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Prioritizing facilities linked to corporate strategic objectives using a fuzzy model

机译:使用模糊模型与企业战略目标相关的优先级

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Purpose - Limited facilities operating and modernization budgets require organizations to carefully identify, prioritize and authorize projects to ensure allocated resources align with strategic objectives. Traditional facility prioritization methods using risk matrices can be improved to increase granularity in categorization and avoid mathematical error or human cognitive biases. These limitations restrict the utility of prioritizations and if erroneously used to select projects for funding, they can lead to wasted resources. This paper aims to propose a novel facility prioritization methodology that corrects these assessment design and implementation issues.Design/methodology/approach - A Mamdani fuzzy logic inference system is coupled with a traditional, categorical risk assessment framework to understand a facilities' consequence of failure and its effect on an organization's strategic objectives. Model performance is evaluated using the US Air Force's facility portfolio, which has been previously assessed, treating facility replicability and interruptability as minimization objectives. The fuzzy logic inference system is built to account for these objectives, but as proof of ease-of-adaptation, facility dependency is added as an additional risk assessment criterion. Findings - Results of the fuzzy logic-based approach show a high degree of consistency with the traditional approach, though the value of the information provided by the framework developed here is considerably higher, as it creates a continuous set of facility prioritizations that are unbiased. The fuzzy logic framework is likely suitable for implementation by diverse, spatially distributed organizations in which decision-makers seek to balance risk assessment complexity with an output value.Originality/value - This paper fills the identified need for portfolio management strategies that focus on prioritizing projects by risk to organizational operations or objectives.
机译:目的 - 有限的设施运营和现代化预算要求组织仔细识别,优先顺序和授权项目,以确保分配资源与战略目标保持一致。可以提高使用风险矩阵的传统设施优先级方法以增加分类的粒度,并避免数学误差或人类认知偏差。这些限制限制了优先考虑的效用,如果错误地用于选择资金项目,他们可以导致资源浪费。本文旨在提出一种新的设施优先级方法,纠正这些评估设计和实施问题.Design/Methodology/Approach - 一个Mamdani模糊逻辑推理系统与传统,分类风险评估框架相结合,以了解设施的失败和失败的后果。它对组织的战略目标的影响。使用美国空军的设施组合评估模型性能,这些产品是先前评估,处理设施可重复性和中断性,作为最小化目标。模糊逻辑推理系统是为这些目标而构建的,而是作为易于适应的证据,作为额外的风险评估标准添加了设施依赖性。结果 - 基于模糊逻辑的方法的结果显示了与传统方法的高度一致性,尽管在这里开发的框架提供的信息的价值相当高,因为它创建了一个不偏不倚的连续设施优先率。模糊逻辑框架可能适用于各种空间分布的组织实施,其中决策者寻求平衡风险评估复杂性,以产出值。面对组织运营或目标的风险。

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