2023
DOI: 10.5829/ije.2023.36.12c.14
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Predicting Service Life of Polyethylene Pipes under Crack Expansion using "Random Forest" Method

P. Aleksander G.,
T. Yifan,
Z. Fuming

Abstract: The study of factors influencing the performance of PE pipe against rapid crack expansion is of great significance for the safe use of PE pipe. This paper analyzes the role of each step in the algorithm based on the theoretical basis of random forest, and proposes an improved random forest method based on recursive feature elimination by changing the node splitting rules to address the shortcomings of the random forest classification accuracy. The method is used to analyze the effect of rapid crack expansion o… Show more

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Cited by 4 publications
(2 citation statements)
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“…The damage to the polyethylene pipeline will change the density and shape of polyethylene. The damage process of polyethylene pipeline can be simplified as density calculation, which can be calculated by universal theory function and modified density function (35)(36)(37). Suppose A: The mass of polyethylene per unit area is đť‘€ 𝑡𝑜 , the mass obtained by the universal theory function is đť‘€ đť‘Ž (38), and the mass obtained by the modified density function is , then the calculation process of polyethylene pipeline damage is shown in Equation 1:…”
Section: Damage Process Of Polyethylene Pipelinementioning
confidence: 99%
“…The damage to the polyethylene pipeline will change the density and shape of polyethylene. The damage process of polyethylene pipeline can be simplified as density calculation, which can be calculated by universal theory function and modified density function (35)(36)(37). Suppose A: The mass of polyethylene per unit area is đť‘€ 𝑡𝑜 , the mass obtained by the universal theory function is đť‘€ đť‘Ž (38), and the mass obtained by the modified density function is , then the calculation process of polyethylene pipeline damage is shown in Equation 1:…”
Section: Damage Process Of Polyethylene Pipelinementioning
confidence: 99%
“…Sand production occurs in a wide range of hydrocarbon reservoirs, both composed of relatively young rocks of the Quaternary period and consolidated reservoirs at the final stages of development (1). Sand-related challenges significantly disrupt the oil production process, since it adversely affects the complex of subsurface and surface equipment and creates difficulties in the operation of wells (2,3). The topic of horizontal wells operation with sand production is particularly relevant.…”
Section: Introductionmentioning
confidence: 99%