Toward a Real-Time Decision Support System for Drilling Operations: Conceptual Architecture and Field Feasibility

Authors

  • Joshua Emeka Ozor  First Hydrocarbon, Nigeria
  • Oludayo Sofoluwe  TotalEnergies Nigeria
  • Dazok Donald Jambol  D-Well Engineering Nig. Ltd. (Shell Petroleum Development Company of Nigeria), Nigeria

Keywords:

Real-Time Decision Support, Drilling Optimization, Digital Oilfield, Drilling Data Analytics, Operational Risk Mitigation, Intelligent Well Delivery Systems

Abstract

The increasing complexity of modern drilling operations, driven by deeper wells, tighter financial margins, and elevated subsurface uncertainties, has necessitated the development of real-time decision support systems (DSS) to enhance operational responsiveness and risk mitigation. This paper proposes a structured and modular conceptual framework for a real-time DSS tailored to drilling operations. The model comprises three core architectural layers—data acquisition, analytics, and decision support—designed to enable seamless integration of surface and downhole data, diagnostic analytics, and decision logic. Functional modules support event detection, risk scoring, trajectory correction, and rig performance optimization, while collaborative interfaces foster cross-disciplinary communication and rapid intervention. Implementation considerations address IT infrastructure, cybersecurity, organizational readiness, and governance. The system promises to improve decision speed, reduce non-productive time, and align drilling practices with digital transformation goals. Future pathways include integration with machine learning models, support for autonomous drilling, and advancement toward intelligent, adaptive well delivery systems. The framework establishes a foundation for safer, more efficient, and data-driven drilling operations in an increasingly complex energy landscape.

References

  1. J. K. Pflügl, "Mechanical Stuck Pipe Events–Development of Digital Best Practices for NPT Prevention," 2019.
  2. N. Krygier, A. Solarin, and I. Orozova-Bekkevold, "A Drilling Company's Perspective on Non-Productive Time NPT Due to Well Stability Issues," in SPE Norway Subsurface Conference, 2020: SPE, p. D011S004R002.
  3. M. E. Hossain and M. R. Islam, Drilling Engineering Problems and Solutions: A Field Guide for Engineers and Students. John Wiley & Sons, 2018.
  4. E. A. Gyasi, "A Bayesian approach to cost estimation for offshore deepwater drilling projects," University of Warwick, 2017.
  5. Y. Zhou, "Data-driven drilling optimization and field development in unconventionals," 2019.
  6. A. Eustes et al., "Onshore Drilling," Advances in Terrestrial and Extraterrestrial Drilling:: Ground, Ice, and Underwater, vol. 63, 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," 2021.
  8. D. Kisina, O.-e. E. Akpe, S. Owoade, B. C. Ubanadu, T. P. Gbenle, and O. S. Adanigbo, "Advances in Continuous Integration and Deployment Workflows across Multi-Team Development Pipelines," environments, vol. 12, p. 13, 2022.
  9. L. R. Isi, E. Ogu, P. I. Egbumokei, I. N. Dienagha, and W. N. Digitemie, "Advanced Application of Reservoir Simulation and DataFrac Analysis to Maximize Fracturing Efficiency and Formation Integrity," 2021.
  10. F. O. Onyeke, O. Odujobi, F. E. Adikwu, and T. Y. Elete, "Advancements in the integration and optimization of control systems: Overcoming challenges in DCS, SIS, and PLC deployments for refinery automation," Open Access Res J Multidiscip Stud, vol. 4, no. 2, pp. 94-101, 2022.
  11. D. Kisina, O.-e. E. Akpe, S. Owoade, B. C. Ubanadu, and T. Peter, "Advances in CI/CD Pipeline Resilience for Airline Reservation and Customer Experience Systems," 2023.
  12. 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.
  13. F. E. ADIKWU, C. O. OZOBU, O. ODUJOBI, F. O. ONYEKWE, and E. O. NWULU, "Advances in EHS Compliance: A Conceptual Model for Standardizing Health, Safety, and Hygiene Programs Across Multinational Corporations," 2023.
  14. O. S. Adanigbo, D. Kisina, S. Owoade, A. C. Uzoka, and B. Chibunna, "Advances in Secure Session Management for High-Volume Web and Mobile Applications," 2022.
  15. C. C. EZEANOCHIE, S. O. AFOLABI, and O. AKINSOOTO, "Advancing Automation Frameworks for Safety and Compliance in Offshore Operations and Manufacturing Environments," 2022.
  16. C. Udeh et al., "Assessment of laboratory test request forms for completeness," Age, vol. 287, p. 25.7, 2021.
  17. O. ILORI, C. I. LAWAL, S. C. FRIDAY, N. J. ISIBOR, and E. C. CHUKWUMA-EKE, "Blockchain-Based Assurance Systems: Opportunities and Limitations in Modern Audit Engagements," 2020.
  18. C. C. Ezeanochie, S. O. Afolabi, and O. Akinsooto, "Advancing sustainable engineering through design and simulation for reliable, long-life electric vehicle components," International Journal of Sustainable Engineering Technologies, vol. 8, no. 2, pp. 144-159, 2023.
  19. 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.
  20. A. Abisoye, "AI Literacy in STEM Education: Policy Strategies for Preparing the Future Workforce," 2023.
  21. O. J. Oteri, E. C. Onukwulu, A. N. Igwe, C. P.-M. Ewim, A. I. Ibeh, and A. Sobowale, "Artificial intelligence in product pricing and revenue optimization: leveraging data-driven decision-making," Global Journal of Research in Multidisciplinary Studies. Forthcoming, 2023.
  22. 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.
  23. F. U. Ojika, O. Owobu, O. A. Abieba, O. J. Esan, A. Daraojimba, and B. Ubamadu, "A conceptual framework for AI-driven digital transformation: Leveraging NLP and machine learning for enhanced data flow in retail operations," IRE Journals, vol. 4, no. 9, 2021.
  24. 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.
  25. 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.
  26. O. J. Oteri, E. C. Onukwulu, A. N. Igwe, C. P.-M. Ewim, A. I. Ibeh, and A. Sobowale, "Cost optimization in logistics product management: strategies for operational efficiency and profitability," International Journal of Business and Management. Forthcoming, 2023.
  27. O. Ilori, C. I. Lawal, S. C. Friday, N. J. Isibor, and E. C. Chukwuma-Eke, "Cybersecurity Auditing in the Digital Age: A Review of Methodologies and Regulatory Implications," Journal of Frontiers in Multidisciplinary Research, vol. 3, no. 1, pp. 174-187, 2022.
  28. I. Oyeyipo et al., "A conceptual framework for transforming corporate finance through strategic growth, profitability, and risk optimization," International Journal of Advanced Multidisciplinary Research and Studies, vol. 3, no. 5, pp. 1527-1538, 2023.
  29. 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.
  30. O. O. FAGBORE, J. C. OGEAWUCHI, O. ILORI, N. J. ISIBOR, A. ODETUNDE, and B. I. ADEKUNLE, "Developing a Conceptual Framework for Financial Data Validation in Private Equity Fund Operations," 2020.
  31. C. O. Ozobu, F. O. Onyekwe, F. E. Adikwu, O. Odujobi, and E. O. Nwulu, "Developing a national strategy for integrating wellness programs into occupational safety and health management systems in Nigeria: A conceptual framework," International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, no. 1, pp. 914-927, 2023.
  32. E. Ogbuefi, A. C. Mgbame, O.-e. E. Akpe, A. A. Abayomi, and O. O. Adeyelu, "Data Democratization: Making Advanced Analytics Accessible for Micro and Small Enterprises," 2022.
  33. C. C. Ezeanochie, S. O. Afolabi, and O. Akinsooto, "A Data-Driven Model for Automating RFQ Processes in Power Distribution and Data Center Infrastructure," 2023.
  34. F. U. Ojika, O. Onaghinor, O. J. Esan, A. I. Daraojimba, and B. C. Ubamadu, "Developing a predictive analytics framework for supply chain resilience: Enhancing business continuity and operational efficiency through advanced software solutions," IRE Journals, vol. 6, no. 7, pp. 517-519, 2023.
  35. 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.
  36. E. O. ALONGE, N. L. EYO-UDO, B. CHIBUNNA, A. I. D. UBANADU, E. D. BALOGUN, and K. O. OGUNSOLA, "Data-Driven Risk Management in US Financial Institutions: A Theoretical Perspective on Process Optimization," 2023.
  37. 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.
  38. A. Abisoye, "Developing a Conceptual Framework for AI-Driven Curriculum Adaptation to Align with Emerging STEM Industry Demands," 2023.
  39. A. ODETUNDE, B. I. ADEKUNLE, and J. C. OGEAWUCHI, "Developing Integrated Internal Control and Audit Systems for Insurance and Banking Sector Compliance Assurance," 2021.
  40. A. C. Mgbame, O.-e. E. Akpe, A. A. Abayomi, E. Ogbuefi, and O. O. Adeyelu, "Developing Low-Cost Dashboards for Business Process Optimization in SMEs," 2022.
  41. A. K. Adeleke, T. O. Igunma, and Z. S. Nwokediegwu, "Developing nanoindentation and non-contact optical metrology techniques for precise material characterization in manufacturing," 2022.
  42. J. P. Onoja, O. Hamza, A. Collins, U. B. Chibunna, A. Eweja, and A. I. Daraojimba, "Digital Transformation and Data Governance: Strategies for Regulatory Compliance and Secure AI-Driven Business Operations," J. Front. Multidiscip. Res, vol. 2, no. 1, pp. 43-55, 2021.
  43. P. B. Odedeyi, K. Abou-El-Hossein, F. Oyekunle, and A. K. Adeleke, "Effects of machining parameters on Tool wear progression in End milling of AISI 316," Progress in Canadian Mechanical Engineering, vol. 3, 2020.
  44. E. O. Alonge, N. L. Eyo-Udo, B. CHIBUNNA, A. I. D. UBANADU, E. D. BALOGUN, and K. O. OGUNSOLA, "Digital Transformation in Retail Banking to Enhance Customer Experience and Profitability," ed, 2021.
  45. O. J. Oteri, E. C. Onukwulu, A. N. Igwe, C. P.-M. Ewim, A. I. Ibeh, and A. Sobowale, "Dynamic pricing models for logistics product management: balancing cost efficiency and market demands," International Journal of Business and Management. Forthcoming, 2023.
  46. T. Y. Elete, E. O. Nwulu, O. V. Erhueh, O. A. Akano, and A. T. Aderamo, "Early startup methodologies in gas plant commissioning: An analysis of effective strategies and their outcomes," International Journal of Scientific Research Updates, vol. 5, no. 2, pp. 49-60, 2023.
  47. L. R. Isi, E. Ogu, P. I. Egbumokei, I. N. Dienagha, and W. N. Digitemie, "Global Leadership Strategies for Managing Cross-Regional Oilfield Engineering Teams: Best Practices from Europe, Africa, and South America," 2023.
  48. 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.
  49. O. Akinsooto, Electrical energy savings calculation in single phase harmonic distorted systems. University of Johannesburg (South Africa), 2013.
  50. O. ILORI, C. I. LAWAL, S. C. FRIDAY, N. J. ISIBOR, and E. C. CHUKWUMA-EKE, "Enhancing Auditor Judgment and Skepticism through Behavioral Insights: A Systematic Review," 2021.
  51. O. Ilori, C. I. Lawal, S. C. Friday, N. J. Isibor, and E. C. Chukwuma-Eke, "A Framework for Environmental, Social, and Governance (ESG) Auditing: Bridging Gaps in Global Reporting Standards," International Journal of Social Science Exceptional Research, vol. 2, no. 1, pp. 231-248, 2023.
  52. F. Onyeke, O. Odujobi, F. E. Adikwu, and T. Y. Elete, "Functional safety innovations in burner management systems (BMS) and variable frequency drives (VFDs). A proactive approach to risk mitigation in refinery operations," International Journal of Science and Research Archive, vol. 10, no. 2, pp. 1223-1230, 2023.
  53. E. O. Alonge, N. L. Eyo-Udo, B. C. Ubanadu, A. I. Daraojimba, E. D. Balogun, and K. O. Ogunsola, "Enhancing data security with machine learning: A study on fraud detection algorithms," Journal of Data Security and Fraud Prevention, vol. 7, no. 2, pp. 105-118, 2021.
  54. P. O. Paul, A. B. N. Abbey, E. C. Onukwulu, M. O. Agho, and N. Louis, "Evaluating procurement strategies for multi-disease programs: Lessons from global initiatives," World Health, vol. 14, no. 3, pp. 123-130, 2023.
  55. O. Akintobi, B. Bamkefa, A. Adejuwon, O. Obayemi, and B. Ologan, "Evaluation of the anti-microbial activities of the extracts of the leaf and stem bark of Alstonia congensis on some human pathogenic bacteria," Advances in Bioscience and Bioengineering, vol. 7, no. 1, 2019.
  56. A. Abisoye, C. A. Udeh, and C. A. Okonkwo, "The Impact of AI-Powered Learning Tools on STEM Education Outcomes: A Policy Perspective," Int. J. Multidiscip. Res. Growth Eval, vol. 3, no. 1, pp. 121-127, 2022.
  57. P. Chima, J. Ahmadu, and O. G. Folorunsho, "Implementation of digital integrated personnel and payroll information system: Lesson from Kenya, Ghana and Nigeria," Governance and Management Review, vol. 4, no. 2, 2021.
  58. P. Chima and J. Ahmadu, "Implementation of resettlement policy strategies and community members' felt-need in the federal capital territory, Abuja, Nigeria," Academic journal of economic studies, vol. 5, no. 1, pp. 63-73, 2019.
  59. J. O. Omisola, E. A. Etukudoh, O. K. Okenwa, and G. I. Tokunbo, "Innovating Project Delivery and Piping Design for Sustainability in the Oil and Gas Industry: A Conceptual Framework," perception, vol. 24, pp. 28-35, 2020.
  60. E. O. Nwulu, T. Y. Elete, O. V. Erhueh, O. A. Akano, and A. T. Aderamo, "Integrative project and asset management strategies to maximize gas production: A review of best practices," World Journal of Advanced Science and Technology, vol. 2, no. 2, pp. 18-33, 2022.
  61. F. O. Onyeke, O. Odujobi, F. E. Adikwu, and T. Y. Elete, "Innovative approaches to enhancing functional safety in Distributed Control Systems (DCS) and Safety Instrumented Systems (SIS) for oil and gas applications. Open Access Research Journal of Multidisciplinary Studies, 3 (1)," Open Access Research Journal of Multidisciplinary Studies, vol. 3, no. 1, pp. 106-112, 2022.
  62. E. Ogu, P. I. Egbumokei, I. N. Dienagha, and W. N. Digitemie, "Innovative processing adaptations for Deepwater seismic data: Conceptual advances in 3D and 4D imaging for complex reservoirs," International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, no. 1, pp. 737-750, 2023.
  63. J. P. Newman et al., "Review of literature on decision support systems for natural hazard risk reduction: Current status and future research directions," Environmental Modelling & Software, vol. 96, pp. 378-409, 2017.
  64. M. A. Akbar, A. Naseem, U. K. u. Zaman, and J. Petronijevic, "Integrated-decision support system (DSS) for risk identification and mitigation in manufacturing industry for zero-defect-manufacturing (ZDM): a state-of-the-art review," The International Journal of Advanced Manufacturing Technology, pp. 1-39, 2024.
  65. R. Klashner and S. Sabet, "A DSS design model for complex problems: Lessons from mission critical infrastructure," Decision Support Systems, vol. 43, no. 3, pp. 990-1013, 2007.
  66. E. O. Nwulu, T. Y. Elete, O. V. Erhueh, O. A. Akano, and K. O. Omomo, "Machine learning applications in predictive maintenance: Enhancing efficiency across the oil and gas industry," International Journal of Engineering Research Updates, vol. 5, no. 1, pp. 17-30, 2023.
  67. P. U. Uwaoma, E. O. Eboigbe, N. L. Eyo-Udo, A. Ijiga, S. Kaggwa, and A. Daraojimba, "Mixed reality in US retail: A review: Analyzing the immersive shopping experiences, customer engagement, and potential economic implications," World Journal of Advanced Research and Reviews, vol. 20, no. 3, pp. 966-981, 2023.
  68. A. SHARMA, B. I. ADEKUNLE, J. C. OGEAWUCHI, A. A. ABAYOMI, and O. ONIFADE, "IoT-enabled Predictive Maintenance for Mechanical Systems: Innovations in Real-time Monitoring and Operational Excellence," 2019.
  69. C. O. Ozobu, F. E. Adikwu, O. Odujobi, F. O. Onyekwe, E. O. Nwulu, and A. I. Daraojimba, "Leveraging AI and machine learning to predict occupational diseases: A conceptual framework for proactive health risk management in high-risk industries," Journal name and details missing, 2023.
  70. 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.
  71. 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.
  72. E. O. Alonge, N. L. Eyo-Udo, B. C. Ubanadu, A. I. Daraojimba, E. D. Balogun, and K. O. Ogunsola, "Leveraging business intelligence for competitive advantage in the energy market: A conceptual framework," Energy Market Dynamics Journal, vol. 8, no. 2, pp. 22-36, 2023.
  73. M. O. Kanu, P. I. Egbumokei, E. Ogu, W. N. Digitemie, and I. N. Dienagha, "Low-Carbon Transition Models for Greenfield Gas Projects: A Roadmap for Emerging Energy Markets," 2022.
  74. 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.
  75. A. FAROOQ, A. B. N. ABBEY, and E. C. ONUKWULU, "Optimizing Grocery Quality and Supply Chain Efficiency Using AI-Driven Predictive Logistics," 2023.
  76. O. Ogunwole, E. C. Onukwulu, M. O. Joel, E. M. Adaga, and A. Ibeh, "Modernizing legacy systems: A scalable approach to next-generation data architectures and seamless integration," International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, no. 1, pp. 901-909, 2023.
  77. J. O. OJADI, E. C. ONUKWULU, C. SOMTOCHUKWU, and O. A. O. ODIONU, "Natural Language Processing for Climate Change Policy Analysis and Public Sentiment Prediction: A Data-Driven Approach to Sustainable Decision-Making," 2023.
  78. M. O. Kanu, I. N. Dienagha, W. N. Digitemie, E. Ogu, and P. I. Egbumokei, "Optimizing Oil Production through Agile Project Execution Frameworks in Complex Energy Sector Challenges," 2022.
  79. O. M. Daramola, C. E. Apeh, J. O. Basiru, E. C. Onukwulu, and P. O. Paul, "Optimizing Reverse Logistics for Circular Economy: Strategies for Efficient Material Recovery and Resource Circularity," 2023.
  80. B. C. Ubamadu, D. Bihani, A. I. Daraojimba, G. O. Osho, J. O. Omisola, and E. A. Etukudoh, "Optimizing Smart Contract Development: A Practical Model for Gasless Transactions via Facial Recognition in Blockchain," 2022.
  81. L. R. Isi, E. Ogu, P. I. Egbumokei, I. N. Dienagha, and W. N. Digitemie, "Pioneering Eco-Friendly Fluid Systems and Waste Minimization Strategies in Fracturing and Stimulation Operations," 2021.
  82. L. R. Isi, E. Ogu, P. I. Egbumokei, I. N. Dienagha, and W. N. Digitemie, "A Predictive Framework for Optimizing Stimulation and Fracturing Operations in Unconsolidated Sandstone Reservoirs," 2023.
  83. 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.
  84. A. E. Onalaja and B. O. Otokiti, "The Power of Media Sponsorships in Entertainment Marketing: Enhancing Brand Recognition and Consumer Engagement," 2023.
  85. 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.
  86. 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.
  87. E. O. Alonge, N. L. Eyo-Udo, B. C. Ubanadu, A. I. Daraojimba, E. D. Balogun, and K. O. Ogunsola, "Real-time data analytics for enhancing supply chain efficiency," Journal of Supply Chain Management and Analytics, vol. 10, no. 1, pp. 49-60, 2023.
  88. F. O. Onyeke, O. Odujobi, F. E. Adikwu, and T. Y. Elete, "Revolutionizing process alarm management in refinery operations: Strategies for reducing operational risks and improving system reliability," Magna Scientia Advanced Research and Reviews, vol. 9, no. 2, pp. 187-194, 2023.
  89. E. O. Alonge, N. L. Eyo-Udo, B. Chibunna, A. I. D. Ubanadu, E. D. Balogun, and K. O. Ogunsola, "The role of predictive analytics in enhancing customer experience and retention," Journal of Business Intelligence and Predictive Analytics, vol. 9, no. 1, pp. 55-67, 2023.
  90. I. N. Dienagha, F. O. Onyeke, W. N. Digitemie, and M. Adekunle, "Strategic reviews of greenfield gas projects in Africa: Lessons learned for expanding regional energy infrastructure and security," 2021.
  91. E. C. Onukwulu, J. E. Fiemotongha, A. N. Igwe, and C. Paul-Mikki, "The Role of Blockchain and AI in the Future of Energy Trading: A Technological Perspective on Transforming the Oil & Gas Industry by 2025," Methodology, vol. 173, 2023.
  92. O. Ilori, C. I. Lawal, S. C. Friday, N. J. Isibor, and E. C. Chukwuma-Eke, "The Role of Data Visualization and Forensic Technology in Enhancing Audit Effectiveness: A Research Synthesis," J. Front. Multidiscip. Res, vol. 3, no. 1, pp. 188-200, 2022.
  93. O. T. Uzozie, E. C. Onukwulu, I. A. Olaleye, C. O. Makata, P. O. Paul, and O. J. Esan, "Sustainable Investing in Asset Management: A Review of Current Trends and Future Directions," 2023.
  94. O.-e. E. Akpe, D. Kisina, S. Owoade, A. C. Uzoka, B. C. Ubanadu, and A. I. Daraojimba, "Systematic Review of Application Modernization Strategies Using Modular and Service-Oriented Design Principles," 2022.
  95. O. A. Agboola, A. C. Uzoka, A. A. Abayomi, and J. Chidera, "Systematic Review of Best Practices in Data Transformation for Streamlined Data Warehousing and Analytics," 2023.
  96. S. C. Friday, C. I. Lawal, D. C. Ayodeji, and A. Sobowale, "Systematic Review of Blockchain Applications in Public Financial Management and International Aid Accountability," 2023.
  97. 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.
  98. A. Y. Mustapha, E. C. Chianumba, A. Y. Forkuo, D. Osamika, and L. S. Komi, "Systematic Review of Mobile Health (mHealth) Applications for Infectious Disease Surveillance in Developing Countries," Methodology, p. 66, 2018.
  99. A. ODETUNDE, B. I. ADEKUNLE, and J. C. OGEAWUCHI, "A Systems Approach to Managing Financial Compliance and External Auditor Relationships in Growing Enterprises," 2021.
  100. A. E. Onalaja and B. O. Otokiti, "Women’s leadership in marketing and media: overcoming barriers and creating lasting industry impact," Journal of Advanced Education and Sciences, vol. 2, no. 1, pp. 38-51, 2022.
  101. E. Akpe and T. P. Gbenle, "Systematic Review of Infrastructure as Code (IaC) and GitOps for Cloud Automation and Governance," 2023.
  102. 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," 2023.

International Journal of Scientific Research in Science and Technology

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2023-12-30

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Volume 10, Issue 6, November-December-2023

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[1]
Joshua Emeka Ozor, Oludayo Sofoluwe, Dazok Donald Jambol "Toward a Real-Time Decision Support System for Drilling Operations: Conceptual Architecture and Field Feasibility" International Journal of Scientific Research in Science and Technology(IJSRST), Online ISSN : 2395-602X, Print ISSN : 2395-6011,Volume 10, Issue 6, pp.679-692, November-December-2023.