Leveraging AI and Machine Learning for Advanced Product Configuration and Optimization
Main Article Content
Abstract
In the contemporary landscape of product development, the integration of Artificial Intelligence (AI) and Machine Learning (ML) has revolutionized product configuration and optimization processes. This study explores the potential of AI and ML technologies to enhance the customization of products, allowing manufacturers to respond dynamically to customer preferences and market trends. By employing advanced algorithms and data analytics, businesses can analyze vast datasets to identify patterns and insights that inform decision-making in product design and configuration.
The application of AI-driven tools facilitates the automation of complex configuration tasks, reducing lead times and minimizing errors associated with manual processes. Moreover, the adaptability of ML models allows for continuous improvement in configuration strategies, optimizing resource allocation and production efficiency. This research highlights case studies from various industries that have successfully implemented AI and ML solutions, demonstrating tangible benefits such as increased customer satisfaction, reduced costs, and enhanced competitive advantage.
Furthermore, the paper discusses the challenges and considerations associated with the integration of these technologies, including data security, the need for skilled personnel, and the importance of ethical considerations in AI applications. By leveraging AI and ML for advanced product configuration and optimization, organizations can not only meet the growing demands of customization but also pave the way for innovative product offerings in an increasingly complex marketplace. This study serves as a comprehensive guide for practitioners seeking to harness the power of AI and ML in their product development initiatives.
Article Details
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
The license allows re-users to share and adapt the work, as long as credit is given to the author and don't use it for commercial purposes.
References
• Adams, R., & Stewart, J. (2020). Enhancing user experience with AI-driven configurations: A case study in digital products. Journal of Product Innovation Management, 37(4), 345-362.
• Brown, L., & White, T. (2020). Ethical considerations in AI-driven product development: A framework for accountability. AI & Ethics, 1(1), 15-28.
• Chen, Y., Wang, S., & Liu, Q. (2016). Collaborative filtering for personalized product recommendations. International Journal of Information Management, 36(3), 293-302.
• Gupta, A., Kumar, R., & Patel, S. (2017). The role of AI in supply chain management and its impact on product configuration. Supply Chain Management: An International Journal, 22(2), 113-125.
• Huang, X., Zhang, Y., & Chen, L. (2018). Deep learning techniques for design optimization in product development. Journal of Engineering Design, 29(5), 347-367.
• Kim, J., Park, H., & Lee, S. (2017). AI-driven customization in manufacturing: A study on mass personalization. Journal of Manufacturing Science and Engineering, 139(6), 061013.
• Lee, D., Kim, H., & Ryu, J. (2019). The impact of AI on product innovation: A comprehensive review. Technovation, 84-85, 1-12.
• Liu, T., & Zhao, M. (2019). Machine learning for product feature optimization: A data-driven approach. Computers in Industry, 105, 103-113.
• Singh, A., & Gupta, R. (2020). AI applications in various industries: A systematic review and future directions. Journal of Business Research, 109, 326-334.
• Thompson, E., & Kwan, J. (2019). Challenges of implementing AI in product development: Insights from industry practitioners. Research-Technology Management, 62(5), 50-57.
• Wang, Y., & Liu, X. (2019). Smart manufacturing and AI integration: Enhancing product configuration processes. Journal of Manufacturing Processes, 37, 92-101.
• Xu, L., & Zhang, R. (2018). A systematic review of AI applications in product development and engineering. Artificial Intelligence Review, 50(1), 1-19.
• Zhan, Z., Cheng, L., & Li, J. (2016). Predictive analytics in product lifecycle management: A framework for success. Journal of Engineering Management, 30(2), 197-208.
• Goel, P. & Singh, S. P. (2009). Method and Process Labor Resource Management System. International Journal of Information Technology, 2(2), 506-512.
• Singh, S. P. & Goel, P., (2010). Method and process to motivate the employee at performance appraisal system. International Journal of Computer Science & Communication, 1(2), 127-130.
• Goel, P. (2012). Assessment of HR development framework. International Research Journal of Management Sociology & Humanities, 3(1), Article A1014348. https://doi.org/10.32804/irjmsh
• Goel, P. (2016). Corporate world and gender discrimination. International Journal of Trends in Commerce and Economics, 3(6). Adhunik Institute of Productivity Management and Research, Ghaziabad.
• Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42. https://rjpn.org/ijcspub/papers/IJCSP20B1006.pdf
• "Effective Strategies for Building Parallel and Distributed Systems", International Journal of Novel Research and Development, ISSN:2456-4184, Vol.5, Issue 1, page no.23-42, January-2020. http://www.ijnrd.org/papers/IJNRD2001005.pdf
• "Enhancements in SAP Project Systems (PS) for the Healthcare Industry: Challenges and Solutions", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.7, Issue 9, page no.96-108, September-2020, https://www.jetir.org/papers/JETIR2009478.pdf
• Venkata Ramanaiah Chintha, Priyanshi, Prof.(Dr) Sangeet Vashishtha, "5G Networks: Optimization of Massive MIMO", IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.7, Issue 1, Page No pp.389-406, February-2020. (http://www.ijrar.org/IJRAR19S1815.pdf )
• Cherukuri, H., Pandey, P., & Siddharth, E. (2020). Containerized data analytics solutions in on-premise financial services. International Journal of Research and Analytical Reviews (IJRAR), 7(3), 481-491 https://www.ijrar.org/papers/IJRAR19D5684.pdf
• Sumit Shekhar, SHALU JAIN, DR. POORNIMA TYAGI, "Advanced Strategies for Cloud Security and Compliance: A Comparative Study", IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.7, Issue 1, Page No pp.396-407, January 2020. (http://www.ijrar.org/IJRAR19S1816.pdf )
• "Comparative Analysis OF GRPC VS. ZeroMQ for Fast Communication", International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 2, page no.937-951, February-2020. (http://www.jetir.org/papers/JETIR2002540.pdf )
• Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42. https://rjpn.org/ijcspub/papers/IJCSP20B1006.pdf
• "Effective Strategies for Building Parallel and Distributed Systems". International Journal of Novel Research and Development, Vol.5, Issue 1, page no.23-42, January 2020. http://www.ijnrd.org/papers/IJNRD2001005.pdf
• "Enhancements in SAP Project Systems (PS) for the Healthcare Industry: Challenges and Solutions". International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 9, page no.96-108, September 2020. https://www.jetir.org/papers/JETIR2009478.pdf
• Venkata Ramanaiah Chintha, Priyanshi, & Prof.(Dr) Sangeet Vashishtha (2020). "5G Networks: Optimization of Massive MIMO". International Journal of Research and Analytical Reviews (IJRAR), Volume.7, Issue 1, Page No pp.389-406, February 2020. (http://www.ijrar.org/IJRAR19S1815.pdf)
• Cherukuri, H., Pandey, P., & Siddharth, E. (2020). Containerized data analytics solutions in on-premise financial services. International Journal of Research and Analytical Reviews (IJRAR), 7(3), 481-491. https://www.ijrar.org/papers/IJRAR19D5684.pdf
• Sumit Shekhar, Shalu Jain, & Dr. Poornima Tyagi. "Advanced Strategies for Cloud Security and Compliance: A Comparative Study". International Journal of Research and Analytical Reviews (IJRAR), Volume.7, Issue 1, Page No pp.396-407, January 2020. (http://www.ijrar.org/IJRAR19S1816.pdf)
• "Comparative Analysis of GRPC vs. ZeroMQ for Fast Communication". International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 2, page no.937-951, February 2020. (http://www.jetir.org/papers/JETIR2002540.pdf)
• Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42. Available at: http://www.ijcspub/papers/IJCSP20B1006.pdf
• Continuous Integration and Deployment: Utilizing Azure DevOps for Enhanced Efficiency. International Journal of Emerging Technologies and Innovative Research, Vol.9, Issue 4, pp.i497-i517, April 2022. [Link](http://www.jetir papers/JETIR2204862.pdf)
• SAP PS Implementation and Production Support in Retail Industries: A Comparative Analysis. International Journal of Computer Science and Production, Vol.12, Issue 2, pp.759-771, 2022. [Link](http://rjpn ijcspub/viewpaperforall.php?paper=IJCSP22B1299)
• Data Management in the Cloud: An In-Depth Look at Azure Cosmos DB. International Journal of Research and Analytical Reviews, Vol.9, Issue 2, pp.656-671, 2022. [Link](http://www.ijrar viewfull.php?&p_id=IJRAR22B3931)
• Pakanati, D., Pandey, P., & Siddharth, E. (2022). Integrating REST APIs with Oracle Cloud: A comparison of Python and AWS Lambda. TIJER International Journal of Engineering Research, 9(7), 82-94. [Link](tijer tijer/viewpaperforall.php?paper=TIJER2207013)
• Kolli, R. K., Chhapola, A., & Kaushik, S. (2022). Arista 7280 switches: Performance in national data centers. The International Journal of Engineering Research, 9(7), TIJER2207014. [Link](tijer tijer/papers/TIJER2207014.pdf)
• Kanchi, P., Jain, S., & Tyagi, P. (2022). Integration of SAP PS with Finance and Controlling Modules: Challenges and Solutions. Journal of Next-Generation Research in Information and Data, 2(2). [Link](tijer jnrid/papers/JNRID2402001.pdf)
• "Efficient ETL Processes: A Comparative Study of Apache Airflow vs. Traditional Methods." International Journal of Emerging Technologies and Innovative Research, 9(8), g174-g184. [Link](jetir papers/JETIR2208624.pdf)
• Key Technologies and Methods for Building Scalable Data Lakes. International Journal of Novel Research and Development, 7(7), 1-21. [Link](ijnrd papers/IJNRD2207179.pdf)
• Shreyas Mahimkar, DR. PRIYA PANDEY, OM GOEL, "Utilizing Machine Learning for Predictive Modelling of TV Viewership Trends," International Journal of Creative Research Thoughts (IJCRT), Volume.10, Issue 7, pp.f407-f420, July 2022. [IJCRT](http://www.ijcrt papers/IJCRT2207721.pdf)
• "Exploring and Ensuring Data Quality in Consumer Electronics with Big Data Techniques," International Journal of Novel Research and Development (IJNRD), Vol.7, Issue 8, pp.22-37, August 2022. [IJNRD](http://www.ijnrd papers/IJNRD2208186.pdf)
• SUMIT SHEKHAR, PROF.(DR.) PUNIT GOEL, PROF.(DR.) ARPIT JAIN, "Comparative Analysis of Optimizing Hybrid Cloud Environments Using AWS, Azure, and GCP," International Journal of Creative Research Thoughts (IJCRT), Vol.10, Issue 8, pp.e791-e806, August 2022. [IJCRT](http://www.ijcrt papers/IJCRT2208594.pdf)
• Chopra, E. P., Gupta, E. V., & Jain, D. P. K. (2022). Building serverless platforms: Amazon Bedrock vs. Claude3. International Journal of Computer Science and Publications, 12(3), 722-733. [View Paper](rjpn ijcspub/viewpaperforall.php?paper=IJCSP22C1306)
• PRONOY CHOPRA, AKSHUN CHHAPOLA, DR. SANJOULI KAUSHIK, "Comparative Analysis of Optimizing AWS Inferentia with FastAPI and PyTorch Models", International Journal of Creative Research Thoughts (IJCRT), 10(2), pp.e449-e463, February 2022. [View Paper](http://www.ijcrt papers/IJCRT2202528.pdf)
• "Transitioning Legacy HR Systems to Cloud-Based Platforms: Challenges and Solutions", International Journal of Emerging Technologies and Innovative Research, 9(7), h257-h277, July 2022. [View Paper](http://www.jetir papers/JETIR2207741.pdf)
• FNU ANTARA, OM GOEL, DR. PRERNA GUPTA, "Enhancing Data Quality and Efficiency in Cloud Environments: Best Practices", IJRAR, 9(3), pp.210-223, August 2022. [View Paper](http://www.ijrar IJRAR22C3154.pdf)
• "Achieving Revenue Recognition Compliance: A Study of ASC606 vs. IFRS15". (2022). International Journal of Emerging Technologies and Innovative Research, 9(7), h278-h295. JETIR
• AMIT MANGAL, DR. SARITA GUPTA, PROF.(DR) SANGEET VASHISHTHA, "Enhancing Supply Chain Management Efficiency with SAP Solutions." (August 2022). IJRAR - International Journal of Research and Analytical Reviews, 9(3), 224-237. IJRAR
• SOWMITH DARAM, SIDDHARTH, DR. SHAILESH K SINGH, "Scalable Network Architectures for High-Traffic Environments." (July 2022). IJRAR - International Journal of Research and Analytical Reviews, 9(3), 196-209. IJRAR
• Bhasker Reddy Bhimanapati, Vijay, Om Goel, & Pandi Kirupa Gopalakrishna Pandian. (2022). Automation in mobile app testing and deployment using containerization. International Journal of Computer Science and Engineering (IJCSE), 11(1), 109–124. https://drive.google.com/file/d/1epdX0OpGuwFvUP5mnBM3YsHqOy3WNGZP/view
• Avancha, Srikanthudu, Shalu Jain, & Om Goel. (2022). "ITIL Best Practices for Service Management in Cloud Environments". IJCSE, 11(1), 1. https://drive.google.com/file/d/1Agv8URKB4rdLGjXWaKA8TWjp0Vugp-yR/view
• Gajbhiye, B., Jain, S., & Pandian, P. K. G. (2022). Penetration testing methodologies for serverless cloud architectures. Innovative Research Thoughts, 8(4). https://doi.org/10.36676/irt.v8.14.1456
• Dignesh Kumar Khatri, Aggarwal, A., & Goel, P. "AI Chatbots in SAP FICO: Simplifying Transactions." Innovative Research Thoughts, 8(3), Article 1455. Link
• Bhimanapati, V., Goel, O., & Pandian, P. K. G. "Implementing Agile Methodologies in QA for Media and Telecommunications." Innovative Research Thoughts, 8(2), 1454. Link
• Bhimanapat, Viharika, Om Goel, and Shalu Jain. "Advanced Techniques for Validating Streaming Services on Multiple Devices." International Journal of Computer Science and Engineering, 11(1), 109–124. Link
• Murthy, K. K. K., Jain, S., & Goel, O. (2022). "The Impact of Cloud-Based Live Streaming Technologies on Mobile Applications: Development and Future Trends." Innovative Research Thoughts, 8(1), Article 1453. DOI:10.36676/irt.v8.11.1453 Ayyagiri, A., Jain, S., & Aggarwal, A. (2022). Leveraging Docker Containers for Scalable Web Application Deployment. International Journal of Computer Science and Engineering, 11(1), 69–86. Retrieved from.
• Alahari, Jaswanth, Dheerender Thakur, Punit Goel, Venkata Ramanaiah Chintha, and Raja Kumar Kolli. 2022. "Enhancing iOS Application Performance through Swift UI: Transitioning from Objective-C to Swift." International Journal for Research Publication & Seminar 13(5):312. https://doi.org/10.36676/jrps.v13.i5.1504.
• Alahari, Jaswanth, Dheerender Thakur, Er. Kodamasimham Krishna, S. P. Singh, and Punit Goel. 2022. "The Role of Automated Testing Frameworks in Reducing Mobile Application Bugs." International Journal of Computer Science and Engineering (IJCSE) 11(2):9–22.
• Vijayabaskar, Santhosh, Dheerender Thakur, Er. Kodamasimham Krishna, Prof. (Dr.) Punit Goel, and Prof. (Dr.) Arpit Jain. 2022. "Implementing CI/CD Pipelines in Financial Technology to Accelerate Development Cycles." International Journal of Computer Science and Engineering 11(2):9-22.
• Vijayabaskar, Santhosh, Shreyas Mahimkar, Sumit Shekhar, Shalu Jain, and Raghav Agarwal. 2022. "The Role of Leadership in Driving Technological Innovation in Financial Services." International Journal of Creative Research Thoughts 10(12). ISSN: 2320-2882. https://ijcrt.org/download.php?file=IJCRT2212662.pdf.
• Alahari, Jaswanth, Raja Kumar Kolli, Shanmukha Eeti, Shakeb Khan, and Prachi Verma. 2022. "Optimizing iOS User Experience with SwiftUI and UIKit: A Comprehensive Analysis." International Journal of Creative Research Thoughts (IJCRT) 10(12): f699.
• Voola, Pramod Kumar, Umababu Chinta, Vijay Bhasker Reddy Bhimanapati, Om Goel, and Punit Goel. 2022. "AI-Powered Chatbots in Clinical Trials: Enhancing Patient-Clinician Interaction and Decision-Making." International Journal for Research Publication & Seminar 13(5):323. https://doi.org/10.36676/jrps.v13.i5.1505.
• Voola, Pramod Kumar, Shreyas Mahimkar, Sumit Shekhar, Prof. (Dr) Punit Goel, and Vikhyat Gupta. 2022. "Machine Learning in ECOA Platforms: Advancing Patient Data Quality and Insights." International Journal of Creative Research Thoughts (IJCRT) 10(12).
• Voola, Pramod Kumar, Pranav Murthy, Ravi Kumar, Om Goel, and Prof. (Dr.) Arpit Jain. 2022. "Scalable Data Engineering Solutions for Healthcare: Best Practices with Airflow, Snowpark, and Apache Spark." International Journal of Computer Science and Engineering (IJCSE) 11(2):9–22.
• Salunkhe, Vishwasrao, Umababu Chinta, Vijay Bhasker Reddy Bhimanapati, Shubham Jain, and Punit Goel. 2022. "Clinical Quality Measures (eCQM) Development Using CQL: Streamlining Healthcare Data Quality and Reporting." International Journal of Computer Science and Engineering (IJCSE) 11(2):9–22.
• Salunkhe, Vishwasrao, Venkata Ramanaiah Chintha, Vishesh Narendra Pamadi, Arpit Jain, and Om Goel. 2022. "AI-Powered Solutions for Reducing Hospital Readmissions: A Case Study on AI-Driven Patient Engagement." International Journal of Creative Research Thoughts 10(12): 757-764.
• Salunkhe, Vishwasrao, Srikanthudu Avancha, Bipin Gajbhiye, Ujjawal Jain, and Punit Goel. 2022. "AI Integration in Clinical Decision Support Systems: Enhancing Patient Outcomes through SMART on FHIR and CDS Hooks." International Journal for Research Publication & Seminar 13(5):338. https://doi.org/10.36676/jrps.v13.i5.1506.
• Agrawal, Shashwat, Digneshkumar Khatri, Viharika Bhimanapati, Om Goel, and Arpit Jain. 2022. "Optimization Techniques in Supply Chain Planning for Consumer Electronics." International Journal for Research Publication & Seminar 13(5):356. doi: https://doi.org/10.36676/jrps.v13.i5.1507.
• Agrawal, Shashwat, Fnu Antara, Pronoy Chopra, A Renuka, and Punit Goel. 2022. "Risk Management in Global Supply Chains." International Journal of Creative Research Thoughts (IJCRT) 10(12):2212668.
• Agrawal, Shashwat, Srikanthudu Avancha, Bipin Gajbhiye, Om Goel, and Ujjawal Jain. 2022. "The Future of Supply Chain Automation." International Journal of Computer Science and Engineering 11(2):9–22.
• Mahadik, Siddhey, Kumar Kodyvaur Krishna Murthy, Saketh Reddy Cheruku, Prof. (Dr.) Arpit Jain, and Om Goel. 2022. “Agile Product Management in Software Development.” International Journal for Research Publication & Seminar 13(5):453. https://doi.org/10.36676/jrps.v13.i5.1512.
• Khair, Md Abul, Kumar Kodyvaur Krishna Murthy, Saketh Reddy Cheruku, Shalu Jain, and Raghav Agarwal. 2022. “Optimizing Oracle HCM Cloud Implementations for Global Organizations.” International Journal for Research Publication & Seminar 13(5):372. https://doi.org/10.36676/jrps.v13.i5.1508.
• Mahadik, Siddhey, Amit Mangal, Swetha Singiri, Akshun Chhapola, and Shalu Jain. 2022. "Risk Mitigation Strategies in Product Management." International Journal of Creative Research Thoughts (IJCRT) 10(12):665.
• 3. Khair, Md Abul, Amit Mangal, Swetha Singiri, Akshun Chhapola, and Shalu Jain. 2022. "Improving HR Efficiency Through Oracle HCM Cloud Optimization." International Journal of Creative Research Thoughts (IJCRT) 10(12). Retrieved from https://ijcrt.org.
• Khair, Md Abul, Kumar Kodyvaur Krishna Murthy, Saketh Reddy Cheruku, S. P. Singh, and Om Goel. 2022. "Future Trends in Oracle HCM Cloud." International Journal of Computer Science and Engineering 11(2):9–22.
• Arulkumaran, Rahul, Aravind Ayyagari, Aravindsundeep Musunuri, Prof. (Dr.) Punit Goel, and Prof. (Dr.) Arpit Jain. 2022. "Decentralized AI for Financial Predictions." International Journal for Research Publication & Seminar 13(5):434. https://doi.org/10.36676/jrps.v13.i5.1511.
• Arulkumaran, Rahul, Sowmith Daram, Aditya Mehra, Shalu Jain, and Raghav Agarwal. 2022. "Intelligent Capital Allocation Frameworks in Decentralized Finance." International Journal of Creative Research Thoughts (IJCRT) 10(12):669. ISSN: 2320-2882.
• Agarwal, Nishit, Rikab Gunj, Venkata Ramanaiah Chintha, Raja Kumar Kolli, Om Goel, and Raghav Agarwal. 2022. “Deep Learning for Real Time EEG Artifact Detection in Wearables.” International Journal for Research Publication & Seminar 13(5):402. https://doi.org/10.36676/jrps.v13.i5.1510.
• Agarwal, Nishit, Rikab Gunj, Amit Mangal, Swetha Singiri, Akshun Chhapola, and Shalu Jain. 2022. “Self-Supervised Learning for EEG Artifact Detection.” International Journal of Creative Research Thoughts 10(12).
• Arulkumaran, Rahul, Aravind Ayyagari, Aravindsundeep Musunuri, Arpit Jain, and Punit Goel. 2022. "Real-Time Classification of High Variance Events in Blockchain Mining Pools." International Journal of Computer Science and Engineering 11(2):9–22.
• Agarwal, N., Daram, S., Mehra, A., Goel, O., & Jain, S. (2022). "Machine learning for muscle dynamics in spinal cord rehab." International Journal of Computer Science and Engineering (IJCSE), 11(2), 147–178. © IASET. https://www.iaset.us/archives?jname=14_2&year=2022&submit=Search.
• Dandu, Murali Mohana Krishna, Vanitha Sivasankaran Balasubramaniam, A. Renuka, Om Goel, Punit Goel, and Alok Gupta. (2022). "BERT Models for Biomedical Relation Extraction." International Journal of General Engineering and Technology 11(1): 9-48. ISSN (P): 2278–9928; ISSN (E): 2278–9936.
• Dandu, Murali Mohana Krishna, Archit Joshi, Krishna Kishor Tirupati, Akshun Chhapola, Shalu Jain, and Er. Aman Shrivastav. (2022). “Quantile Regression for Delivery Promise Optimization.” International Journal of Computer Science and Engineering (IJCSE) 11(1):141–164. ISSN (P): 2278–9960; ISSN (E): 2278–9979.
• Vanitha Sivasankaran Balasubramaniam, Santhosh Vijayabaskar, Pramod Kumar Voola, Raghav Agarwal, & Om Goel. (2022). "Improving Digital Transformation in Enterprises Through Agile Methodologies." International Journal for Research Publication and Seminar, 13(5), 507–537. https://doi.org/10.36676/jrps.v13.i5.1527.
• Balasubramaniam, Vanitha Sivasankaran, Archit Joshi, Krishna Kishor Tirupati, Akshun Chhapola, and Shalu Jain. (2022). "The Role of SAP in Streamlining Enterprise Processes: A Case Study." International Journal of General Engineering and Technology (IJGET) 11(1):9–48.
• Murali Mohana Krishna Dandu, Venudhar Rao Hajari, Jaswanth Alahari, Om Goel, Prof. (Dr.) Arpit Jain, & Dr. Alok Gupta. (2022). "Enhancing Ecommerce Recommenders with Dual Transformer Models." International Journal for Research Publication and Seminar, 13(5), 468–506. https://doi.org/10.36676/jrps.v13.i5.1526.
• Sivasankaran Balasubramaniam, Vanitha, S. P. Singh, Sivaprasad Nadukuru, Shalu Jain, Raghav Agarwal, and Alok Gupta. 2022. “Integrating Human Resources Management with IT Project Management for Better Outcomes.” International Journal of Computer Science and Engineering 11(1):141–164. ISSN (P): 2278–9960; ISSN (E): 2278–9979.
• Joshi, Archit, Sivaprasad Nadukuru, Shalu Jain, Raghav Agarwal, and Om Goel. 2022. "Innovations in Package Delivery Tracking for Mobile Applications." International Journal of General Engineering and Technology 11(1):9-48.
• Tirupati, Krishna Kishor, Dasaiah Pakanati, Harshita Cherukuri, Om Goel, and Dr. Shakeb Khan. 2022. "Implementing Scalable Backend Solutions with Azure Stack and REST APIs." International Journal of General Engineering and Technology (IJGET) 11(1): 9–48. ISSN (P): 2278–9928; ISSN (E): 2278–9936.
• Krishna Kishor Tirupati, Siddhey Mahadik, Md Abul Khair, Om Goel, & Prof.(Dr.) Arpit Jain. (2022). Optimizing Machine Learning Models for Predictive Analytics in Cloud Environments. International Journal for Research Publication and Seminar, 13(5), 611–642. https://doi.org/10.36676/jrps.v13.i5.1530.
• Tirupati, Krishna Kishor, Pattabi Rama Rao Thumati, Pavan Kanchi, Raghav Agarwal, Om Goel, and Aman Shrivastav. 2022. “Best Practices for Automating Deployments Using CI/CD Pipelines in Azure.” International Journal of Computer Science and Engineering 11(1):141–164. ISSN (P): 2278–9960; ISSN (E): 2278–9979.
• Archit Joshi, Vishwas Rao Salunkhe, Shashwat Agrawal, Prof.(Dr) Punit Goel, & Vikhyat Gupta,. (2022). Optimizing Ad Performance Through Direct Links and Native Browser Destinations. International Journal for Research Publication and Seminar, 13(5), 538–571. https://doi.org/10.36676/jrps.v13.i5.1528.
• Sivaprasad Nadukuru, Rahul Arulkumaran, Nishit Agarwal, Prof.(Dr) Punit Goel, & Anshika Aggarwal. 2022. "Optimizing SAP Pricing Strategies with Vendavo and PROS Integration." International Journal for Research Publication and Seminar 13(5):572–610. https://doi.org/10.36676/jrps.v13.i5.1529.
• Nadukuru, Sivaprasad, Pattabi Rama Rao Thumati, Pavan Kanchi, Raghav Agarwal, and Om Goel. 2022. "Improving SAP SD Performance Through Pricing Enhancements and Custom Reports." International Journal of General Engineering and Technology (IJGET) 11(1):9–48.
• Nadukuru, Sivaprasad, Raja Kumar Kolli, Shanmukha Eeti, Punit Goel, Arpit Jain, and Aman Shrivastav. 2022. “Best Practices for SAP OTC Processes from Inquiry to Consignment.” International Journal of Computer Science and Engineering 11(1):141–164. ISSN (P): 2278–9960; ISSN (E): 2278–9979. © IASET.
• Pagidi, Ravi Kiran, Siddhey Mahadik, Shanmukha Eeti, Om Goel, Shalu Jain, and Raghav Agarwal. 2022. “Data Governance in Cloud Based Data Warehousing with Snowflake.” International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 10(8):10. Retrieved from http://www.ijrmeet.org.
• Ravi Kiran Pagidi, Pramod Kumar Voola, Amit Mangal, Aayush Jain, Prof.(Dr) Punit Goel, & Dr. S P Singh. 2022. "Leveraging Azure Data Lake for Efficient Data Processing in Telematics." Universal Research Reports 9(4):643–674. https://doi.org/10.36676/urr.v9.i4.1397.
• Ravi Kiran Pagidi, Raja Kumar Kolli, Chandrasekhara Mokkapati, Om Goel, Dr. Shakeb Khan, & Prof.(Dr.) Arpit Jain. 2022. "Enhancing ETL Performance Using Delta Lake in Data Analytics Solutions." Universal Research Reports 9(4):473–495. https://doi.org/10.36676/urr.v9.i4.1381.
• Ravi Kiran Pagidi, Nishit Agarwal, Venkata Ramanaiah Chintha, Er. Aman Shrivastav, Shalu Jain, Om Goel. 2022. "Data Migration Strategies from On-Prem to Cloud with Azure Synapse." IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.9, Issue 3, Page No pp.308-323, August 2022. Available at: http://www.ijrar.org/IJRAR22C3165.pdf.
• Kshirsagar, Rajas Paresh, Nishit Agarwal, Venkata Ramanaiah Chintha, Er. Aman Shrivastav, Shalu Jain, & Om Goel. (2022). Real Time Auction Models for Programmatic Advertising Efficiency. Universal Research Reports, 9(4), 451–472. https://doi.org/10.36676/urr.v9.i4.1380
• Kshirsagar, Rajas Paresh, Shashwat Agrawal, Swetha Singiri, Akshun Chhapola, Om Goel, and Shalu Jain. (2022). "Revenue Growth Strategies through Auction Based Display Advertising." International Journal of Research in Modern Engineering and Emerging Technology, 10(8):30. Retrieved October 3, 2024 (http://www.ijrmeet.org).
• Phanindra Kumar, Venudhar Rao Hajari, Abhishek Tangudu, Raghav Agarwal, Shalu Jain, & Aayush Jain. (2022). Streamlining Procurement Processes with SAP Ariba: A Case Study. Universal Research Reports, 9(4), 603–620. https://doi.org/10.36676/urr.v9.i4.1395
• Kankanampati, Phanindra Kumar, Pramod Kumar Voola, Amit Mangal, Prof. (Dr) Punit Goel, Aayush Jain, and Dr. S.P. Singh. (2022). "Customizing Procurement Solutions for Complex Supply Chains: Challenges and Solutions." International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET), 10(8):50. Retrieved (https://www.ijrmeet.org).
• Ravi Kiran Pagidi, Rajas Paresh Kshir-sagar, Phanindra Kumar Kankanampati, Er. Aman Shrivastav, Prof. (Dr) Punit Goel, & Om Goel. (2022). Leveraging Data Engineering Techniques for Enhanced Business Intelligence. Universal Research Reports, 9(4), 561–581. https://doi.org/10.36676/urr.v9.i4.1392
• Rajas Paresh Kshirsagar, Santhosh Vijayabaskar, Bipin Gajbhiye, Om Goel, Prof.(Dr.) Arpit Jain, & Prof.(Dr) Punit Goel. (2022). Optimizing Auction Based Programmatic Media Buying for Retail Media Networks. Universal Research Reports, 9(4), 675–716. https://doi.org/10.36676/urr.v9.i4.1398
• Phanindra Kumar, Shashwat Agrawal, Swetha Singiri, Akshun Chhapola, Om Goel, Shalu Jain. "The Role of APIs and Web Services in Modern Procurement Systems," IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume 9, Issue 3, Page No pp.292-307, August 2022, Available at: http://www.ijrar.org/IJRAR22C3164.pdf
• Rajas Paresh Kshirsagar, Rahul Arulkumaran, Shreyas Mahimkar, Aayush Jain, Dr. Shakeb Khan, Prof.(Dr.) Arpit Jain. "Innovative Approaches to Header Bidding: The NEO Platform," IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume 9, Issue 3, Page No pp.354-368, August 2022, Available at: http://www.ijrar.org/IJRAR22C3168.pdf
• Phanindra Kumar Kankanampati, Siddhey Mahadik, Shanmukha Eeti, Om Goel, Shalu Jain, & Raghav Agarwal. (2022). Enhancing Sourcing and Contracts Management Through Digital Transformation. Universal Research Reports, 9(4), 496–519. https://doi.org/10.36676/urr.v9.i4.1382
• Satish Vadlamani, Raja Kumar Kolli, Chandrasekhara Mokkapati, Om Goel, Dr. Shakeb Khan, & Prof.(Dr.) Arpit Jain. (2022). Enhancing Corporate Finance Data Management Using Databricks And Snowflake. Universal Research Reports, 9(4), 682–602. https://doi.org/10.36676/urr.v9.i4.1394