Optimization Techniques for 5G O-RAN Deployment in Cloud Environments

Authors

  • Imran Khan Scholar, Visvesvaraya Technological University , College - MVJ College of Engineering , Bangalore
  • Nishit Agarwal Scholar, Northeastern University, Jersey City, NJ - 07307,
  • Shanmukha Eeti Scholar, Visvesvaraya Technological University, WHITEFIELD, BANGALORE -560066, INDIA ,
  • Om Goel Independent Researcher, Abes En-gineering College Ghaziabad,
  • Prof.(Dr.) Arpit Jain KL University, Vijaywada, Andhra Pradesh,
  • Prof.(Dr) Punit Goel Research Supervisor , Maharaja Agrasen Hima-layan Garhwal Universi-ty, Uttarakhand,

DOI:

https://doi.org/10.36676/dira.v12.i3.135

Keywords:

networks, O-RAN, cloud environments, op-timization techniques, resource allocation, network slicing

Abstract

The evolution of fifth-generation (5G) networks is transforming communication by offering high data rates, low latency, and massive connectivity. The advent of Open Radio Access Network (O-RAN) architecture promotes an open, flexible, and virtualized approach to RAN components, aligning with the cloud-based deployment paradigm. Optimizing 5G O-RAN deployment in cloud environments is crucial for ensuring performance, cost efficiency, and scalability. This paper explores various optimization techniques that address key challenges such as resource allocation, network slicing, and latency reduction in cloud-based 5G O-RAN systems. Techniques like machine learning-driven resource management, dynamic network slicing, and edge computing integration are analysed for their potential to enhance network efficiency. Furthermore, the role of orchestration platforms, containerization, and distributed computing frameworks in optimizing the deployment of O-RAN in multi-cloud environments is discussed. The study highlights the need for a holistic approach that combines algorithmic optimization, intelligent resource management, and cloud-native design principles to meet the stringent requirements of 5G networks. The findings demonstrate that the right optimization techniques can significantly enhance the performance and sustainability of 5G O-RAN deployments, driving innovation in cloud-based telecommunications.

This abstract provides a high-level overview while focusing on the key aspects of optimization in the context of 5G O-RAN and cloud environments.

References

Mahadik, S., Murthy, P., Kumar, R., Goel, O., & Jain, A. (2023). The influ-ence of market strategy on product suc-cess. International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET), 11(7).

Vadlamani, Satish, Nishit Agarwal, Venkata Ramanaiah Chintha, Er. Aman Shrivastav, Shalu Jain, and Om Goel. 2023. "Cross Platform Data Migration Strategies for Enterprise Data Ware-houses." International Research Journal of Modernization in Engineering, Tech-nology and Science 5(11):1-10. https://doi.org/10.56726/IRJMETS46858.

Gannamneni, Nanda Kishore, Bipin Gajbhiye, Santhosh Vijayabaskar, Om Goel, Arpit Jain, and Punit Goel. 2023. "Challenges and Solutions in Global Rollout Projects Using Agile Methodol-ogy in SAP SD/OTC." International Journal of Progressive Research in En-gineering Management and Science (IJPREMS) 3(12):476-487. doi: https://www.doi.org/10.58257/IJPREMS32323.

Arulkumaran, Rahul, Dignesh Kumar Khatri, Viharika Bhimanapati, Anshika Aggarwal, and Vikhyat

Agarwal, Nishit, Rikab Gunj, Shreyas Mahimkar, Sumit Shekhar, Prof. Arpit Jain, and Prof. Punit Goel. 2023. "Sig-nal Processing for Spinal Cord Injury Monitoring with sEMG." Innovative Re-search Thoughts 9(5):334. doi: https://doi.org/10.36676/irt.v9.i5.1491.

Khair, Md Abul, Amit Mangal, Swetha Singiri, Akshun Chhapola, and Om Goel. 2023. "Advanced Security Fea-tures in Oracle HCM Cloud." Shodh Sagar® Universal Research Reports 10(4):493. doi: https://doi.org/10.36676/urr.v10.i4.1360.

Agarwal, Nishit, Rikab Gunj, Venkata Ramanaiah Chintha, Vishesh Narendra Pamadi, Anshika Aggarwal, and Vikhyat Gupta. 2023. "GANs for Enhancing Wearable Biosensor Data Accuracy." SHODH SAGAR® Universal Research Reports 10(4):533. https://doi.org/10.36676/urr.v10.i4.1362.

Murali Mohana Krishna Dandu, Vish-wasrao Salunkhe, Shashwat Agrawal, Prof.(Dr) Punit Goel, & Vikhyat Gupta. (2023). Knowledge Graphs for Person-alized Recommendations. Innovative Research Thoughts, 9(1), 450–479. https://doi.org/10.36676/irt.v9.i1.1497.

Agarwal, N., Murthy, P., Kumar, R., Goel, O., & Agarwal, R. (2023). Predic-tive analytics for real-time stress moni-toring from BCI. International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET), 11(7), 61. https://www.ijrmeet.org.

Balasubramaniam, Vanitha Sivasanka-ran, Pattabi Rama Rao Thumati, Pavan Kanchi, Raghav Agarwal, Om Goel, and Er. Aman Shrivastav. 2023. "Evaluating the Impact of Agile and Waterfall Meth-odologies in Large Scale IT Projects." International Journal of Progressive Re-search in Engineering Management and Science 3(12):397-412. doi:10.58257/IJPREMS32363.

Joshi, Archit, Rahul Arulkumaran, Nishit Agarwal, Anshika Aggarwal, Prof.(Dr) Punit Goel, & Dr. Alok Gupta. (2023). "Cross Market Monetization Strategies Using Google Mobile Ads." Innovative Research Thoughts, 9(1), 480–507. doi:10.36676/irt.v9.i1.1498.

Archit Joshi, Murali Mohana Krishna Dandu, Vanitha Sivasankaran, A Renuka, & Om Goel. (2023). "Improv-ing Delivery App User Experience with Tailored Search Features." Universal Research Reports, 10(2), 611–638. doi:10.36676/urr.v10.i2.1373.

Antara, E. F., Jain, E. A., & Goel, P. (2023). Cost-efficiency and perfor-mance in cloud migration strategies: An analytical study. Journal of Network and Research in Distributed Systems, 1(6), a1-a13.

Kankanampati, Phanindra Kumar, Raja Kumar Kolli, Chandrasekhara Mokka-pati, Om Goel, Shakeb Khan, and Arpit Jain. 2023. "Agile Methodologies in Procurement Solution Design Best Prac-tices." International Research Journal of Modernization in Engineering, Tech-nology and Science 5(11). doi: https://www.doi.org/10.56726/IRJMETS46859.

Vadlamani, Satish, Rahul Arulkumaran, Shreyas Mahimkar, Aayush Jain, Shakeb Khan, and Arpit Jain. 2023. "Best Prac-tices in Data Quality and Control for Large Scale Data Warehousing." Inter-national Journal of Progressive Re-search in Engineering Management and Science 3(12):506-522. https://www.doi.org/10.58257/IJPREMS32318.

Gannamneni, Nanda Kishore, Jaswanth Alahari, Aravind Ayyagiri, Prof.(Dr) Pu-nit Goel, Prof.(Dr.) Arpit Jain, & Aman Shrivastav. 2021. "Integrating SAP SD with Third-Party Applications for En-hanced EDI and IDOC Communica-tion." Universal Research Reports, 8(4), 156–168. https://doi.org/10.36676/urr.v8.i4.1384.

Singiri, S., Goel, P., & Jain, A. (2023). "Building distributed tools for multi-parametric data analysis in health." Journal of Emerging Trends in Network-ing and Research, 1(4), a1-a15. Pub-lished URL: [rjpn jetnr/viewpaperforall.php?paper=JETNR2304001](rjpn jetnr/viewpaperforall.php?paper=JETNR2304001)

Krishna Kishor Tirupati, Murali Mo-hana Krishna Dandu, Vanitha Sivasan-karan Balasubramaniam, A Renuka, & Om Goel. (2023). "End to End Devel-opment and Deployment of Predictive Models Using Azure Synapse Analytics." Innovative Research Thoughts, 9(1), 508–537. doi:10.36676/irt.v9.i1.1499.

"Joshi, Archit, Raja Kumar Kolli, Shanmukha Eeti, Punit Goel, Arpit Jain, and Alok Gupta. 2023. "MVVM in An-droid UI Libraries: A Case Study of Re-architecting Messaging SDKs." Interna-tional Journal of Progressive Research in Engineering Management and Sci-ence 3(12):444-459. doi:10.58257/IJPREMS32376.

Murali Mohana Krishna Dandu, Siddhey Mahadik, Prof.(Dr.) Arpit Jain, Md Abul Khair, & Om Goel. (2023). Learning To Rank for E-commerce Cart Optimization. Universal Research Re-ports, 10(2), 586–610. https://doi.org/10.36676/urr.v10.i2.1372.

Kshirsagar, Rajas Paresh, Jaswanth Alahari, Aravind Ayyagiri, Punit Goel, Arpit Jain, and Aman Shrivastav. 2023. “Cross Functional Leadership in Prod-uct Development for Programmatic Ad-vertising Platforms.” International Re-search Journal of Modernization in En-gineering Technology and Science 5(11):1-15. doi: https://www.doi.org/10.56726/IRJMETS46861.

Dandu, Murali Mohana Krishna, Da-saiah Pakanati, Harshita Cherukuri, Om Goel, Shakeb Khan, and Aman Shrivastav. (2023). "Domain-Specific Pretraining for Retail Object Detection." International Journal of Progressive Re-search in Engineering Management and Science 3(12): 413-427. https://doi.org/10.58257/IJPREMS32369.

Vanitha Sivasankaran Balasubrama-niam, Siddhey Mahadik, Md Abul Khair, Om Goel, & Prof.(Dr.) Arpit Jain. (2023). Effective Risk Mitigation Strate-gies in Digital Project Management. In-novative Research Thoughts, 9(1), 538–567. https://doi.org/10.36676/irt.v9.i1.1500.

Gupta. 2023. "AI-Driven Optimization of Proof-of-Stake Blockchain Valida-tors." Innovative Research Thoughts 9(5):315. doi: https://doi.org/10.36676/irt.v9.i5.1490.

Arulkumaran, R., Chinta, U., Bhimanapati, V. B. R., Jain, S., & Goel, P. (2023). NLP applications in block-chain data extraction and classification. International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET), 11(7), 32. https://www.ijrmeet.org.

Vanitha Sivasankaran Balasubrama-niam, Rahul Arulkumaran, Nishit Agarwal, Anshika Aggarwal, & Prof.(Dr) Punit Goel. (2023). Leverag-ing Data Analysis Tools for Enhanced Project Decision Making. Universal Re-search Reports, 10(2), 712–737. https://doi.org/10.36676/urr.v10.i2.1376.

Tirupati, Krishna Kishor, Shreyas Mahimkar, Sumit Shekhar, Om Goel, Ar-pit Jain, and Alok Gupta. 2023. "Ad-vanced Techniques for Data Integration and Management Using Azure Logic Apps and ADF." International Journal of Progressive Research in Engineering Management and Science 3(12):460–475. doi: https://www.doi.org/10.58257/IJPREMS32371.

Sivaprasad Nadukuru, Archit Joshi, Shalu Jain, Krishna Kishor Tirupati, & Akshun Chhapola. (2023). Advanced Techniques in SAP SD Customization for Pricing and Billing. Innovative Re-search Thoughts, 9(1), 421–449. https://doi.org/10.36676/irt.v9.i1.1496.

Antara, F., Goel, P., & Goel, O. (2023). Optimizing modern cloud data ware-housing solutions: Techniques and strategies. International Journal of Novel Research and Development, 8(3), 772. https://www.ijnrd.org

ER. FNU Antara, & ER. Pandi Kirupa Gopalakrishna Pandian. (2024). Net-work security measures in cloud infra-structure: A comprehensive study. Inter-national Journal of Innovative Research in Technology, 9(3), 916-925. ijirt Arti-cle?manuscript=167450

Kolli, R. K., Pandey, D. P., & Goel, E. O. (2024). Complex load balancing in multi-regional networks. International Journal of Network Technology and In-novation, 2(1), a19-a29. rjpn ijnti/viewpaperforall.php?paper=IJNTI2401004

Nadukuru, Sivaprasad, Venkata Rama-naiah Chintha, Vishesh Narendra Pa-madi, Punit Goel, Vikhyat Gupta, and Om Goel. 2023. "SAP Pricing Proce-dures Configuration and Optimization Strategies." International Journal of Progressive Research in Engineering Management and Science 3(12):428–443. doi: https://www.doi.org/10.58257/IJPREMS32370.

Pagidi, Ravi Kiran, Shashwat Agrawal, Swetha Singiri, Akshun Chhapola, Om Goel, and Shalu Jain. 2023. "Real-Time Data Processing with Azure Event Hub and Streaming Analytics." International Journal of General Engineering and Technology (IJGET) 12(2):1–24.

Antara, E. F. N., Khan, S., & Goel, O. (2023). Workflow management automa-tion: Ansible vs. Terraform. Journal of Emerging Technologies and Network Research, 1(8), a1-a11.

Swetha, S., Goel, O., & Khan, S. (2023). "Integrating data for strategic business intelligence to enhance data analytics." Journal of Emerging Trends and Novel Research, 1(3), a23-a34. https://rjpn.org/jetnr/viewpaperforall.php?paper=JETNR2303003

Arulkumaran, Rahul, Dignesh Kumar Khatri, Viharika Bhimanapati, Lagan Goel, and Om Goel. 2023. "Predictive Analytics in Industrial Processes Using LSTM Networks." Shodh Sagar® Uni-versal Research Reports 10(4):512. https://doi.org/10.36676/urr.v10.i4.1361.

Kankanampati, Phanindra Kumar, Vishwasrao Salunkhe, Pronoy Chopra, Er. Aman Shrivastav, Prof. (Dr) Punit Goel, and Om Goel. 2023. "Ensuring Compliance in Global Procurement with Third Party Tax Solutions Integration." International Journal of Progressive Re-search in Engineering Management and Science 3(12):488-505. doi: https://www.doi.org/10.58257/IJPREMS32319.

Pagidi, Ravi Kiran, Jaswanth Alahari, Aravind Ayyagiri, Punit Goel, Arpit Jain, and Aman Shrivastav. 2023. "Building Business Intelligence Dashboards with Power BI and Snowflake." International Journal of Progressive Research in En-gineering Management and Science (IJPREMS) 3(12):523-541. DOI: https://www.doi.org/10.58257/IJPREMS32316.

Kshirsagar, Rajas Paresh, Vishwasrao Salunkhe, Pronoy Chopra, Aman Shrivastav, Punit Goel, and Om Goel. 2023. “Enhancing Self-Service Ad Plat-forms with Homegrown Ad Stacks: A Case Study.” International Journal of General Engineering and Technology 12(2):1–24.

Kankanampati, Phanindra Kumar, San-thosh Vijayabaskar, Bipin Gajbhiye, Om Goel, Arpit Jain, and Punit Goel. 2023. "Optimizing Spend Management with SAP Ariba and S4 HANA Integration." International Journal of General Engi-neering and Technology (IJGET) 12(2):1–24.

Sivaprasad Nadukuru, Dr S P Singh, Shalu Jain, Om Goel, & Raghav Agarwal. (2023). Implementing SAP Hybris for E commerce Solutions in Global Enterprises. Universal Research Reports, 10(2), 639–675. https://doi.org/10.36676/urr.v10.i2.1374.

Vadlamani, Satish, Jaswanth Alahari, Aravind Ayyagiri, Punit Goel, Arpit Jain, and Aman Shrivastav. 2023. "Optimiz-ing Data Integration Across Disparate Systems with Alteryx and Informatica." International Journal of General Engi-neering and Technology 12(2):1–24.

Gannamneni, Nanda Kishore, Siddhey Mahadik, Shanmukha Eeti, Om Goesssl, Shalu Jain, and Raghav Agarwal. 2023. "Leveraging SAP GTS for Compliance Management in Global Trade Opera-tions." International Journal of General Engineering and Technology (IJGET) 12(2):1–24.

Dave, Arth, Jaswanth Alahari, Aravind Ayyagiri, Punit Goel, Arpit Jain, and Aman Shrivastav. 2023. "Privacy Con-cerns and Solutions in Personalized Ad-vertising on Digital Platforms." Interna-tional Journal of General Engineering and Technology 12(2):1–24. IASET. ISSN (P): 2278–9928; ISSN (E): 2278–9936.

Saoji, Mahika. 2023. "The Gut-Brain Connection and Neurodegenerative Diseases: Rethinking Treatment Op-tions." International Journal of General Engineering and Technology (IJGET) 12(2):1–24.

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Published

2024-09-30
CITATION
DOI: 10.36676/dira.v12.i3.135
Published: 2024-09-30

How to Cite

Imran Khan, Nishit Agarwal, Shanmukha Eeti, Om Goel, Prof.(Dr.) Arpit Jain, & Prof.(Dr) Punit Goel. (2024). Optimization Techniques for 5G O-RAN Deployment in Cloud Environments. Darpan International Research Analysis, 12(3), 869–614. https://doi.org/10.36676/dira.v12.i3.135

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