Advances in Kinetic Modeling of Anaerobic Digestion for Chemical Recovery in Biological Wastewater Systems
Keywords:
Anaerobic Digestion, Kinetic Modeling, Biological Wastewater Treatment, Volatile Fatty Acids, ADM1, Machine Learning, Biogas, Chemical Recovery, Microbial Kinetics, Circular Bioeconomy.Abstract
This study explores recent advances in kinetic modeling of anaerobic digestion (AD) with a focus on optimizing chemical recovery in biological wastewater treatment systems. Anaerobic digestion has emerged as a critical component of sustainable wastewater management, enabling the conversion of complex organic substrates into valuable products such as biogas, volatile fatty acids (VFAs), and nutrients. However, the nonlinear dynamics, microbial consortia interactions, and substrate variability in AD processes pose significant challenges to prediction, control, and optimization. Kinetic models serve as essential tools for understanding system behavior, improving reactor performance, and guiding the recovery of target chemicals. This review systematically examines the development and refinement of kinetic models ranging from traditional first-order and Monod-based approaches to advanced mechanistic and machine learning-driven models. Recent innovations include the integration of multi-phase reaction kinetics, dynamic substrate degradation pathways, and microbial community modeling using ADM1 (Anaerobic Digestion Model No. 1) as a foundational framework. Hybrid models combining empirical kinetics with data-driven algorithms such as artificial neural networks (ANNs), support vector machines (SVMs), and ensemble learning techniques have demonstrated superior predictive accuracy in variable wastewater environments. Special emphasis is placed on kinetic modeling for chemical recovery beyond methane, particularly for VFAs, hydrogen, and ammonia, which are gaining attention as value-added products in circular bioeconomy systems. Model calibration and validation techniques, sensitivity analysis, and reactor configuration-specific kinetics (e.g., UASB, CSTR, and membrane bioreactors) are also critically reviewed. Challenges such as model overparameterization, data scarcity, and lack of real-time adaptability are discussed alongside emerging solutions including real-time optimization platforms and sensor integration. By consolidating theoretical advancements and application-based studies from 2000 to 2024, this work provides a roadmap for the next generation of kinetic modeling in AD systems. These models are essential for achieving efficient chemical recovery, operational resilience, and compliance with increasingly stringent environmental regulations in wastewater management.
References
- Adeoba, M. I. (2018). Phylogenetic analysis of extinction risk and diversification history of the African Cyprinidae using DNA barcodes (Doctoral dissertation, University of Johannesburg).
- Adeoba, M. I., & Yessoufou, K. (2018). Analysis of temporal diversification of African Cyprinidae (Teleostei, Cypriniformes). ZooKeys, (806), 141.
- Adeoba, M. I., Kabongo, R., Van der Bank, H., & Yessoufou, K. (2018). Re-evaluation of the discriminatory power of DNA barcoding on some specimens of African Cyprinidae (subfamilies Cyprininae and Danioninae). ZooKeys, (746), 105.
- Adeoba, M., Tesfamichael, S. G., & Yessoufou, K. (2019). Preserving the tree of life of the fish family Cyprinidae in Africa in the face of the ongoing extinction crisis. Genome, 62(3), 170-182.
- Adewoyin, M. A. (2021). Developing frameworks for managing low-carbon energy transitions: overcoming barriers to implementation in the oil and gas industry.
- Adewoyin, M. A. (2022). Advances in risk-based inspection technologies: Mitigating asset integrity challenges in aging oil and gas infrastructure.
- Adikwu, F. E., Ozobu, C. O., Odujobi, O., Onyekwe, F. O., & Nwulu, E. O. (2023). Advances in EHS Compliance: A Conceptual Model for Standardizing Health, Safety, and Hygiene Programs Across Multinational Corporations.
- Afeku-Amenyo, H., Hanson, E., Nwakile, C., Adebayo, Y. A., & Esiri, A. E. (2023). Conceptualizing the green transition in energy and oil and gas: Innovation and profitability in harmony. Global Journal of Advanced Research and Reviews, 1(2), 1-14.
- Afolabi, S. O., & Akinsooto, O. (2021). Theoretical framework for dynamic mechanical analysis in material selection for high-performance engineering applications. Noûs, 3.
- Afolabi, S. O., & Akinsooto, O. (2023). Conceptual framework for mitigating cracking in superalloy structures during wire arc additive manufacturing (WAAM). Int J Multidiscip Compr Res. Available from: https://www. allmultidisciplinaryjournal. com/uploads/archives/20250123172459_MGE-2025-1-190.1. pdf.
- Agbede, O. O., Egbuhuzor, N. S., Ajayi, A. J., Akhigbe, E. E., Ewim, C. P.-M., & Ajiga, D. I. (2023). Artificial intelligence in predictive flow management: Transforming logistics and supply chain operations. International Journal of Management and Organizational Research, 2(1), 48-63. www.themanagementjournal.com
- Agho, G., Aigbaifie, K., Ezeh, M. O., Isong, D., & Oluseyi. (2022). Advancements in green drilling technologies: Integrating carbon capture and storage (CCS) for sustainable energy production. World Journal of Advanced Research and Reviews, 13(2), 995–1011. https://doi.org/10.30574/ijsra.2023.8.1.0074
- Agho, G., Aigbaifie, K., Ezeh, M. O., Isong, D., & Oluseyi. (2023). Sustainability and carbon capture in the energy sector: A holistic framework for environmental innovation. Magna Scientia Advanced Research and Reviews, 9(2), 195–203. https://doi.org/10.30574/msarr.2023.9.2.0155
- Agho, G., Ezeh, M. O., Isong, D., Iwe, K. A., & Oluseyi. (2023). Commercializing the future: Strategies for sustainable growth in the upstream oil and gas sector. Magna Scientia Advanced Research and Reviews, 8(1), 203–211. https://doi.org/10.30574/msarr.2023.8.1.0086
- Agho, G., Ezeh, M. O., Isong, M., Iwe, D., & Oluseyi, K. A. (2021). Sustainable pore pressure prediction and its impact on geo-mechanical modelling for enhanced drilling operations. World Journal of Advanced Research and Reviews, 12(1), 540–557. https://doi.org/10.30574/wjarr.2021.12.1.0536
- Ajayi, A. B., Afolabi, O., Folarin, T. E., Mustapha, H., & Popoola, A. (2020). Development of a low-cost polyurethane (foam) waste shredding machine. ABUAD Journal of Engineering Research and Development, 3(2), 105-14.
- Ajayi, A. B., Mustapha, H. A., Popoola, A. F., Folarin, T. E., & Afolabi, S. O. (2021). Development of a rectangular mould with vertical screw press for polyurethane (foam) waste recycling machine. polyurethane, 4(1).
- Ajayi, A. B., Mustapha, H. A., Popoola, A. F., Folarin, T. E., & Afolabi, S. O. (2023). Development of a laboratory-scale steam boiler for polyurethane (foam) waste recycling machine. Journal of Advanced Engineering and Computation, 7(2), 133-143.
- Ajayi, A. B., Popoola, A. F., Mustapha, H. A., Folarin, T. E., & Afolabi, S. O. (2020). Development of a mixer for polyurethane (foam) waste recycling machine. ABUAD Journal of Engineering Research and Development. Accepted (13/11/2020) in-Press. http://ajerd. abuad. edu. ng/papers.
- Ajiga, D., Ayanponle, L., & Okatta, C. G. (2022). AI-powered HR analytics: Transforming workforce optimization and decision-making. International Journal of Science and Research Archive, 5(2), 338-346.
- Akintobi, A. O., Okeke, I. C., & Ajani, O. B. (2022). Advancing economic growth through enhanced tax compliance and revenue generation: Leveraging data analytics and strategic policy reforms. International Journal of Frontline Research in Multidisciplinary Studies, 1(2), 085–093. Frontline Research Journals.
- Akintobi, A. O., Okeke, I. C., & Ajani, O. B. (2022). Transformative tax policy reforms to attract foreign direct investment: Building sustainable economic frameworks in emerging economies. International Journal of Multidisciplinary Research Updates, 4(1), 008–015. Orion Scholar Journals.
- Akintobi, A. O., Okeke, I. C., & Ajani, O. B. (2023). Innovative solutions for tackling tax evasion and fraud: Harnessing blockchain technology and artificial intelligence for transparency. Int J Tax Policy Res, 2(1), 45-59.
- Akintobi, A. O., Okeke, I. C., & Ajani, O. B. (2023). Strategic tax planning for multinational corporations: Developing holistic approaches to achieve compliance and profit optimization. International Journal of Multidisciplinary Research Updates, 6(1), 025–032. Orion Scholar Journals.
- Attah, J. O., Mbakuuv, S. H., Ayange, C. D., Achive, G. W., Onoja, V. S., Kaya, P. B., ... & Adekalu, O. A. (2022). Comparative Recovery of Cellulose Pulp from Selected Agricultural Wastes in Nigeria to Mitigate Deforestation for Paper. European Journal of Material Science, 10(1), 23-36.
- Ayo, O., Olurin, J. O., Gidiagba, J. O., Ehiaguina, V. E., Ndiwe, T. C., & Ojo, G. G. (2023). Safety, quality control, and sustainability in construction: Exploring the nexus - A review. Engineering Heritage Journal (GWK), 1, 60-81. Zibeline International.
- Ayo-Farai, O., Obianyo, C., Ezeamii, V., & Jordan, K. (2023). Spatial Distributions of Environmental Air Pollutants Around Dumpsters at Residential Apartment Buildings.
- Bakare, A. D., Ndiwe, T. C., Ehiaguina, V. E., Izuka, U., & Tula, O. A. (2023). Solar energy and carbon footprint reduction in Nigeria: An in-depth analysis of solar power initiatives, outcomes, and obstacles in addressing climate change. Ecofeminism and Climate Change (EFCC), 4, 45-50. Zibeline International.
- Banso, A. A., Ofonagoro, K. A., Olurin, J. O., Ayodeji, S. A., Ehiaguina, V. E., Ndiwe, T. C., & Daraojimba, C. (2023). Major corporations and environmental advocacy: Efforts in reducing environmental impact in oil exploration.
- Bristol-Alagbariya B., Ayanponle LO., Ogedengbe DE. (2022): Developing and implementing advanced performance management systems for enhanced organizational productivity. World Journal of Advanced Science and Technology. 2022;2(1):39–46. DOI
- Bristol-Alagbariya B., Ayanponle LO., Ogedengbe DE. (2022): Integrative HR approaches in mergers and acquisitions ensuring seamless organizational synergies. Magna Scientia Advanced Research and Reviews. 2022;6(1):78–85. DOI
- Bristol-Alagbariya B., Ayanponle LO., Ogedengbe DE. (2022): Strategic frameworks for contract management excellence in global energy HR operations. GSC Advanced Research and Reviews. 2022;11(3):150–157. DOI
- Bristol-Alagbariya B., Ayanponle LO., Ogedengbe DE. (2023): Frameworks for enhancing safety compliance through HR policies in the oil and gas sector. International Journal of Scholarly Research in Multidisciplinary Studies. 2023;3(2):25–33. DOI
- Bristol-Alagbariya B., Ayanponle LO., Ogedengbe DE. (2023): Human resources as a catalyst for corporate social responsibility: Developing and implementing effective CSR frameworks. International Journal of Multidisciplinary Research Updates. 2023;6(1):17–24.
- Bristol-Alagbariya, B., Ayanponle, O. L., & Ogedengbe, D. E. (2022). Strategic frameworks for contract management excellence in global energy HR operations. GSC Advanced Research and Reviews, 11(03), 150–157. GSC Advanced Research and Reviews.
- Bristol-Alagbariya, B., Ayanponle, O. L., & Ogedengbe, D. E. (2022). Developing and implementing advanced performance management systems for enhanced organizational productivity. World Journal of Advanced Science and Technology, 2(01), 039–046. World Journal of Advanced Science and Technology.
- Bristol-Alagbariya, B., Ayanponle, O. L., & Ogedengbe, D. E. (2023). Human resources as a catalyst for corporate social responsibility: Developing and implementing effective CSR frameworks. International Journal of Multidisciplinary Research Updates, 6(01), 017–024. International Journal of Multidisciplinary Research Updates.
- Bristol-Alagbariya, B., Ayanponle, O. L., & Ogedengbe, D. E. (2023). Frameworks for enhancing safety compliance through HR policies in the oil and gas sector. International Journal of Scholarly Research in Multidisciplinary Studies, 3(02), 025–033. International Journal of Scholarly Research in Multidisciplinary Studies.
- Chukwuma, C. C., Nwobodo, E. O., Eyeghre, O. A., Obianyo, C. M., Chukwuma, C. G., Tobechukwu, U. F., & Nwobodo, N. (2022): Evaluation of Noise Pollution on Audio-Acuity Among Sawmill Workers In Nnewi Metropolis, Anambra State, Nigeria. changes, 6, 8.
- Daraojimba, A. I., Ojika, F. U., Owobu, W. O., Abieba, O. A., Esan, O. J., & Ubamadu, B. C. (2022, February). Integrating TensorFlow with cloud-based solutions: A scalable model for real-time decision-making in AI-powered retail systems. International Journal of Multidisciplinary Research and Growth Evaluation, 3(01), 876–886. ISSN: 2582-7138.
- Daraojimba, A. I., Ojika, F. U., Owobu, W. O., Abieba, O. A., Esan, O. J., & Ubamadu, B. C. (2022). The impact of machine learning on image processing: A conceptual model for real-time retail data analysis and model optimization. International Journal of Multidisciplinary Research and Growth Evaluation, 3(01), 861–875.
- Daraojimba, A. I., Ojika, F., Owobu, W. O., Abieba, O. A., Esan, O. J., & Ubamadu, B. C. (2023). Transforming cloud computing education: Leveraging AI and data science for enhanced access and collaboration in academic environments. Journal of Frontiers in Multidisciplinary Research, 4(01), 138-156.
- Daraojimba, A. I., Ubamadu, B. C., Ojika, F. U., Owobu, O., Abieba, O. A., & Esan, O. J. (2021, July). Optimizing AI models for cross-functional collaboration: A framework for improving product roadmap execution in agile teams. IRE Journals, 5(1), 14. ISSN: 2456-8880.
- Daraojimba, C., Banso, A. A., Ofonagoro, K. A., Olurin, J. O., Ayodeji, S. A., Ehiaguina, V. E., & Ndiwe, T. C. (2023). Major corporations and environmental advocacy: efforts in reducing environmental impact in oil exploration. Engineering Heritage Journal (GWK), 7(1), 49-59.
- Edwards, Q. C., & Smallwood, S. (2023). Accessibility and Comprehension of United States Health Insurance Among International Students: A Gray Area.
- Edwards, Q., Mallhi, A. K., & Zhang, J. (2018). The association between advanced maternal age at delivery and childhood obesity. J Hum Biol, 30(6), e23143.
- Egbuhuzor, N. S., Ajayi, A. J., Akhigbe, E. E., Agbede, O. O., Ewim, C. P.-M., & Ajiga, D. I. (2021). Cloud-based CRM systems: Revolutionizing customer engagement in the financial sector with artificial intelligence. International Journal of Science and Research Archive, 3(1), 215-234. https://doi.org/10.30574/ijsra.2021.3.1.0111
- Egbuhuzor, N. S., Ajayi, A. J., Akhigbe, E. E., Ewim, C. P.-M., Ajiga, D. I., & Agbede, O. O. (2023). Artificial Intelligence in Predictive Flow Management: Transforming Logistics and Supply Chain Operations. International Journal of Management and Organizational Research, 2(1), 48-63. https://doi.org/10.54660/IJMOR.2023.2.1.48-63
- Egbumokei, P. I., Dienagha, I. N., Digitemie, W. N., & Onukwulu, E. C. (2021). Advanced pipeline leak detection technologies for enhancing safety and environmental sustainability in energy operations. International Journal of Science and Research Archive, 4(1), 222–228. https://doi.org/10.30574/ijsra.2021.4.1.0186
- Elete, T. Y., Nwulu, E. O., Erhueh, O. V., Akano, O. A., & Aderamo, A. T. (2023). Early startup methodologies in gas plant commissioning: An analysis of effective strategies and their outcomes. International Journal of Scientific Research Updates, 5(2), 49-60.
- Elete, T. Y., Nwulu, E. O., Omomo, K. O., Esiri, A. E., & Aderamo, A. T. (2023). Alarm rationalization in engineering projects: Analyzing cost-saving measures and efficiency gains. International Journal of Frontiers in Engineering and Technology Research, 4(2), 22-35.
- Elete, T. Y., Nwulu, E. O., Omomo, K. O., Esiri, A. E., & Aderamo, A. T. (2022). A generic framework for ensuring safety and efficiency in international engineering projects: Key concepts and strategic approaches. International Journal of Frontline Research and Development, 2(1).
- Elete, T. Y., Nwulu, E. O., Omomo, K. O., Esiri, A. E., & Aderamo, A. T. (2022). Data analytics as a catalyst for operational optimization: A comprehensive review of techniques in the oil and gas sector. International Journal of Frontline Research in Multidisciplinary Studies, 1(2), 32-45.
- Elete, T. Y., Nwulu, E. O., Omomo, K. O., Esiri, A. E., & Aderamo, A. T. (2023). Achieving operational excellence in midstream gas facilities: Strategic management and continuous flow assurance. International Journal of Frontiers in Science and Technology Research, 4(2), 54-67.
- Elete, T. Y., Onyeke, F. O., Odujobi, O., & Adikwu, F. E. (2022). 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, 2(1).
- Eyeghre, O. A., Dike, C. C., Ezeokafor, E. N., Oparaji, K. C., Amadi, C. S., Chukwuma, C. C., ... & Igbokwe, V. U. (2023). The impact of Annona muricata and metformin on semen quality and hormonal profile in Arsenic trioxide-induced testicular dysfunction in male Wistar rats. Magna Scientia Advanced Research and Reviews, 8(01), 001-018.
- Eyeghre, O. A., Ezeokafor, E. N., Dike, C. C., Oparaji, K. C., Amadi, C. S., Chukwuma, C. C., ... & Muorah, C. O. (2023). The Impact of Annona Muricata on Semen Quality and Antioxidants Levels in Alcohol-Induced Testicular Dysfunction in Male Wistar Rats.
- Ezeafulukwe, C., Okatta, C. G., & Ayanponle, L. (2022). Frameworks for sustainable human resource management: Integrating ethics, CSR, and Data-Driven Insights.
- Ezeamii, V., Adhikari, A., Caldwell, K. E., Ayo-Farai, O., Obiyano, C., & Kalu, K. A. (2023, November). Skin itching, eye irritations, and respiratory symptoms among swimming pool users and nearby residents in relation to stationary airborne chlorine gas exposure levels. In APHA 2023 Annual Meeting and Expo. APHA.
- Ezeamii, V., Jordan, K., Ayo-Farai, O., Obiyano, C., Kalu, K., & Soo, J. C. (2023). Dirunal and seasonal variations of atmospheric chlorine near swimming pools and overall surface microbial activity in surroundings.
- Ezeanochie, C. C., Afolabi, S. O., & Akinsooto, O. (2021). A Conceptual Model for Industry 4.0 Integration to Drive Digital Transformation in Renewable Energy Manufacturing.
- Ezeanochie, C. C., Afolabi, S. O., & Akinsooto, O. (2022). Advancing Automation Frameworks for Safety and Compliance in Offshore Operations and Manufacturing Environments.
- Ezeanochie, C. C., Afolabi, S. O., & Akinsooto, O. (2023). A Data-Driven Model for Automating RFQ Processes in Power Distribution and Data Center Infrastructure.
- Ezeanochie, C. C., Afolabi, S. O., & Akinsooto, O. (2023). Advancing Sustainable Engineering Through Design and Simulation for Reliable, Long-Life Electric Vehicle Components. International Journal of Sustainable Engineering Technologies, 8(2), 144-159.
- Ezeh, M. O., Daramola, G. O., Isong, D. E., Agho, M. O., & Iwe, K. A. (2023). Commercializing the future: Strategies for sustainable growth in the upstream oil and gas sector.
- Fiemotongha, J. E., Igwe, A. N., Ewim, C. P. M., & Onukwulu, E. C. (2023). Innovative trading strategies for optimizing profitability and reducing risk in global oil and gas markets. Journal of Advance Multidisciplinary Research, 2(1), 48-65.
- Fiemotongha, J. E., Igwe, A. N., Ewim, C. P. M., & Onukwulu, E. C. (2023). International Journal of Management and Organizational Research.
- Gidiagba, J. O., Ofonagoro, K. A., Tula, O. A., & Ndiwe, T. C. (2023). Enhancing Pore Pressure Prediction In Oil Well Drilling: A Comprehensive Study Of Well Planning And Cost-Effective Modeling In The Niger Delta Region. Engineering Heritage Journal (GWK), 7(2), 167-177.
- González, R., Peña, D. C., & Gómez, X. (2022). Anaerobic co-digestion of wastes: reviewing current status and approaches for enhancing biogas production. Applied Sciences, 12(17), 8884.
- Hanson, E., Nwakile, C., Adebayo, Y. A., & Esiri, A. E. (2023). Conceptualizing digital transformation in the energy and oil and gas sector. Global Journal of Advanced Research and Reviews, 1(02), 015-030.
- Ikeh, T. C., & Ndiwe, C. U. (2019). Solar photovoltaic as an option (alternative) for electrification of health care service in Anambra West, Nigeria. Asian Journal of Science and Technology, 10(6), 9720-9724. Asian Science & Technology.
- Imran, S., Patel, R. S., Onyeaka, H. K., Tahir, M., Madireddy, S., Mainali, P., ... & Ahmad, N. (2019). Comorbid depression and psychosis in Parkinson’s disease: a report of 62,783 hospitalizations in the United States. Cureus, 11(7).
- Isi, L. R., Ogu, E., Egbumokei, P. I., Dienagha, I. N., & Digitemie, W. N. (2021). Pioneering Eco-Friendly Fluid Systems and Waste Minimization Strategies in Fracturing and Stimulation Operations.
- Isi, L. R., Ogu, E., Egbumokei, P. I., Dienagha, I. N., & Digitemie, W. N. (2021). Advanced Application of Reservoir Simulation and DataFrac Analysis to Maximize Fracturing Efficiency and Formation Integrity.
- Isong, D. E., Daramola, G. O., Ezeh, M. O., Agho, M. O., & Iwe, K. A. (2023). Sustainability and carbon capture in the energy sector: A holistic framework for environmental innovation.
- Iwe, K. A., Daramola, G. O., Isong, D. E., Agho, M. O., & Ezeh, M. O. (2023). Real-time monitoring and risk management in geothermal energy production: ensuring safe and efficient operations.
- Izuka, U., Ojo, G. G., Ayodeji, S. A., Ndiwe, T. C., & Ehiaguina, V. E. (2023). Powering rural healthcare with sustainable energy: a global review of solar solutions. Engineering Science & Technology Journal, 4(4), P-No.
- Johnson, G. A., Martin, S., Vanderslott, S., Matuvanga, T. Z., Muhindo Mavoko, H., Mulopo, P. M., ... & Huapaya, V. C. (2022). “People Are Not Taking the Outbreak Seriously”: Interpretations of Religion and Public Health Policy During the COVID-19 Pandemic. In Caring on the Frontline during COVID-19: Contributions from Rapid Qualitative Research (pp. 113-138). Singapore: Springer Singapore.
- Kanu, M. O., Dienagha, I. N., Digitemie, W. N., Ogu, E., & Egbumokei, P. I. (2022). Optimizing Oil Production through Agile Project Execution Frameworks in Complex Energy Sector Challenges.
- Kanu, M. O., Egbumokei, P. I., Ogu, E., Digitemie, W. N., & Dienagha, I. N. (2022). Low-Carbon Transition Models for Greenfield Gas Projects: A Roadmap for Emerging Energy Markets.
- Karuppiah, T., & Azariah, V. E. (2019). Enhancement of Biogas. Anaerobic digestion, 91.
- Kokogho, E., Adeniji, I. E., Olorunfemi, T. A., Nwaozomudoh, M. O., Odio, P. E., & Sobowale, A. (2023). Framework for effective risk management strategies to mitigate financial fraud in Nigeria's currency operations. International Journal of Management and Organizational Research, 2(6), 209-222.
- Lottu, O. A., Ehiaguina, V. E., Ayodeji, S. A., Ndiwe, T. C., & Izuka, U. (2023). Global review of solar power in education: initiatives, challenges, and benefits. Engineering Science & Technology Journal, 4(4), 209-221.
- Mgbecheta, J., Onyenemezu, K., Okeke, C., Ubah, J., Ezike, T., & Edwards, Q. (2023): Comparative Assessment of Job Satisfaction among Frontline Health Care Workers in a Tertiary Hospital in South East Nigeria. AGE (years), 28, 6-83.
- Ndiwe, T. C., Olurina, J. O., Lottu, O. A., Izuka, U., & Ayodeji, S. A. (2023). Urban solar integration: A global review and potential in urban planning. Economic Growth and Environment Sustainability (EGNES), 1, 17-24. Zibeline International.
- Noah, G. U. (2022). Interdisciplinary strategies for integrating oral health in national immune and inflammatory disease control programs. Int J Comput Appl Technol Res, 11(12), 483-498.
- Nwakile, C., Hanson, E., Adebayo, Y. A., & Esiri, A. E. (2023). A conceptual framework for sustainable energy practices in oil and gas operations. Global Journal of Advanced Research and Reviews, 1(02), 031-046.
- Nwankwo, C. O., & Etukudoh, E. A. (2023) The Future of Autonomous Vehicles in Logistics and Supply Chain Management.
- Nwankwo, C. O., & Etukudoh, E. A. (2023). The Future of Autonomous Vehicles in Logistics and Supply Chain Management.
- Nwulu, E. O., Elete, T. Y., Aderamo, A. T., Esiri, A. E., & Erhueh, O. V. (2023). Promoting plant reliability and safety through effective process automation and control engineering practices. World Journal of Advanced Science and Technology, 4(1), 62-75.
- Nwulu, E. O., Elete, T. Y., Aderamo, A. T., Esiri, A. E., & Omomo, K. O. (2022). Predicting industry advancements: A comprehensive outlook on future trends and innovations in oil and gas engineering. International Journal of Frontline Research in Engineering and Technology, 1(2), 6-18.
- Nwulu, E. O., Elete, T. Y., Erhueh, O. V., Akano, O. A., & Aderamo, A. T. (2022). Integrative project and asset management strategies to maximize gas production: A review of best practices. World Journal of Advanced Science and Technology, 2(2), 18-33.
- Nwulu, E. O., Elete, T. Y., Erhueh, O. V., Akano, O. A., & Omomo, K. O. (2023). Machine learning applications in predictive maintenance: Enhancing efficiency across the oil and gas industry. International Journal of Engineering Research Updates, 5(1), 17-30.
- Nwulu, E. O., Elete, T. Y., Erhueh, O. V., Akano, O. A., & Omomo, K. O. (2022). Leadership in multidisciplinary engineering projects: A review of effective management practices and outcomes. International Journal of Scientific Research Updates, 4(2), 188-197.
- Nwulu, E. O., Elete, T. Y., Omomo, K. O., Akano, O. A., & Erhueh, O. V. (2023). The importance of interdisciplinary collaboration for successful engineering project completions: A strategic framework. World Journal of Engineering and Technology Research, 2(3), 48-56.
- Nwulu, E. O., Elete, T. Y., Omomo, K. O., Esiri, A. E., & Erhueh, O. V. (2023). Revolutionizing turnaround management with innovative strategies: Reducing ramp-up durations post-maintenance. International Journal of Frontline Research in Science and Technology, 2(2), 56-68.
- Obianyo, C., & Eremeeva, M. (2023). Alpha-Gal Syndrome: The End of Red Meat Consumption.
- Odio, P. E., Kokogho, E., Olorunfemi, T. A., Nwaozomudoh, M. O., Adeniji, I. E., & Sobowale, A. (2021). Innovative financial solutions: A conceptual framework for expanding SME portfolios in Nigeria's banking sector. International Journal of Multidisciplinary Research and Growth Evaluation, 2(1), 495-507.
- Ofori-Asenso, R., Ogundipe, O., Agyeman, A. A., Chin, K. L., Mazidi, M., Ademi, Z., ... & Liew, D. (2020). Cancer is associated with severe disease in COVID-19 patients: a systematic review and meta-analysis. Ecancermedicalscience, 14, 1047.
- Ofori-Asenso, R., Ogundipe, O., Agyeman, A. A., Chin, K. L., Mazidi, M., Ademi, Z., ... & Liew, D. (2020). Cancer is associated with severe disease in COVID-19 patients: a systematic review and meta-analysis. Ecancermedicalscience, 14, 1047.
- Ogu, E., Egbumokei, P. I., Dienagha, I. N., & Digitemie, W. N. (2023). Economic and environmental impact assessment of seismic innovations: A conceptual model for sustainable offshore energy development in Nigeria.
- Ogundipe, O., Mazidi, M., Chin, K. L., Gor, D., McGovern, A., Sahle, B. W., ... & Ofori-Asenso, R. (2021). Real-world adherence, persistence, and in-class switching during use of dipeptidyl peptidase-4 inhibitors: a systematic review and meta-analysis involving 594,138 patients with type 2 diabetes. Acta Diabetologica, 58, 39-46.
- Ogundipe, O., Sangoleye, D., & Udokanma, E. (2022). " People Are Not Taking the Outbreak Seriously": Interpretations of Religion and Public Health Policy During. Caring on the Frontline during COVID-19: Contributions from Rapid Qualitative Research, 113.
- Ogunnowo, E., Awodele, D., Parajuli, V., & Zhang, N. (2023, October). CFD Simulation and Optimization of a Cake Filtration System. In ASME International Mechanical Engineering Congress and Exposition (Vol. 87660, p. V009T10A009). American Society of Mechanical Engineers.
- Ogunnowo, E., Ogu, E., Egbumokei, P., Dienagha, I., & Digitemie, W. (2022). Theoretical model for predicting microstructural evolution in superalloys under directed energy deposition (DED) processes. Magna Scientia Advanced Research and Reviews, 5(1), 76-89.
- Ogunnowo, E., Ogu, E., Egbumokei, P., Dienagha, I., & Digitemie, W. (2021). Theoretical framework for dynamic mechanical analysis in material selection for high-performance engineering applications. Open Access Research Journal of Multidisciplinary Studies, 1(2), 117-131.
- Ogunwole, O., Onukwulu, E. C., Joel, M. O., Adaga, E. M., & Achumie, G. O. (2023). Strategic roadmaps for AI-driven data governance: Aligning business intelligence with organizational goals. International Journal of Management and Organizational Research, 2(1), 151–160. https://doi.org/10.54660/IJMOR.2023.2.1.151-160
- Ogunwole, O., Onukwulu, E. C., Joel, M. O., Ibeh, A. I., & Ewin, C. P. M. (2023). Advanced data governance strategies: Ensuring compliance, security, and quality at enterprise scale. International Journal of Social Science Exceptional Research, 2(1), 156–163. https://doi.org/10.54660/IJSSER.2023.2.1.156-163
- Ogunwole, O., Onukwulu, E. C., Sam-Bulya, N. J., Joel, M. O., & Achumie, G. O. (2022). Optimizing automated pipelines for real-time data processing in digital media and e-commerce. International Journal of Multidisciplinary Research and Growth Evaluation, 3(1), 112–120. https://doi.org/10.54660/.IJMRGE.2022.3.1.112-120
- Ogunwole, O., Onukwulu, E. C., Sam-Bulya, N. J., Joel, M. O., & Ewim, C. P. (2022). Enhancing risk management in big data systems: A framework for secure and scalable investments. International Journal of Multidisciplinary Comprehensive Research, 1(1), 10–16. https://doi.org/10.54660/IJMCR.2022.1.1.10-16
- Ojika, F. U., Onaghinor, O., Esan, O. J., Daraojimba, A. I., & Ubamadu, B. C. (2023). A predictive analytics model for strategic business decision-making: A framework for financial risk minimization and resource optimization. IRE Journals, 7(2), 764–766.
- Ojika, F. U., Onaghinor, O., Esan, O. J., Daraojimba, A. I., & Ubamadu, B. C. (2023). Developing a predictive analytics framework for supply chain resilience: Enhancing business continuity and operational efficiency through advanced software solutions. IRE Journals, 6(7), 517–519.
- Ojika, F. U., Owobu, O., Abieba, O. A., Esan, O. J., Daraojimba, A. I., & Ubamadu, B. C. (2021, March). A conceptual framework for AI-driven digital transformation: Leveraging NLP and machine learning for enhanced data flow in retail operations. IRE Journals, 4(9). ISSN: 2456-8880.
- Ojika, F. U., Owobu, W. O., Abieba, O. A., Esan, O. J., Ubamadu, B. C., & Daraojimba, A. I. (2023). Transforming Cloud Computing Education: Leveraging AI and Data Science for Enhanced Access and Collaboration in Academic Environments.
- Ojika, F. U., Owobu, W. O., Abieba, O. A., Esan, O. J., Ubamadu, B. C., & Ifesinachi, A. (2021). Optimizing AI Models for Cross-Functional Collaboration: A Framework for Improving Product Roadmap Execution in Agile Teams.
- Ojo, G. G., Lottu, O. A., Ndiwe, T. C., Izuka, U., & Ehiobu, N. N. (2023). Solar Energy Adaptation and Efficiency Across Diverse Nigerian and Global Climates: A Review of Technological Advancement. Engineering Heritage Journal (GWK), 7(1), 99-107.
- Okolo, F. C., Etukudoh, E. A., Ogunwole, O., Osho, G. O., & Basiru, J. O. (2023). Advances in Cyber-Physical Resilience of Transportation Infrastructure in Emerging Economies and Coastal Regions.
- Okolo, F. C., Etukudoh, E. A., Ogunwole, O., Osho, G. O., & Basiru, J. O. (2021). Systematic Review of Cyber Threats and Resilience Strategies Across Global Supply Chains and Transportation Networks.
- Okolo, F. C., Etukudoh, E. A., Ogunwole, O., Osho, G. O., & Basiru, J. O. (2022). Policy-Oriented Framework for Multi-Agency Data Integration Across National Transportation and Infrastructure Systems.
- Okolo, F. C., Etukudoh, E. A., Ogunwole, O., Osho, G. O., & Basiru, J. O. (2022). Advances in Integrated Geographic Information Systems and AI Surveillance for Real-Time Transportation Threat Monitoring.
- Okolo, F. C., Etukudoh, E. A., Ogunwole, O., Osho, G. O., & Basiru, J. O. (2023). A Conceptual Model for Balancing Automation, Human Oversight, and Security in Next-Generation Transport Systems.
- Okolo, F. C., Etukudoh, E. A., Ogunwole, O., Osho, G. O., & Basiru, J. O. (2023). Systematic Review of Business Analytics Platforms in Enhancing Operational Efficiency in Transportation and Supply Chain Sectors.
- Okolo, F. C., Etukudoh, E. A., Ogunwole, O., Osho, G. O., & Basiru, J. O. (2023). Strategic Approaches to Building Digital Workforce Capacity for Cybersecure Transportation Operations and Policy Compliance.
- Okuh, C. O., Nwulu, E. O., Ogu, E., Egbumokei, P. I., Dienagha, I. N., & Digitemie, W. N. (2023). Advancing a Waste-to-Energy Model to Reduce Environmental Impact and Promote Sustainability in Energy Operations.
- Olurin, J. O., Gidiagba, J. O., Ehiaguina, V. E., Ndiwe, T. C., Ojo, G. G., & Ogunjobi, O. A. (2023). Safety, quality control, and sustainability in construction: Exploring the nexus–a review. Engineering Heritage Journal, 7(1), 72-93.
- Olurin, J. O., Gidigba, J. O., Ehiaguina, V. E., Ndiwe, T. C., Ayodeji, S. A., Banso, A. A., ... & Ojo, G. G. (2023). Engineering Innovations And Sustainable Entrepreneurship: A Comprehensive Literature Review. Materials & Corrosion Engineering Management (MACEM), 4(2), 62-71.
- Omisola, J. O., Etukudoh, E. A., Okenwa, O. K., & Tokunbo, G. I. (2020). Innovating Project Delivery and Piping Design for Sustainability in the Oil and Gas Industry: A Conceptual Framework. perception, 24, 28-35.
- Omisola, J. O., Etukudoh, E. A., Okenwa, O. K., & Tokunbo, G. I. (2020). Innovating Project Delivery and Piping Design for Sustainability in the Oil and Gas Industry: A Conceptual Framework. perception, 24, 28-35.
- Onaghinor, O., Uzozie, O. T., Esan, O. J., Etukudoh, E. A., & Omisola, J. O. (2021). Predictive modeling in procurement: A framework for using spend analytics and forecasting to optimize inventory control. IRE Journals, 5(6), 312–314.
- Onaghinor, O., Uzozie, O. T., Esan, O. J., Osho, G. O., & Etukudoh, E. A. (2021). Gender-responsive leadership in supply chain management: A framework for advancing inclusive and sustainable growth. IRE Journals, 4(7), 135–137.
- Onukwulu, E. C., Dienagha, I. N., Digitemie, W. N., & Egbumokei, P. I. (2021, June 30). Framework for decentralized energy supply chains using blockchain and IoT technologies. IRE Journals. https://www.irejournals.com/index.php/paper-details/1702766
- Onukwulu, E. C., Dienagha, I. N., Digitemie, W. N., & Egbumokei, P. I. (2021, September 30). Predictive analytics for mitigating supply chain disruptions in energy operations. IRE Journals. https://www.irejournals.com/index.php/paper-details/1702929
- Onukwulu, E. C., Dienagha, I. N., Digitemie, W. N., & Egbumokei, P. I. (2022, June 30). Advances in digital twin technology for monitoring energy supply chain operations. IRE Journals. https://www.irejournals.com/index.php/paper-details/1703516
- Onukwulu, E. C., Dienagha, I. N., Digitemie, W. N.,& Egbumokei, P. I (2022). Blockchain for transparent and secure supply chain management in renewable energy. International Journal of Science and Technology Research Archive, 3(1) 251-272 https://doi.org/10.53771/ijstra.2022.3.1.0103
- Onukwulu, E. C., Dienagha, I. N., Digitemie, W. N.,& Egbumokei, P. I (2021). AI-driven supply chain optimization for enhanced efficiency in the energy sector. Magna Scientia Advanced Research and Reviews, 2(1) 087-108 https://doi.org/10.30574/msarr.2021.2.1.0060
- Onukwulu, E. C., Fiemotongha, J. E., Igwe, A. N., & Ewim, C. P. M. (2023). Transforming supply chain logistics in oil and gas: best practices for optimizing efficiency and reducing operational costs. Journal of Advance Multidisciplinary Research, 2(2), 59-76.
- Onukwulu, E. C., Fiemotongha, J. E., Igwe, A. N., & Ewim, C. P. M. (2022). International Journal of Management and Organizational Research.
- Onukwulu, E. C., Fiemotongha, J. E., Igwe, A. N., & Ewim, C. P.-M. (2023). Mitigating market volatility: Advanced techniques for enhancing stability and profitability in energy commodities trading. International Journal of Management and Organizational Research, 3(1), 131–148.
- Onukwulu, E. C., Fiemotongha, J. E., Igwe, A. N., & Ewim, C. P.-M. (2023). The evolution of risk management practices in global oil markets: Challenges and opportunities for modern traders. International Journal of Management and Organizational Research, 2(1), 87–101.
- Onukwulu, E. C., Fiemotongha, J. E., Igwe, A. N., & Ewim, C. P.-M. (2023). Marketing strategies for enhancing brand visibility and sales growth in the petroleum sector: Case studies and key insights from industry leaders. International Journal of Management and Organizational Research, 2(1), 74–86.
- Onukwulu, E. C., Fiemotongha, J. E., Igwe, A. N., & Ewim, C. P.-M. (2023). Mitigating market volatility: Advanced techniques for enhancing stability and profitability in energy commodities trading. International Journal of Management and Organizational Research, 3(1), 131–148.
- Onukwulu, E. C., Fiemotongha, J. E., Igwe, A. N., & Ewim, C. P.-M. (2023). The evolution of risk management practices in global oil markets: Challenges and opportunities for modern traders. International Journal of Management and Organizational Research, 2(1), 87–101.
- Onyeke, F. O., Digitemie, W. N., Adekunle, M., & Adewoyin, I. N. D. (2023). Design Thinking for SaaS Product Development in Energy and Technology: Aligning User-Centric Solutions with Dynamic Market Demands.
- Onyeke, F. O., Odujobi, O., Adikwu, F. E., & Elete, T. Y. (2022). 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, 3(1), 106-112.
- Onyeke, F. O., Odujobi, O., Adikwu, F. E., & Elete, T. Y. (2022). 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, 4(2), 94-101.
- Onyeke, F. O., Odujobi, O., Adikwu, F. E., & Elete, T. Y. (2023). 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, 10(2), 1223-1230.
- Onyeke, F. O., Odujobi, O., Adikwu, F. E., & Elete, T. Y. (2023). Revolutionizing process alarm management in refinery operations: Strategies for reducing operational risks and improving system reliability. Magna Scientia Advanced Research and Reviews, 9(2), 187-194.
- Orieno, O. H., Oluoha, O. M., Odeshina, A., Reis, O., Okpeke, F., & Attipoe, V. (2022). Artificial intelligence integration in regulatory compliance: A strategic model for cybersecurity enhancement. Open Access Research Journal of Multidisciplinary Studies, 3(1), 35–46.
- Orieno, O. H., Oluoha, O. M., Odeshina, A., Reis, O., Okpeke, F., & Attipoe, V. (2021). Project management innovations for strengthening cybersecurity compliance across complex enterprises. Open Access Research Journal of Multidisciplinary Studies, 2(1), 871–881.
- Orieno, O. H., Oluoha, O. M., Odeshina, A., Reis, O., Okpeke, F., & Attipoe, V. (2022). Optimizing business decision-making with advanced data analytics techniques. Open Access Research Journal of Multidisciplinary Studies, 6(5), 184–203.
- Orieno, O. H., Oluoha, O. M., Odeshina, A., Reis, O., Okpeke, F., & Attipoe, V. (2022). A unified framework for risk-based access control and identity management in compliance-critical environments. Open Access Research Journal of Multidisciplinary Studies, 3(1), 23–34.
- Orieno, O. H., Oluoha, O. M., Odeshina, A., Reis, O., Okpeke, F., & Attipoe, V. (2022). A strategic fraud risk mitigation framework for corporate finance cost optimization and loss prevention. Open Access Research Journal of Multidisciplinary Studies, 5(10), 354–368.
- Orieno, O. H., Oluoha, O. M., Odeshina, A., Reis, O., Okpeke, F., & Attipoe, V. (2023). Developing compliance-oriented social media risk management models to combat identity fraud and cyber threats. Open Access Research Journal of Multidisciplinary Studies, 4(1), 1055–1073.
- Orieno, O. H., Oluoha, O. M., Odeshina, A., Reis, O., Okpeke, F., & Attipoe, V. (2023). A privacy-first framework for data protection and compliance assurance in digital ecosystems. Open Access Research Journal of Multidisciplinary Studies, 7(4), 620–646.
- Oyedokun, O. O. (2019). Green human resource management practices and its effect on the sustainable competitive edge in the Nigerian manufacturing industry (Dangote) (Doctoral dissertation, Dublin Business School).
- Oyeyipo, I., Attipoe, V., Mayienga, B. A., Onwuzulike, O. C., Ayodeji, D. C., Nwaozomudoh, M. O., ... & Ahmadu, J. (2023): A Conceptual Framework for Transforming Corporate Finance Through Strategic Growth, Profitability, and Risk Optimization.
- Ozobu, C. O., Adikwu, F. E., Odujobi, O., Onyekwe, F. O., Nwulu, E. O., & Daraojimba, A. I. (2023). Leveraging AI and Machine Learning to Predict Occupational Diseases: A Conceptual Framework for Proactive Health Risk Management in High-Risk Industries.
- Ozobu, C. O., Adikwu, F., Odujobi, O., Onyekwe, F. O., & Nwulu, E. O. (2022). A conceptual model for reducing occupational exposure risks in high-risk manufacturing and petrochemical industries through industrial hygiene practices. International Journal of Social Science Exceptional Research, 1(1), 26-37.
- Ozobu, C. O., Onyekwe, F. O., Adikwu, F. E., Odujobi, O., & Nwulu, E. O. (2023). Developing a National Strategy for Integrating Wellness Programs into Occupational Safety and Health Management Systems in Nigeria: A Conceptual Framework.
- Sobowale, A., Kokogho, E., Adeniji, I. E., Olorunfemi, T. A., Nwaozomudoh, M. O., & Odio, P. E. (2023). Framework for effective risk management strategies to mitigate financial fraud in Nigeria's currency operations. International Journal of Management and Organizational Research, 2(6), 209–222. ANFO Publication House.
- Sobowale, A., Nwaozomudoh, M. O., Odio, P. E., Kokogho, E., Olorunfemi, T. A., & Adeniji, I. E. (2021). Developing a conceptual framework for enhancing interbank currency operation accuracy in Nigeria's banking sector. International Journal of Multidisciplinary Research and Growth Evaluation, 2(1), 481–494. ANFO Publication House.
- Sobowale, A., Odio, P. E., Kokogho, E., Olorunfemi, T. A., Nwaozomudoh, M. O., & Adeniji, I. E. (2021). Innovative financial solutions: A conceptual framework for expanding SME portfolios in Nigeria's banking sector. International Journal of Multidisciplinary Research and Growth Evaluation, 2(1), 495–507. ANFO Publication House.
- Sobowale, A., Odio, P. E., Kokogho, E., Olorunfemi, T. A., Nwaozomudoh, M. O., & Adeniji, I. E. (2022). A conceptual model for reducing operational delays in currency distribution across Nigerian banks. International Journal of Social Science Exceptional Research, 1(6), 17–29. ANFO Publication House.
- Tula, O. A., Adekoya, O. O., Isong, D., Daudu, C. D., Adefemi, A., & Okoli, C. E. (2004). Corporate advising strategies: A comprehensive review for aligning petroleum engineering with climate goals and CSR commitments in the United States and Africa. Corporate Sustainable Management Journal, 2(1), 32-38.
- Ubamadu, B. C., Ojika, F. U., Onaghinor, O., Esan, O. J., & Daraojimba, A. I. (2023, August). A predictive analytics model for strategic business decision-making: A framework for financial risk minimization and resource optimization. IRE Journals, 7(2). ISSN: 2456-8880.
- Ubamadu, B. C., Ojika, F. U., Onaghinor, O., Esan, O. J., & Daraojimba, A. I. (2023, January). Developing a predictive analytics framework for supply chain resilience: Enhancing business continuity and operational efficiency through advanced software solutions. IRE Journals, 6(7). ISSN: 2456-8880.
- Uzozie, O. T., Onaghinor, O., Esan, O. J., Osho, G. O., & Etukudoh, E. A. (2023). Transforming Procurement Practices with Automation: A Review of Blockchain and RPA Integration for Enhanced Supplier Risk Management.
- Uzozie, O. T., Onaghinor, O., Esan, O. J., Osho, G. O., & Etukudoh, E. A. (2023). Transforming Procurement Practices with Automation: A Review of Blockchain and RPA Integration for Enhanced Supplier Risk Management.
- Van, D. P., Fujiwara, T., Tho, B. L., Toan, P. P. S., & Minh, G. H. (2020). A review of anaerobic digestion systems for biodegradable waste: Configurations, operating parameters, and current trends. Environmental Engineering Research, 25(1), 1-17.
- Vindrola-Padros, C., & Johnson, G. A. (2022). Caring on the Frontline during COVID-19. Springer Singapore.
Downloads
Published
Issue
Section
License
Copyright (c) IJSRCSEIT

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