Root Cause Failure Analysis and Predictive Risk Modeling of Lower Riser Package Leak Events in Ultra Deepwater Oilfields

Authors

  • Malvern Iheanyichukwu Odum  Shell Nigeria Exploration and Production Company (SNEPCo), Nigeria
  • Iduate Digitemie Jason  Iduate Digitemie Jason, Nigeria
  • Dazok Donald Jambol  D-Well Engineering Nig. Ltd. (Shell Petroleum Development Company of Nigeria)

Keywords:

Lower Riser Package (LRP), Root Cause Failure Analysis, Ultra-Deepwater Oilfields, Predictive Risk Modeling, Machine Learning in Offshore Operations, Asset Integrity Management

Abstract

Leak events in Lower Riser Packages (LRPs) pose significant risks to ultra-deepwater oilfield operations, threatening equipment integrity, environmental safety, and production continuity. This study presents a comprehensive investigation into the root causes of LRP leak failures and introduces a predictive risk modeling framework for early detection and prevention. A structured methodology was employed, beginning with the acquisition and preprocessing of operational, maintenance, and failure data from multiple offshore assets. Root Cause Analysis techniques, specifically Fault Tree Analysis and Failure Mode and Effects Analysis, were applied to identify the principal drivers of leak events, including design flaws, material degradation, manufacturing defects, and procedural lapses. These findings were used to inform the development of a predictive model using tree-based machine learning algorithms, capable of classifying risk states and estimating time-to-failure without reliance on simulation data. The model achieved high precision and recall, with environmental variables, component age, and operational stress emerging as key predictors. The integration of predictive insights with empirical diagnostics enables a shift from reactive to proactive maintenance strategies. This dual approach enhances equipment reliability, informs design improvements, and supports safer, more efficient ultra-deepwater operations. Recommendations for expanding the model to other subsea systems and incorporating real-time monitoring are also discussed.

References

  1. A. Y. Onifade, J. C. Ogeawuchi, A. A. Abayomi, and O. Aderemi, "Advances in CRM-Driven Marketing Intelligence for Enhancing Conversion Rates and Lifetime Value Models."
  2. A. Y. Onifade, R. E. Dosumu, A. A. Abayomi, and O. Aderemi, "Advances in Cross-Industry Application of Predictive Marketing Intelligence for Revenue Uplift."
  3. O. K. Chima, S. O. Idemudia, O. J. Ezeilo, B. M. Ojonugwa, and A. O. M. O. Adesuyi, "Advanced Review of SME Regulatory Compliance Models Across US State-Level Jurisdictions," 2022.
  4. G. P. Ifenatuora, O. Awoyemi, and F. A. Atobatele, "Advances in Accessible and Culturally Relevant eLearning Strategies for US Corporate and Government Workforce Training."
  5. A. Y. Onifade, R. E. Dosumu, A. A. Abayomi, O. A. Agboola, and O. O. George, "Advances in Campaign Performance Measurement Using Multi-Variable Regression Analysis Techniques," 2023.
  6. M. A. ADEWOYIN, E. O. OGUNNOWO, J. E. FIEMOTONGHA, T. O. IGUNMA, and A. K. ADELEKE, "Advances in CFD-Driven Design for Fluid-Particle Separation and Filtration Systems in Engineering Applications," 2021.
  7. L. S. KOMI, E. C. CHIANUMBA, A. YEBOAH, D. O. FORKUO, and A. Y. MUSTAPHA, "Advances in Community-Led Digital Health Strategies for Expanding Access in Rural and Underserved Populations," ed, 2021.
  8. A. Y. Forkuo, E. C. Chianumba, A. Y. Mustapha, D. Osamika, and L. S. Komi, "Advances in digital diagnostics and virtual care platforms for primary healthcare delivery in West Africa," Methodology, vol. 96, no. 71, p. 48, 2022.
  9. G. Omoegun, J. E. Fiemotongha, J. O. Omisola, O. K. Okenwa, and O. Onaghinor, "Advances in ERP-Integrated Logistics Management for Reducing Delivery Delays and Enhancing Project Delivery."
  10. F. C. Okolo, E. A. Etukudoh, O. Ogunwole, G. O. Osho, and J. O. Basiru, "Advances in cyber-physical resilience of transportation infrastructure in emerging economies and coastal regions," Journal Name Missing, 2023.
  11. B. S. Adelusi, F. U. Ojika, and A. C. Uzoka, "Advances in Cybersecurity Strategy and Cloud Infrastructure Protection for SMEs in Emerging Markets," 2022.
  12. B. S. Adelusi, F. U. Ojika, and A. C. Uzoka, "Advances in Data Lineage, Auditing, and Governance in Distributed Cloud Data Ecosystems," 2022.
  13. G. P. Ifenatuora, O. Awoyemi, and F. A. Atobatele, "Advances in Instructional Design for Experiential Mobile Classrooms in Resource-Constrained Environments."
  14. F. C. Okolo, E. A. Etukudoh, O. Ogunwole, G. O. Osho, and J. O. Basiru, "Advances in integrated geographic information systems and AI surveillance for real-time transportation threat monitoring," Journal name missing, 2022.
  15. O. A. Agboola, J. C. Ogeawuchi, A. A. Abayomi, A. Onifade, O. George, and R. Dosumu, "Advances in Lead Generation and Marketing Efficiency through Predictive Campaign Analytics," Int J Multidiscip Res Growth Eval, vol. 3, no. 1, pp. 1143-54, 2022.
  16. A. Y. ONIFADE, J. C. OGEAWUCHI, A. Abayomi, O. Agboola, and O. George, "Advances in Multi-Channel Attribution Modeling for Enhancing Marketing ROI in Emerging Economies," Iconic Research And Engineering Journals, vol. 5, no. 6, pp. 360-376, 2021.
  17. C. R. Nwangele, A. Adewuyi, A. Ajuwon, and A. O. Akintobi, "Advances in Sustainable Investment Models: Leveraging AI for Social Impact Projects in Africa."
  18. M. A. ADEWOYIN, E. O. OGUNNOWO, J. E. FIEMOTONGHA, T. O. IGUNMA, and A. K. ADELEKE, "Advances in Thermofluid Simulation for Heat Transfer Optimization in Compact Mechanical Devices," 2020.
  19. E. O. Ogunnowo, M. A. Adewoyin, J. E. Fiemotongha, and T. Odion, "Advances in Predicting Microstructural Evolution in Superalloys Using Directed Energy Deposition Data," 2022.
  20. E. C. Chianumba, A. Y. Forkuo, A. Y. Mustapha, D. Osamika, and L. S. Komi, "Advances in Preventive Care Delivery through WhatsApp, SMS, and IVR Messaging in High-Need Populations."
  21. O. J. Esan, O. T. Uzozie, and O. Onaghinor, "Agile Procurement Management in the Digital Age: A Framework for Data-Driven Vendor Risk and Compliance Assessment," Journal of Frontiers in Multidisciplinary Research, vol. 4, no. 1, pp. 118-125, 2023.
  22. J. O. Shiyanbola, J. O. Omisola, and G. O. Osho, "An Agile Workflow Management Framework for Industrial Operations: Migrating from Email-Based Systems to Visual JIRA-Kanban Platforms," 2023.
  23. F. U. Ojika, W. O. Owobu, O. A. Abieba, O. J. Esan, B. C. Ubamadu, and A. I. Daraojimba, "AI-Driven Models for Data Governance: Improving Accuracy and Compliance through Automation and Machine Learning," ed: vol, 2022.
  24. O. T. Uzozie, O. Onaghinor, O. J. Esan, G. O. Osho, and J. Olatunde, "AI-Driven Supply Chain Resilience: A Framework for Predictive Analytics and Risk Mitigation in Emerging Markets," 2023.
  25. T. Adenuga, A. T. Ayobami, and F. C. Okolo, "AI-Driven Workforce Forecasting for Peak Planning and Disruption Resilience in Global Logistics and Supply Networks."
  26. O. e. E. Akpe, A. A. Azubike Collins Mgbame, E. O. Abayomi, and O. O. Adeyelu, "AI-Enabled Dashboards for Micro-Enterprise Profitability Optimization: A Pilot Implementation Study."
  27. J. O. Omisola, D. Bihani, A. I. Daraojimba, G. O. Osho, B. C. Ubamadu, and E. A. Etukudoh, "Blockchain in Supply Chain Transparency: A Conceptual Framework for Real-Time Data Tracking and Reporting Using Blockchain and AI," International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, 2023.
  28. A. Ajuwon, A. Adewuyi, C. R. Nwangele, and A. O. Akintobi, "Blockchain Technology and its Role in Transforming Financial Services: The Future of Smart Contracts in Lending."
  29. B. S. Adelusi, A. C. Uzoka, Y. G. Hassan, and F. U. Ojika, "Blockchain-Integrated Software Bill of Materials (SBOM) for Real-Time Vulnerability Detection in Decentralized Package Repositories," International Journal of Scientific Research in Civil Engineering, vol. 7, no. 3, pp. 102-116, 2023.
  30. E. Y. Gbabo, O. K. Okenwa, and P. E. Chima, "Building Business Continuity Planning Frameworks for Technology-Driven Infrastructure Projects," 2023.
  31. B. I. Okoli et al., "Characterization of Nigerian zircon sand and its suitability for different industrial applications," Minerals, vol. 13, no. 6, p. 711, 2023.
  32. O. M. Oluoha, A. Odeshina, O. Reis, F. Okpeke, V. Attipoe, and O. H. Orieno, "Artificial Intelligence Integration in Regulatory Compliance: A Strategic Model for Cybersecurity Enhancement," 2022.
  33. J. Huttunen, J. Jauhiainen, L. Lehti, A. Nylund, M. Martikainen, and O. M. Lehner, "Big data, cloud computing and data science applications in finance and accounting," ACRN Journal of Finance and Risk Perspectives, vol. 8, pp. 16-30, 2019.
  34. F. C. Okolo, E. A. Etukudoh, O. Ogunwole, G. O. Osho, and J. O. Basiru, "A Conceptual Model for Balancing Automation, Human Oversight, and Security in Next-Generation Transport Systems," J. Front. Multidiscip. Res, vol. 4, no. 1, pp. 188-198, 2023.
  35. B. S. Adelusi, F. U. Ojika, and A. C. Uzoka, "A Conceptual Model for Cost-Efficient Data Warehouse Management in AWS, GCP, and Azure Environments," 2022.
  36. L. S. Komi, E. C. Chianumba, A. Y. Forkuo, D. Osamika, and A. Y. Mustapha, "A Conceptual Framework for Addressing Digital Health Literacy and Access Gaps in US Underrepresented Communities."
  37. G. O. Osho, J. O. Omisola, and J. O. Shiyanbola, "A Conceptual Framework for AI-Driven Predictive Optimization in Industrial Engineering: Leveraging Machine Learning for Smart Manufacturing Decisions," Unknown Journal, 2020.
  38. E. O. Ogunnowo, "A Conceptual Framework for Digital Twin Deployment in Real-Time Monitoring of Mechanical Systems."
  39. M. A. Adewoyin, E. O. Ogunnowo, J. E. Fiemotongha, T. O. Igunma, and A. K. Adeleke, "A Conceptual Framework for Dynamic Mechanical Analysis in High-Performance Material Selection," 2020.
  40. B. O. Otokiti, A. N. Igwe, C. P.-M. Ewim, A. I. Ibeh, and Z. S. Nwokediegwu, "A conceptual framework for financial control and performance management in Nigerian SMEs," Journal of Advance Multidisciplinary Research, vol. 2, no. 1, pp. 57-76, 2023.
  41. L. S. KOMI, E. C. CHIANUMBA, A. YEBOAH, D. O. FORKUO, and A. Y. MUSTAPHA, "A Conceptual Framework for Telehealth Integration in Conflict Zones and Post-Disaster Public Health Responses," 2021.
  42. O. e. E. Akpe, J. C. Ogeawuchi, A. A. Abayomi, and O. A. Agboola, "A Conceptual Model for Analyzing Web3 Technology Adoption in Competitive Gaming Ecosystems," 2023.
  43. A. Y. Onifade, J. C. Ogeawuchi, A. Abayomi, O. Agboola, R. E. Dosumu, and O. O. George, "A conceptual framework for integrating customer intelligence into regional market expansion strategies," Iconic Res Eng J, vol. 5, no. 2, pp. 189-94, 2021.
  44. G. P. Ifenatuora, O. Awoyemi, and F. A. Atobatele, "A Conceptual Framework for Professional Upskilling Using Accessible Animated E-Learning Modules."
  45. E. O. Ogunnowo, M. A. Adewoyin, J. E. Fiemotongha, and T. Odion, "A Conceptual Framework for Reliability-Centered Design of Mechanical Components Using FEA and DFMEA Integration," 2023.
  46. E. O. Ogunnowo, M. A. Adewoyin, J. E. Fiemotongha, T. O. Igunma, and A. K. Adeleke, "A Conceptual Model for Simulation-Based Optimization of HVAC Systems Using Heat Flow Analytics," 2021.
  47. E. Y. Gbabo, O. K. Okenwa, and P. E. Chima, "Constructing AI-Enabled Compliance Automation Models for Real-Time Regulatory Reporting in Energy Systems."
  48. O. T. Kufile, B. O. Otokiti, A. Y. Onifade, B. Ogunwale, and C. Harriet, "Constructing KPI-Driven Reporting Systems for High-Growth Marketing Campaigns," integration, vol. 47, p. 49, 2022.
  49. J. O. Olajide, B. O. Otokiti, S. Nwani, A. Samuel, B. I. A. Ogunmokun, and J. E. Fiemotongha, "Cross-Functional Finance Partnership Models for Strategic P&L and Forecast Ownership in Multinational Supply Chains," 2023.
  50. A. Y. Onifade, J. C. Ogeawuchi, and A. A. Abayomi, "Data-Driven Engagement Framework: Optimizing Client Relationships and Retention in the Aviation Sector."
  51. A. M. Monebi, C.-S. Lee, B.-C. Ahn, and S.-G. Choi, "Design of a Ku-Band Monopulse Antenna with a truncated reflector and an Open-Ended Waveguide feed," Sensors, vol. 23, no. 1, p. 118, 2022.
  52. F. O. Onyeke, W. N. Digitemie, M. Adekunle, and I. N. D. Adewoyin, "Design thinking for SaaS product development in energy and technology: Aligning usercentric solutions with dynamic market demands," 2023.
  53. E. Y. Gbabo, O. K. Okenwa, and P. E. Chima, "Designing ERP Integration Frameworks for Operational Compliance in Insurance and Utility Sectors," 2022.
  54. B. I. Ashiedu, E. Ogbuefi, U. S. Nwabekee, J. C. Ogeawuchi, and A. A. Abayomi, "Designing Financial Intelligence Systems for Real-Time Decision-Making in African Corporates," 2023.
  55. O. M. Oluoha, A. Odeshina, O. Reis, F. Okpeke, V. Attipoe, and O. H. Orieno, "Designing Advanced Digital Solutions for Privileged Access Management and Continuous Compliance Monitoring."
  56. J. O. Olajide, B. O. Otokiti, S. Nwani, A. S. Ogunmokun, B. I. Adekunle, and J. E. Fiemotongha, "Designing Cash Flow Governance Models for Public and Private Sector Treasury Operations," International Journal of Scientific Research in Civil Engineering, vol. 7, no. 6, pp. 45-54, 2023.
  57. E. Y. Gbabo, O. K. Okenwa, and P. E. Chima, "Designing Communication and Escalation Models for Risk Coordination in Infrastructure Programs," 2022.
  58. J. C. Ogeawuchi, A. A. Abayomi, A. C. Uzoka, O. T. Odofin, O. S. Adanigbo, and T. P. Gbenle, "Designing Full-Stack Healthcare ERP Systems with Integrated Clinical, Financial, and Reporting Modules," management, vol. 10, p. 11, 2023.
  59. E. Y. Gbabo, O. K. Okenwa, and P. E. Chima, "Designing Value Realization Models for Stakeholder Benefits in Long-Term Energy Projects," 2023.
  60. O. M. Oluoha, A. Odeshina, O. Reis, F. Okpeke, V. Attipoe, and O. H. Orieno, "Developing Compliance-Oriented Social Media Risk Management Models to Combat Identity Fraud and Cyber Threats," 2023.
  61. A. ODETUNDE, B. I. ADEKUNLE, and J. C. OGEAWUCHI, "Developing Integrated Internal Control and Audit Systems for Insurance and Banking Sector Compliance Assurance," 2021.
  62. D. Bolarinwa, M. Egemba, and M. Ogundipe, "Developing a Predictive Analytics Model for Cost-Effective Healthcare Delivery: A Conceptual Framework for Enhancing Patient Outcomes and Reducing Operational Costs."
  63. O. T. Kufile, B. O. Otokiti, A. Y. Onifade, B. Ogunwale, and C. Harriet, "Developing Client Portfolio Management Frameworks for Media Performance Forecasting," 2022.
  64. B. M. O. S. O. Idemudia, O. K. Chima, O. J. Ezeilo, and A. Ochefu, "Entrepreneurship Resilience Models in Resource-Constrained Settings: Cross-national Framework," World, vol. 2579, p. 0544.
  65. I. O. Evans-Uzosike, C. G. Okatta, B. O. Otokiti, O. G. Ejike, and O. T. Kufile, "Ethical Governance of AI-Embedded HR Systems: A Review of Algorithmic Transparency, Compliance Protocols, and Federated Learning Applications in Workforce Surveillance," 2022.
  66. B. S. Adelusi, A. C. Uzoka, Y. G. Hassan, and F. U. Ojika, "Developing Predictive Technographic Clustering Models Using Multi-Modal Consumer Behavior Data for Precision Targeting in Omnichannel Marketing," 2023.
  67. J. O. Olajide, B. O. Otokiti, S. Nwani, A. S. Ogunmokun, B. I. Adekunle, and J. E. Fiemotongha, "Developing Tender Optimization Models for Freight Rate Negotiations Using Finance-Operations Collaboration," 2022.
  68. S. O. Idemudia, O. K. Chima, O. J. Ezeilo, B. M. Ojonugwa, and A. O. M. O. Adesuyi, "Digital Infrastructure Barriers Faced by SMEs in Transitioning to Smart Business Models," 2023.
  69. F. U. Ojika, W. O. Owobu, O. A. Abieba, O. J. Esan, B. C. Ubamadu, and A. I. Daraojimba, "Enhancing User Interaction through Deep Learning Models: A Data-Driven Approach to Improving Consumer Experience in E-Commerce," 2023.
  70. O. Oluoha, A. Odeshina, O. Reis, F. Okpeke, V. Attipoe, and O. Orieno, "Development of a Compliance-Driven Identity Governance Model for Enhancing Enterprise Information Security," Iconic Research and Engineering Journals, vol. 4, no. 11, pp. 310-324, 2021.
  71. G. I. T. Olugbemi, L. R. Isi, E. Ogu, and O. A. Owulade, "Development of Safety-First Engineering Models for High-Consequence Infrastructure and Marine Operations," 2022.
  72. O. T. Kufile, B. O. Otokiti, A. Y. Onifade, B. Ogunwale, and C. Harriet, "A Framework for Integrating Social Listening Data into Brand Sentiment Analytics," 2022.
  73. J. O. Omisola, E. A. Etukudoh, O. K. Okenwa, G. I. T. Olugbemi, and E. Ogu, "Future Directions in Advanced Instrumentation for the Oil and Gas Industry: A Conceptual Analysis."
  74. I. O. Evans-Uzosike, C. G. Okatta, B. O. Otokiti, O. G. Ejike, and O. T. Kufile, "Extended Reality in Human Capital Development: A Review of VR/AR-Based Immersive Learning Architectures for Enterprise-Scale Employee Training," 2022.
  75. D. I. Ajiga, O. Hamza, A. Eweje, E. Kokogho, and P. E. Odio, "Forecasting IT Financial Planning Trends and Analyzing Impacts on Industry Standards."
  76. J. O. Omisola, E. A. Etukudoh, O. K. Okenwa, G. I. T. Olugbemi, and E. Ogu, "Geomechanical Modeling for Safe and Efficient Horizontal Well Placement Analysis of Stress Distribution and Rock Mechanics to Optimize Well Placement and Minimize Drilling," Unknown Journal, 2020.
  77. J. O. Omisola, E. A. Etukudoh, O. K. Okenwa, and G. I. Tokunbo, "Geosteering Real-Time Geosteering Optimization Using Deep Learning Algorithms Integration of Deep Reinforcement Learning in Real-time Well Trajectory Adjustment to Maximize," Unknown Journal, 2020.
  78. O. T. Uzozie, E. C. Onukwulu, I. A. Olaleye, C. O. Makata, P. O. Paul, and O. J. Esan, "Global talent management in multinational corporations: Challenges and strategies–A systematic review," International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, no. 1, pp. 1095-1101, 2023.
  79. A. SHARMA, B. I. ADEKUNLE, J. C. OGEAWUCHI, A. A. ABAYOMI, and O. ONIFADE, "Governance Challenges in Cross-Border Fintech Operations: Policy, Compliance, and Cyber Risk Management in the Digital Age," 2021.
  80. J. O. Omisola, P. E. Chima, O. K. Okenwa, and G. I. Tokunbo, "Green Financing and Investment Trends in Sustainable LNG Projects A Comprehensive Review," Unknown Journal, 2020.
  81. C. S. Lee, A. M. Monebi, D. Bayarsaikhan, S. Xu, B.-C. Ahn, and I.-S. Lee, "High-Performance Charge Pump Regulator with Integrated CMOS Voltage Sensing Control Circuit," Energies, vol. 16, no. 12, p. 4577, 2023.
  82. C. Lee, A. Monebi, D. Bayarsaikhan, S. Xu, B. Ahn, and I. Lee, "High-Performance Charge Pump Regulator with Integrated CMOS Voltage Sensing Control Circuit. Energies 2023, 16, 4577," ed, 2023.
  83. D. B. Bassey et al., "The impact of Worms and Ladders, an innovative health educational board game on Soil-Transmitted Helminthiasis control in Abeokuta, Southwest Nigeria," PLoS neglected tropical diseases, vol. 14, no. 9, p. e0008486, 2020.
  84. J. C. OGEAWUCHI, A. C. UZOKA, A. Abayomi, O. Agboola, T. P. Gbenle, and O. O. Ajayi, "Innovations in Data Modeling and Transformation for Scalable Business Intelligence on Modern Cloud Platforms," Iconic Res. Eng. J, vol. 5, no. 5, pp. 406-415, 2021.
  85. G. I. T. Olugbemi, L. R. Isi, E. Ogu, and O. A. Owulade, "Inspection-Driven Quality Control Strategies for High-Tolerance Fabrication and Welding in Industrial Systems," 2022.
  86. A. M. Monebi and S. Z. Iliya, "An Improved Mathematical Modelling of Directivity for Radial Line Slot Array Antenna," 2020.
  87. K. S. Adeyemo, A. O. Mbata, and O. D. Balogun, "Improving Access to Essential Medications in Rural and Low-Income US Communities: Supply Chain Innovations for Health Equity," 2023.
  88. E. Y. Gbabo, O. K. Okenwa, and P. E. Chima, "Integrating CDM Regulations into Role-Based Compliance Models for Energy Infrastructure Projects."
  89. F. U. Ojika, W. O. Owobu, O. A. Abieba, O. J. Esan, B. C. Ubamadu, and A. I. Daraojimba, "Integrating TensorFlow with Cloud-Based Solutions: A Scalable Model for Real-Time Decision-Making in AI-Powered Retail Systems," Journal Name Missing, 2022.
  90. G. O. Osho, J. O. Omisola, and J. O. Shiyanbola, "An Integrated AI-Power BI Model for Real-Time Supply Chain Visibility and Forecasting: A Data-Intelligence Approach to Operational Excellence," Unknown Journal, 2020.
  91. G. I. T. Olugbemi, L. R. Isi, E. Ogu, and O. A. Owulade, "Integrated Team Management Approaches for Large-Scale Engineering Projects in High-Risk Construction Zones," 2022.
  92. J. O. Omisola, J. O. Shiyanbola, and G. O. Osho, "A KPI-Driven Decision Intelligence Model: Using Integrated Dashboards to Enhance Strategic Operational Control in Advanced Manufacturing," 2023.
  93. O. J. Esan, O. T. Uzozie, O. Onaghinor, G. O. Osho, and J. Olatunde, "Leading with Lean Six Sigma and RPA in High-Volume Distribution: A Comprehensive Framework for Operational Excellence," Int. J. Multidiscip. Res. Growth Eval, vol. 4, no. 1, pp. 1158-1164, 2023.
  94. A. Ajuwon, A. Adewuyi, T. J. Oladuji, and A. O. Akintobi, "A Model for Strategic Investment in African Infrastructure: Using AI for Due Diligence and Portfolio Optimization."
  95. A. K. Adeleke, T. O. Igunma, and Z. S. Nwokediegwu, "Modeling advanced numerical control systems to enhance precision in next-generation coordinate measuring machine," International Journal of Multidisciplinary Research and Growth Evaluation, vol. 2, no. 1, pp. 638-649, 2021.
  96. T. J. Oladuji, A. Adewuyi, O. Onifade, and A. Ajuwon, "A Model for AI-Powered Financial Risk Forecasting in African Investment Markets: Optimizing Returns and Managing Risk," 2022.
  97. T. J. Oladuji, A. O. Akintobi, C. R. Nwangele, and A. Ajuwon, "A Model for Leveraging AI and Big Data to Predict and Mitigate Financial Risk in African Markets."
  98. Z. S. Nwokediegwu, A. K. Adeleke, and T. O. Igunma, "Modeling nanofabrication processes and implementing noise reduction strategies in metrological measurements," International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, no. 1, pp. 870-884, 2023.
  99. O. T. Kufile, B. O. Otokiti, A. Y. Onifade, B. Ogunwale, and C. H. Okolo, "Modelling Attribution-Driven Budgeting Systems for High-Intent Consumer Acquisition."
  100. O. Oluoha, A. Odeshina, O. Reis, F. Okpeke, V. Attipoe, and O. Orieno, "Optimizing Business Decision-Making with Advanced Data Analytics Techniques. Iconic Res Eng J. 2022; 6 (5): 184-203," ed.
  101. O. O. Fagbore, J. C. Ogeawuchi, O. Ilori, N. J. Isibor, A. Odetunde, and B. I. Adekunle, "Optimizing Client Onboarding Efficiency Using Document Automation and Data-Driven Risk Profiling Models," 2022.
  102. O. Onaghinor, O. T. Uzozie, and O. J. Esan, "Optimizing Project Management in Multinational Supply Chains: A Framework for Data-Driven Decision-Making and Performance Tracking," 2022.
  103. B. S. Adelusi, A. C. Uzoka, Y. G. Hassan, and F. U. Ojika, "Optimizing Scope 3 Carbon Emission Reduction Strategies in Tier-2 Supplier Networks Using Lifecycle Assessment and Multi-Objective Genetic Algorithms," 2023.
  104. O. O. Fagbore, J. C. Ogeawuchi, O. Ilori, N. J. Isibor, A. Odetunde, and B. I. Adekunle, "Predictive Analytics for Portfolio Risk Using Historical Fund Data and ETL-Driven Processing Models," 2022.
  105. F. U. Ojika, O. ONAGHINOR, O. J. ESAN, A. I. DARAOJIMBA, and B. C. UBAMADU, "A predictive analytics model for strategic business decision-making: A framework for financial risk minimization and resource optimization," IRE Journals, vol. 7, no. 2, pp. 764-766, 2023.
  106. O. Oluoha, A. Odeshina, O. Reis, F. Okpeke, V. Attipoe, and O. Orieno, "A Privacy-First Framework for Data Protection and Compliance Assurance in Digital Ecosystems," Iconic Research and Engineering Journals, vol. 7, no. 4, pp. 620-646, 2023.
  107. J. O. Omisola, J. O. Shiyanbola, and G. O. Osho, "A Process Automation Framework for Smart Inventory Control: Reducing Operational Waste through JIRA-Driven Workflow and Lean Practices," 2023.
  108. B. S. Adelusi, A. C. Uzoka, Y. G. Hassan, and F. U. Ojika, "Reviewing Data Governance Strategies for Privacy and Compliance in AI-Powered Business Analytics Ecosystems," 2023.
  109. F. U. Ojika, W. O. Owobu, O. A. Abieba, O. J. Esan, B. C. Ubamadu, and A. I. Daraojimba, "The Role of AI in Cybersecurity: A Cross-Industry Model for Integrating Machine Learning and Data Analysis for Improved Threat Detection."
  110. J. O. Olajide, B. O. Otokiti, S. Nwani, A. S. Ogunmokun, B. I. Adekunle, and J. E. Fiemotongha, "Real-Time Financial Variance Analysis Models for Procurement and Material Cost Monitoring," 2023.
  111. M. A. Monebi, C. Alenoghena, and J. Abolarinwa, "Redefining The Directivity Value of Radial-Lines-Slot-Array Antenna for Direct Broadcast Satellite (Dbs) Service," 2018: 4. Monebi Matthew Ayodeji, Caroline O. Alenoghena, and JA Abolarinwa (2018 ….
  112. O. E. E. Akpe, B. C. Ubanadu, A. I. Daraojimba, O. A. Agboola, and E. Ogbuefi, "A Strategic Framework for Aligning Fulfillment Speed, Customer Satisfaction, and Warehouse Team Efficiency."
  113. O. M. Oluoha, A. Odeshina, O. Reis, F. Okpeke, V. Attipoe, and O. H. Orieno, "A Strategic Fraud Risk Mitigation Framework for Corporate Finance Cost Optimization and Loss Prevention," 2022.
  114. F. C. Okolo, E. A. Etukudoh, O. Ogunwole, G. O. Osho, and J. O. Basiru, "Systematic review of business analytics platforms in enhancing operational efficiency in transportation and supply chain sectors," Int. J. Multidiscip. Res. Growth Eval, vol. 4, no. 1, pp. 1199-1208, 2023.
  115. B. S. Adelusi, F. U. Ojika, and A. C. Uzoka, "Systematic Review of Cloud-Native Data Modeling Techniques Using dbt, Snowflake, and Redshift Platforms," International Journal of Scientific Research in Civil Engineering, vol. 6, no. 6, pp. 177-204, 2022.
  116. E. C. Chianumba, A. Y. Forkuo, A. Y. Mustapha, D. Osamika, and L. S. Komi, "Systematic Review of Maternal Mortality Reduction Strategies Using Technology-Enabled Interventions in Rural Clinics," Int. J. Sci. Res. Comput. Sci. Eng. Inf. Technol, 2023.
  117. J. C. Ogeawuchi, A. Y. Onifade, A. Abayomi, O. Agoola, R. E. Dosumu, and O. O. George, "Systematic Review of Predictive Modeling for Marketing Funnel Optimization in B2B and B2C Systems," Iconic Research And Engineering Journals, vol. 6, no. 3, pp. 267-286, 2022.
  118. J. O. Omisola, J. O. Shiyanbola, and G. O. Osho, "A Systems-Based Framework for ISO 9000 Compliance: Applying Statistical Quality Control and Continuous Improvement Tools in US Manufacturing," Unknown Journal, 2020.
  119. F. U. Ojika, W. O. Owobu, O. A. Abieba, O. J. Esan, B. C. Ubamadu, and A. I. Daraojimba, "Transforming cloud computing education: Leveraging AI and data science for enhanced access and collaboration in academic environments," Journal name and details missing, 2023.
  120. A. ODETUNDE, B. I. ADEKUNLE, and J. C. OGEAWUCHI, "A Systems Approach to Managing Financial Compliance and External Auditor Relationships in Growing Enterprises," 2021.
  121. O. Orieno, O. Oluoha, A. Odeshina, O. Reis, F. Okpeke, and V. Attipoe, "A unified framework for risk-based access control and identity management in compliance-critical environments," Open Access Research Journal of Multidisciplinary Studies, vol. 3, no. 1, pp. 23-34, 2022.
  122. O. T. Uzozie, O. Onaghinor, O. J. Esan, G. O. Osho, and E. A. Etukudoh, "Transforming Procurement Practices with Automation: A Review of Blockchain and RPA Integration for Enhanced Supplier Risk Management," 2023.
  123. O. M. Oluoha, A. Odeshina, O. Reis, F. Okpeke, V. Attipoe, and O. H. Orieno, "A Unified Framework for Risk-Based Access Control and Identity Management in Compliance-Critical Environments," 2022.

IInternational Journal of Scientific Research in Computer Science, Engineering and Information Technology

Downloads

Published

2023-07-24

Issue

Volume 9, Issue 4, July-August-2023

Section

Research Articles

License

Copyright (c) IJSRCSEIT

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

How to Cite

[1]
Malvern Iheanyichukwu Odum, Iduate Digitemie Jason, Dazok Donald Jambol, " Root Cause Failure Analysis and Predictive Risk Modeling of Lower Riser Package Leak Events in Ultra Deepwater Oilfields" International Journal of Scientific Research in Computer Science, Engineering and Information Technology(IJSRCSEIT), ISSN : 2456-3307, Volume 9, Issue 4, pp.714-729, July-August-2023.