The present paper brings together openly available datasets and simulators for testing of process monitoring and fault diagnosis techniques. Some general characteristics of these benchmark models and datasets are then assessed, including the richness of the information, availability of real data, ease of use, challenges that must be considered and potential for scientific advances. A critical comparison is made based on Exploratory Data Analysis (EDA) of readily available datasets. Previous works that used each benchmark are also reviewed and discussed. This reference can be used by researchers and practitioners who wish to choose a reference benchmark that best suits their particular interests and needs.

本文汇集了公开可用的数据集和模拟器，用于测试过程监控和故障诊断技术。然后评估这些基准模型和数据集的一些一般特征，包括信息的丰富性、真实数据的可用性、易用性、必须考虑的挑战以及科学进步的潜力。基于现成数据集的探索性数据分析 (EDA) 进行了关键比较。还审查和讨论了使用每个基准的先前工作。希望选择最适合其特定兴趣和需求的参考基准的研究人员和从业人员可以使用此参考。