Table 5 Improved modeling in pipeline residual strength prediction

From: Machine learning methods for predicting residual strength in corroded oil and gas steel pipes

Original model

Optimization algorithm

Source

Year

SVR

GA

76

2020

FFNN

PSO

75

2023

RVM

MOSSA

13

2021

SVM

WOA

13

2021

SVM

NSGA

13

2021

SVM

CS

106

2021

SVM

MOGWO

18

2021

SVM

NSGA-II

18

2021

DELM

TLBO

77

2023

ELM

GA

112

2022

BPNN

IPSO

113

2021

BPNN

GA

117

2022