..., the challenges in data preparation/QC and interpretation techniques, and suggestions for determining the necessary limitations that should be applied to the outcomes toward the objective of quantifying the risk. Keywords: Probabilistic risk model, machine learning, Bayesian Network, pipeline integrity, SCC...

.... This paper presents a step-by-step approach developed for and successfully employed by the Operator as applied to pipeline integrity threats. data quality evaluation data maturity digital transformation Bayesian network KPIs process maturity a step-by-step approach Proceedings of the 2022 14th...

... estimates of segment specific SCC occurrence and failure rate. The approach provides a significant flexibility to update the proposed model at any maturity level of the program as additional data becomes available. SCC SCC susceptibility Bayesian network Bayesian update Proceedings of the 2022...

...’ parameters. The incidents’ data analysis was performed using a Bayesian Network (BN) approach for the evaluation of the probabilities of locating failures under variable parameters. BN provides the flexibility of updating the probabilities when performing risk and sensitivity analysis under various...