作为主要变量。

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