A Review of Predictive Analytics Models in the Oil and Gas Industries

QR Code

A Review of Predictive Analytics Models in the Oil and Gas Industries

Enhancing the management and monitoring of oil and gas processes demands the development of precise predictive analytic techniques. Over the past two years, oil and its prediction have advanced significantly using conventional and modern machine learning techniques. Several review articles detail th...

Full description

Bibliographic Details
Published in:	Sensors
Main Author:	R Azmi P.A.; Yusoff M.; Mohd Sallehud-din M.T.
Format:	Review
Language:	English
Published:	Multidisciplinary Digital Publishing Institute (MDPI) 2024
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85197177928&doi=10.3390%2fs24124013&partnerID=40&md5=e63daeb10484ad9379773dd24f29da8c

Similar Items

An In-Depth Review of Predictive Methods for Oil and Gas Applications
by: Yusoff M.; Sallehud-Din M.T.M.; Azmi P.A.R.; Ariffin N.H.M.; Karunakumar C.
Published: (2025)

Long Term Short Memory with Particle Swarm Optimization for Crude Oil Price Prediction
by: Yusoff M.; Sharif M.Y.; Sallehud-Din M.T.M.
Published: (2023)

Effect of Hyperparameter Tuning in Long Short-Term Memory for Crude Oil Price Prediction
by: Yusoff M.; Sharif M.Y.; Sallehud-Din M.T.M.
Published: (2024)

The Application of Knowledge Management Practices in Corrosion Management for Oil and Gas Industry: A Revıew
by: Alwi Mohd Yunus A.P.; Ridwan Kamarulzaman M.; Ir Mokhtar Che Ismail A.P.
Published: (2023)

Drier Bed Adsorption Predictive Model with Enhancement of Long Short-Term Memory and Particle Swarm Optimization
by: Yusoff M.; Sallehud-din M.T.M.; Tahir N.; Yaacob W.F.W.; Maarof N.N.N.A.; Zain J.M.; Azmi P.A.R.; Karunakumar C.
Published: (2023)

Decoding stakeholder priorities of safety culture preferences in the oil and gas industry
by: Rahim H.; Dapari R.; Che Dom N.; Mohd Noor M.I.
Published: (2024)

Predictive Maintenance of Produced Water Re-injection Pump Failure in the Field of Oil and Gas: A Review
by: Azrag M.A.K.; Khatir S.K.; Zain J.M.; Odili J.B.
Published: (2023)

The correlation between telecommuting and work life balance in oil and gas industry
by: Khairudin N.N.Q.M.; Aziz N.
Published: (2020)

Topology Approach for Crude Oil Price Forecasting of Particle Swarm Optimization and Long Short-Term Memory
by: Yusoff M.; Ehsan D.; Sharif M.Y.; Sallehud-din M.T.M.
Published: (2024)

A state-of-the-art review on electrocoagulation (EC): An efficient, emerging, and green technology for oil elimination from oil and gas industrial wastewater streams
by: Kadier A.; Al-Qodah Z.; Akkaya G.K.; Song D.; Peralta-Hernández J.M.; Wang J.-Y.; Phalakornkule C.; Bajpai M.; Niza N.M.; Gilhotra V.; Bote M.E.; Ma Q.; Obi C.C.; Igwegbe C.A.
Published: (2022)

Welding quality assessment for oil and gas industry by comparison of mechanical testing properties and microstructure analysis
by: Sukarman F.; Ismail M.H.; Shah M.A.M.; Ramli N.H.; Tharazi I.
Published: (2020)

Design and Implementation of Immersive Virtual Reality for Enhanced Operational Efficiency and Safety in Oil and Gas Industry
by: Muda A.S.; Farid Misnan M.; Sam R.; Abdul Aziz M.A.
Published: (2024)

A Review: Predictive Models and Behaviour of Cryptocurrencies Price
by: Rashid N.A.; Ismail M.T.
Published: (2025)

Instrument Reliability using Predictive Analytics (IRIS)
by: Haziz E.; Mohamed R.; Ghazali M.F.M.; Rahiman M.H.F.
Published: (2024)

Design and development of mobile application based on proactive elements of safety culture framework for the oil and gas industry: a conceptual framework
by: Rahim H.; Che Dom N.
Published: (2023)

Predictive analytics of train delays using facebook prophet
by: Nizam N.N.S.; Jasin A.M.; Asmat A.; Abdullah N.A.; Abdul-Rahman S.
Published: (2024)

The Role of Job Satisfaction on Psychosocial and Mental Health in Oil & Gas Employees: A Systematic Review
by: Rani N.D.M.; Kamarunzaman N.Z.
Published: (2023)

Physical and structural analyses for batch-to-batch consistency of epoxy paints: a case study on epoxy coatings for oil and gas industry in Malaysia
by: Salim Y.S.; Chan C.H.; Ong C.H.
Published: (2018)

Predictive analytics of university student intake using supervised methods
by: Basheer M.Y.I.; Mutalib S.; Hamid N.H.A.; Abdul-Rahman S.; Malik A.M.A.
Published: (2019)

Activated carbon for gas adsorption and its application in gas mask respirator filters: a review
by: Noraini, et al.
Published: (2024)

Activated carbon for gas adsorption and its application in gas mask respirator filters: a review
by: Noraini N.M.R.; Zainol M.M.; Alias A.B.; Sulaiman N.S.; Azmir N.A.; Taib I.; Damanhuri A.A.M.; Osman B.
Published: (2024)

Fourier transform infrared (FTIR) authentication and batch-to-batch consistency for different types of paints using benchtop and handheld FTIR spectrophotometers for oil and gas industry
by: Salim Y.S.; Rashid N.A.; Halim S.I.A.; Chan C.H.; Ong C.H.; Harun M.K.
Published: (2021)

THE GOVERNMENT RESPONSIBILITY FOR OIL AND GAS MANAGEMENT BASED ON CONSTITUTION OF INDONESIA
by: Ardiansah; Asnawi E.; Fahmi S.; Ismail S.
Published: (2023)

Strategies to Control Industrial Emissions: An Analytical Network Process Approach in East Java, Indonesia
by: Muryani M.; Nisa’ K.; Esquivias M.A.; Zulkarnain S.H.
Published: (2023)

Sentiment classification from reviews for tourism analytics
by: Haris N.A.K.M.; Mutalib S.; Malik A.M.A.; Abdul-Rahman S.; Kamarudin S.N.K.
Published: (2023)

IoT Gas Leakage Detection, Alert, and Gas Concentration Reduction System
by: Aman F.; Thiran T.P.; Huda Yusof K.; Sapari N.M.
Published: (2022)

From Clicks to Class Participation: Demystifying Student Engagement Factors with Attribute Ranking and Predictive Analytics
by: Hanapi R.; Razali M.N.; Yahya S.; Seman S.A.A.; Halamy S.; Rahim E.A.
Published: (2024)

Effect of the Water Condensation Rate with the Presence of Gas Condensate in the Wet Gas Pipeline
by: Husna H.J.; Wan Nurmi S.W.A.; Mohd Rizuan M.R.; Adli M.N.; Najmiddin Y.
Published: (2023)

A SYSTEMATIC LITERATURE REVIEW ON ENVIRONMENTAL ISSUES AND CHALLENGES TOWARDS THE PALM OIL INDUSTRY
by: Leng S.T.K.; Cheah W.Y.; Pahri S.-D.R.; Lin N.S.; Choy E.A.
Published: (2024)

Conceptual framework of resource-based cost allocation at procurement phase for onshore fabrication oil and gas projects
by: Mohd Roshdi F.R.; Ismail K.; Lop N.S.; Ab Wahab L.
Published: (2021)

Mathematical models for stress-strain curve prediction-a review
by: Ahmad J.; Noor M.J.M.; Jais I.B.M.; Rosli M.I.F.; Rahman A.S.A.; Senin S.F.; Ibrahim A.; Hadi B.A.
Published: (2018)

Business Analytics for Business and Economic Sectors: A Review and Bibliometrics Analysis from 2012 to 2022
by: Mohd F.; Daud N.I.M.; Zainol N.R.; Sabri N.A.A.; Munir N.M.B.N.M.; Jaini A.
Published: (2023)

Rigorous evaluation of global geopotential models for geoid modelling: A case study in Kenya
by: Nyoka C.J.; Din A.H.M.; Pa'suya M.F.; Omar A.H.
Published: (2022)

A review of life cycle assessment method for building industry
by: Abd Rashid A.F.; Yusoff S.
Published: (2015)

A Systematic Review of Neural Network Autoregressive Model with Exogenous Input for Solar Radiation Prediction Modelling Development
by: Mohd M.R.S.; Johari J.; Ruslan F.A.
Published: (2023)

Analytical Study on the Resonance Frequency of Tunable Surface-Wave-Excited Plasma Antennas
by: Dorbin M.-R.; Horestani A.K.; Sadeghikia F.; Noghani M.T.; Jaafar H.
Published: (2022)

Analytical Modeling of Depletion-Mode MOSHEMT Device for High- Temperature Applications
by: Islam N.; Packeer Mohamed M.F.; Ahmad N.; Isa M.M.; Rahim A.F.A.; Ahmeda K.
Published: (2024)

Finite Element Analysis (FEA) of Fiber-Reinforced Polymer (FRP) Repair Performance for Subsea Oil and Gas Pipelines: The Recent Brief Review (2018-2022)
by: Shahid M.D.A.; Hashim M.H.M.; Mustafa W.A.W.; Fadzil N.M.; Muda M.F.
Published: (2023)

Different Approaches of Multiple Linear Regression (MLR) Model in Predicting Ozone (O3) Concentration in Industrial Area
by: Napi N.N.L.M.; Abdullah S.; Mansor A.A.; Ghazali N.A.; Ahmed A.N.; Dom N.C.; Ismail M.
Published: (2023)

Predicting Transformer Health Indices Through Oil Quality Parameters with Artificial Neural Networks (ANN)
by: Abd Aziz A.M.; Azmi M.A.; Izwan Mohd Supian M.F.; Talib M.A.; Abidin A.F.; Al Junid S.A.M.
Published: (2023)