Corrosion Rate Prediction of Buried Oil and Gas Pipelines: A New Deep Learning Method Based on RF and IBWO-Optimized BiLSTM–GRU Combined Model

Corrosion Rate Prediction of Buried Oil and Gas Pipelines: A New Deep Learning Method Based on RF and IBWO-Optimized BiLSTM–GRU Combined Model

The corrosion of oil and gas pipelines represents a significant factor influencing the safety of these pipelines. The extant research on intelligent algorithms for assessing corrosion rates in pipelines has primarily focused on static evaluation methods, which are inadequate for providing a comprehe...

Full description

Saved in:

Bibliographic Details
Main Authors:	Jiong Wang, Zhi Kong, Jinrong Shan, Chuanjia Du, Chengjun Wang
Format:	Article
Language:	English
Published:	MDPI AG 2024-11-01
Series:	Energies
Subjects:	pipeline corrosion rate prediction RF–IBWO optimization BiLSTM–GRU combined model
Online Access:	https://www.mdpi.com/1996-1073/17/23/5824
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Research on Medical Text Parsing Method Based on BiGRU-BiLSTM Multi-Task Learning
by: Yunli Fan, et al.
Published: (2024-11-01)

Sign Language Recognition Based on CNN-BiLSTM Using RF Signals
by: Yajun Zhang, et al.
Published: (2024-01-01)

Research on Chinese predicate head recognition based on Highway-BiLSTM network
by: Ruizhang HUANG, et al.
Published: (2021-01-01)

Monthly Precipitation Prediction Based on Attention-BiLSTM Model
by: CHENG Yuxiang, et al.
Published: (2024-06-01)

Optimising Insider Threat Prediction: Exploring BiLSTM Networks and Sequential Features
by: Phavithra Manoharan, et al.
Published: (2024-11-01)

Significant wave height prediction in monsoon regions based on the VMD-CNN-BiLSTM model
by: Wengeng Shen, et al.
Published: (2024-11-01)

Performance Enhancement of EEG Signatures for Person Authentication Using CNN BiLSTM Method
by: Ashish Ranjan Mishra, et al.
Published: (2024-11-01)

Transformer–BiLSTM Fusion Neural Network for Short-Term PV Output Prediction Based on NRBO Algorithm and VMD
by: Xiaowei Fan, et al.
Published: (2024-12-01)

Short-Term Power Load Prediction Method Based on VMD and EDE-BiLSTM
by: Yibo Lai, et al.
Published: (2025-01-01)

Enhanced HS Code Classification for Import and Export Goods via Multiscale Attention and ERNIE-BiLSTM
by: Mengjie Liao, et al.
Published: (2024-11-01)

Deep BiLSTM Attention Model for Spatial and Temporal Anomaly Detection in Video Surveillance
by: Sarfaraz Natha, et al.
Published: (2025-01-01)

Prediction of cold region dew volume based on an ECOA-BiTCN-BiLSTM hybrid model
by: Yi Zhang, et al.
Published: (2025-02-01)

Research on adverse event classification algorithm of da Vinci surgical robot based on Bert-BiLSTM model
by: Tianchun Li, et al.
Published: (2024-12-01)

Enhancing Immoral Post Detection on Social Networks Using Knowledge Graph and Attention-Based BiLSTM Framework
by: Bibi Saqia, et al.
Published: (2024-01-01)

Short-term PV power prediction based on meteorological similarity days and SSA-BiLSTM
by: Yikang Li, et al.
Published: (2024-12-01)

Prediction of remaining service life of lithium battery based on VMD-MC-BiLSTM
by: Meng Guangxiong, et al.
Published: (2024-12-01)

RETRACTED: Application of VMD–SSA–BiLSTM algorithm to smart grid financial market time series forecasting and sustainable innovation management
by: Chengran Yin, et al.
Published: (2023-07-01)

A hybrid deep learning framework for short-term load forecasting with improved data cleansing and preprocessing techniques
by: Muhammad Sajid Iqbal, et al.
Published: (2024-12-01)

A Rolling Bearing Fault Diagnosis Method Combining MSSSA-VMD with the Parallel Network of GASF-CNN and BiLSTM
by: Yongzhi Du, et al.
Published: (2024-12-01)

Enhancing Stock Price Forecasting With a Hybrid SES-DA-BiLSTM-BO Model: Superior Accuracy in High-Frequency Financial Data Analysis
by: Talabathula Jayanth, et al.
Published: (2024-01-01)

Urban Traffic Flow Estimation System Based on Gated Recurrent Unit Deep Learning Methodology for Internet of Vehicles
by: Abdul Hussain Ali Hussain, et al.
Published: (2023-01-01)

A Semantic-Context Embedding Enhanced Attention Fusion BiLSTM: Unraveling Multilingual Sentiments in Product Reviews with Advanced Deep Learning
by: Amit Purohit, et al.
Published: (2024-01-01)

Hand gestures classification of sEMG signals based on BiLSTM-metaheuristic optimization and hybrid U-Net-MobileNetV2 encoder architecture
by: Khosro Rezaee, et al.
Published: (2024-12-01)

Hybrid GRU–Random Forest Model for Accurate Atmospheric Duct Detection with Incomplete Sounding Data
by: Yi Yan, et al.
Published: (2024-11-01)

Combined flow prediction model for natural gas pipeline network based on EMD-Attention-GRU
by: Jiacheng MEN, et al.
Published: (2023-10-01)

Predictive optimization in automotive supply chains: a BiLSTM-Attention and reinforcement learning approach
by: Asmae Amellal, et al.
Published: (2024-08-01)

Two-Way Truth Seeker: A Hybrid Method Using LSTM and BiLSTM to Recognize and Classify Fake News
by: Harika Juturu, et al.
Published: (2024-01-01)

Advanced Trans-BiGRU-QA Fusion Model for Atmospheric Mercury Prediction
by: Dong-Her Shih, et al.
Published: (2024-11-01)

Acceptance Rate Prediction of Blockchain in Automotive Supply Chain Management With a Bayesian Distributive Gradient Integrated BiLSTM
by: Ahlaam Albuloushi, et al.
Published: (2024-01-01)

An Intelligent Crow Search Optimization and Bi-GRU for Forest Fire Detection System Using Internet of Things
by: Syed Abdul Moeed, Bellam Surendra Babu, M. Sreevani, B. V. Devendra Rao, R. Raja Kumar and Gouse Baig Mohammed
Published: (2024-12-01)

Classification of User Expressions on Social Media Using LSTM and GRU Models
by: I Gede Putra Mas Yusadara, et al.
Published: (2025-01-01)

Biomedical named entity recognition using improved green anaconda-assisted Bi-GRU-based hierarchical ResNet model
by: Ram Chandra Bhushan, et al.
Published: (2025-01-01)

MHRA-MS-3D-ResNet-BiLSTM: A Multi-Head-Residual Attention-Based Multi-Stream Deep Learning Model for Soybean Yield Prediction in the U.S. Using Multi-Source Remote Sensing Data
by: Mahdiyeh Fathi, et al.
Published: (2024-12-01)

Emission prediction and optimization of methanol/diesel dual-fuel engines based on ITransformer-BiGRU and NSGA-III
by: Mingzhang Pan, et al.
Published: (2025-01-01)

BO-CNN-BiLSTM deep learning model integrating multisource remote sensing data for improving winter wheat yield estimation
by: Lei Zhang, et al.
Published: (2024-12-01)

Forecasting Ionospheric foF2 Using Bidirectional LSTM and Attention Mechanism
by: Jun Tang, et al.
Published: (2023-11-01)

KRİPTO PARA FİYATLARININ LSTM VE GRU MODELLERİ İLE TAHMİNİ
by: Meltem Karaatlı, et al.
Published: (2023-03-01)

Earthworm optimization algorithm based cascade LSTM-GRU model for android malware detection
by: Brij B. Gupta, et al.
Published: (2025-12-01)

Utilizing LSTM-GRU for IOT-Based Water Level Prediction Using Multi-Variable Rainfall Time Series Data
by: Indrastanti Ratna Widiasari, et al.
Published: (2024-10-01)

Drilling Rate of Penetration Prediction Based on CBT-LSTM Neural Network
by: Kai Bai, et al.
Published: (2024-10-01)