Enhancing Laboratory Efficiency: Implementing Custom Image Analysis Tools for Streamlined Pathology Workflows

Jay Bhatt; Narrain Prithvi Dharuman; Suraj Dharmapuram; Dr. Sanjouli Kaushik; Prof. (Dr) Sangeet Vashishtha; Raghav Agarwal

doi:10.55544/ijrah.4.6.11

Authors

Jay Bhatt Huntington Ave, Boston, MA 02115, UNITED STATES
Narrain Prithvi Dharuman National Institute of Technology, Trichy, INDIA.
Suraj Dharmapuram Carnegie Mellon University, 5000 Forbes Ave, Pittsburgh, PA 15213, UNITED STATES.
Dr. Sanjouli Kaushik MAHGU, Uttarakhand, INDIA.
Prof. (Dr) Sangeet Vashishtha IIMT University, Meerut, INDIA.
Raghav Agarwal Assistant System Engineer, TCS, Bengaluru, INDIA.

DOI:

https://doi.org/10.55544/ijrah.4.6.11

Keywords:

Custom image analysis, pathology workflows, machine learning, computer vision, tissue segmentation, diagnostic efficiency, automation, image processing, medical imaging, workflow optimization, digital pathology, diagnostic accuracy, real-time analysis

Abstract

In the field of pathology, the efficient analysis and interpretation of diagnostic images are critical for timely and accurate decision-making. Traditional manual methods for image analysis are often time-consuming, error-prone, and resource-intensive, leading to delays in diagnosis and increased workloads for pathologists. To address these challenges, this paper explores the development and implementation of custom image analysis tools to streamline pathology workflows. The integration of machine learning (ML) algorithms, computer vision techniques, and automation technologies into laboratory settings has the potential to significantly enhance the speed and accuracy of image processing tasks. This study examines how tailored image analysis solutions can optimize tasks such as tissue segmentation, feature extraction, and classification of abnormal cells. The use of such tools not only improves the diagnostic workflow but also reduces human error, enhances reproducibility, and facilitates real-time analysis. Additionally, the paper discusses the practical considerations for implementing these technologies, including software customization, integration with existing laboratory information systems, and user training. By leveraging the power of custom-built image analysis solutions, pathology laboratories can improve operational efficiency, reduce turnaround times for results, and ultimately enhance patient outcomes. The research provides insights into the future of digital pathology and offers a roadmap for laboratories looking to adopt cutting-edge technologies to stay at the forefront of diagnostic innovation.

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References

Almeida, J., & Figueiredo, M. (2015). Artificial intelligence in medical diagnostics: State-of-the-art applications and future prospects. Journal of Medical Systems, 39(12), 1-10.

Litjens, G., Kooi, T., Bejnordi, B. E., et al. (2017). A survey on deep learning in medical image analysis. Medical Image Analysis, 42, 60-88.

Becker, M., & Kahlenberg, P. (2018). Automating pathology workflows using machine learning: A systematic review. Journal of Pathology Informatics, 9(1), 19-27.

Esteva, A., Kuprel, B., & Novoa, R. A. (2019). Dermatologist-level classification of skin cancer with deep neural networks. Nature, 542(7639), 115-118.

Pang, S. H., & Gao, Y. (2020). Advancements in image analysis tools for digital pathology and their role in diagnostic workflow. Journal of Pathology Informatics, 11, 1-9.

Shah, P., & Collins, R. (2020). AI-enhanced pathology diagnostics: Impact on workflow and diagnostic accuracy. Journal of Medical Imaging, 7(4), 124-132.

Kourou, K., & Exarchos, T. P. (2021). Artificial intelligence in medical imaging: Tools, applications, and challenges in pathology. Cancer Informatics, 20(1), 1-14.

Raza, S. E. A., & Khan, A. (2021). Pathology image analysis using deep learning techniques for cancer detection: A review. Computers in Biology and Medicine, 139, 104991.

Rajpurkar, P., & Irvin, J. (2022). Deep learning for health care: Review of the past decade and future directions in pathology. Nature Medicine, 28(2), 201-212.

Merchant Risk Council (2022). Fraud Prevention KPIs: Metrics That Matter & Reporting to the Board.

This report discusses essential KPIs for fraud prevention and effective reporting strategies to stakeholders.

Fraud Magazine (2023). Measure and Monitor Your Fraud Risk Management Program Success.

This article examines key performance indicators used to assess the effectiveness of fraud risk management programs, offering insights into anti-fraud KPIs that drive business value.

Government Accountability Office (2015). A Framework for Managing Fraud Risks in Federal Programs.

This framework provides guidance on assessing and managing fraud risks, including considerations for internal and external fraud when identifying, analyzing, and responding to risks.

Adyen (2022). Understanding Fraud Prevention Success: Key Metrics and Challenges.

This article explores metrics such as chargeback rates, authorization rate impact, and operational overhead costs to assess the effectiveness of fraud prevention strategies.

McKinsey & Company (2022). Four Key Capabilities to Strengthen a Fraud Management System.

This report discusses the importance of end-to-end metrics in fraud management, promoting a focus on efficiency, effectiveness, and continuous improvement.

Merchant Fraud Journal (2022). The 7 KPIs of Fraud Prevention Success.

This article outlines seven key performance indicators crucial for measuring fraud prevention success, including final approval rates and chargeback ratios.

PilotBird (2023). 7 Key Goals and KPIs for Modern Insurance Fraud Prevention.

This piece discusses measurable goals and KPIs for modern insurance fraud prevention, emphasizing the financial impact and ongoing monitoring of fraud prevention processes.

PayPal (2023). Setting and Tracking Fraud KPIs.

This guide provides insights into measuring fraud prevention KPIs, staying on top of current fraud trends, and safeguarding businesses with payment risk solutions.

CyberSource (2023). Global Fraud Report 2023.

This report presents the results of the 2023 Global Ecommerce Payments & Fraud Survey, offering insights into fraud trends and benchmarks to help merchants compare their performance against industry norms.

ACI Worldwide (2022). An Executive’s Guide to the Top Five Fraud KPIs.

This article provides an overview of key performance indicators commonly used in fraud management, emphasizing the importance of properly defined and connected KPIs.

Mane, Hrishikesh Rajesh, Shyamakrishna Siddharth Chamarthy, Vanitha Sivasankaran Balasubramaniam, T. Aswini Devi, Sandeep Kumar, and Sangeet. 2024. "Low-Code Platform Development: Reducing Man-Hours in Startup Environments." International Journal of Research in Modern Engineering and Emerging Technology 12(5):107. Retrieved from www.ijrmeet.org.

Mane, H. R., Kumar, A., Dandu, M. M. K., Goel, P. (Dr) P., Jain, P. A., & Shrivastav, E. A. (2024). "Micro Frontend Architecture With Webpack Module Federation: Enhancing Modularity Focusing On Results And Their Implications." Journal of Quantum Science and Technology (JQST), 1(4), Nov(25–57). Retrieved from https://jqst.org/index.php/j/article/view/95.

Bisetty, Sanyasi Sarat Satya Sukumar, Aravind Ayyagari, Archit Joshi, Om Goel, Lalit Kumar, and Arpit Jain. 2024. "Automating Invoice Verification through ERP Solutions." International Journal of Research in Modern Engineering and Emerging Technology 12(5):131. Retrieved from https://www.ijrmeet.org.

Bisetty, S. S. S. S., Chamarthy, S. S., Balasubramaniam, V. S., Prasad, P. (Dr) M., Kumar, P. (Dr) S., & Vashishtha, P. (Dr) S. (2024). "Analyzing Vendor Evaluation Techniques for On-Time Delivery Optimization." Journal of Quantum Science and Technology (JQST), 1(4), Nov(58–87). Retrieved from https://jqst.org/index.php/j/article/view/96.

Kar, Arnab, Ashvini Byri, Sivaprasad Nadukuru, Om Goel, Niharika Singh, and Arpit Jain. 2024. "Climate-Aware Investing: Integrating ML with Financial and Environmental Data." International Journal of Research in Modern Engineering and Emerging Technology 12(5). Retrieved from www.ijrmeet.org.

Kar, A., Chamarthy, S. S., Tirupati, K. K., KUMAR, P. (Dr) S., Prasad, P. (Dr) M., & Vashishtha, P. (Dr) S. (2024). "Social Media Misinformation Detection NLP Approaches for Risk." Journal of Quantum Science and Technology (JQST), 1(4), Nov(88–124). Retrieved from https://jqst.org/index.php/j/article/view/97.

Sayata, Shachi Ghanshyam, Rahul Arulkumaran, Ravi Kiran Pagidi, Dr. S. P. Singh, Prof. (Dr.) Sandeep Kumar, and Shalu Jain. 2024. "Developing and Managing Risk Margins for CDS Index Options." International Journal of Research in Modern Engineering and Emerging Technology 12(5):189. https://www.ijrmeet.org.

Sayata, S. G., Byri, A., Nadukuru, S., Goel, O., Singh, N., & Jain, P. A. (2024). "Impact of Change Management Systems in Enterprise IT Operations." Journal of Quantum Science and Technology (JQST), 1(4), Nov(125–149). Retrieved from https://jqst.org/index.php/j/article/view/98.

Garudasu, S., Arulkumaran, R., Pagidi, R. K., Singh, D. S. P., Kumar, P. (Dr) S., & Jain , S. (2024). "Integrating Power Apps and Azure SQL for Real-Time Data Management and Reporting." Journal of Quantum Science and Technology (JQST), 1(3), Aug(86–116). Retrieved from https://jqst.org/index.php/j/article/view/110.

Dharmapuram, S., Ganipaneni, S., Kshirsagar, R. P., Goel, O., Jain, P. (Dr.) A., & Goel, P. (Dr) P. (2024). "Leveraging Generative AI in Search Infrastructure: Building Inference Pipelines for Enhanced Search Results." Journal of Quantum Science and Technology (JQST), 1(3), Aug(117–145). Retrieved from https://jqst.org/index.php/j/article/view/111.

Subramani, P., Balasubramaniam, V. S., Kumar, P., Singh, N., Goel, P. (Dr) P., & Goel, O. (2024). "The Role of SAP Advanced Variant Configuration (AVC) in Modernizing Core Systems." Journal of Quantum Science and Technology (JQST), 1(3), Aug(146–164). Retrieved from https://jqst.org/index.php/j/article/view/112.

Banoth, D. N., Jena, R., Vadlamani, S., Kumar, D. L., Goel, P. (Dr) P., & Singh, D. S. P. (2024). "Performance Tuning in Power BI and SQL: Enhancing Query Efficiency and Data Load Times." Journal of Quantum Science and Technology (JQST), 1(3), Aug(165–183). Retrieved from https://jqst.org/index.php/j/article/view/113.

Mali, A. B., Khan, I., Dandu, M. M. K., Goel, P. (Dr) P., Jain, P. A., & Shrivastav, E. A. (2024). "Designing Real-Time Job Search Platforms with Redis Pub/Sub and Machine Learning Integration." Journal of Quantum Science and Technology (JQST), 1(3), Aug(184–206). Retrieved from https://jqst.org/index.php/j/article/view/115.

Shaik, A., Khan, I., Dandu, M. M. K., Goel, P. (Dr) P., Jain, P. A., & Shrivastav, E. A. (2024). "The Role of Power BI in Transforming Business Decision-Making: A Case Study on Healthcare Reporting." Journal of Quantum Science and Technology (JQST), 1(3), Aug(207–228). Retrieved from https://jqst.org/index.php/j/article/view/117.

Putta, N., Dave, A., Balasubramaniam, V. S., Prasad, P. (Dr) M., Kumar, P. (Dr) S., & Vashishtha, P. (Dr) S. (2024). "Optimizing Enterprise API Development for Scalable Cloud Environments." Journal of Quantum Science and Technology (JQST), 1(3), Aug(229–246). Retrieved from https://jqst.org/index.php/j/article/view/118.

Laudya, R., Kumar, A., Goel, O., Joshi, A., Jain, P. A., & Kumar, D. L. (2024). "Integrating Concur Services with SAP AI CoPilot: Challenges and Innovations in AI Service Design." Journal of Quantum Science and Technology (JQST), 1(4), Nov(150–169). Retrieved from https://jqst.org/index.php/j/article/view/107.

Subramanian, G., Chamarthy, S. S., Kumar, P. (Dr) S., Tirupati, K. K., Vashishtha, P. (Dr) S., & Prasad, P. (Dr) M. (2024). "Innovating with Advanced Analytics: Unlocking Business Insights Through Data Modeling." Journal of Quantum Science and Technology (JQST), 1(4), Nov(170–189). Retrieved from https://jqst.org/index.php/j/article/view/106.

Big-Data Tech Stacks in Financial Services Startups. International Journal of New Technologies and Innovations, Vol.2, Issue 5, pp.a284-a295, 2024. [Link](http://rjpn ijnti/viewpaperforall.php?paper=IJNTI2405030)

AWS Full Stack Development for Financial Services. International Journal of Emerging Development and Research, Vol.12, Issue 3, pp.14-25, 2024. [Link](http://rjwave ijedr/papers/IJEDR2403002.pdf)

Enhancing Web Application Performance: ASP.NET Core MVC and Azure Solutions. Journal of Emerging Trends in Network Research, Vol.2, Issue 5, pp.a309-a326, 2024. [Link](http://rjpn jetnr/viewpaperforall.php?paper=JETNR2405036)

Integration of SAP PS with Legacy Systems in Medical Device Manufacturing: A Comparative Study. International Journal of Novel Research and Development, Vol.9, Issue 5, pp.I315-I329, May 2024. [Link](http://www.ijnrd papers/IJNRD2405838.pdf)

Data Migration Strategies for SAP PS: Best Practices and Case Studies. International Research Journal of Modernization in Engineering, Technology, and Science, Vol.8, Issue 8, 2024. doi: 10.56726/IRJMETS60925

Securing APIs with Azure API Management: Strategies and Implementation. International Research Journal of Modernization in Engineering, Technology, and Science, Vol.6, Issue 8, August 2024. doi: 10.56726/IRJMETS60918

Pakanati, D., Goel, P. (Dr.), & Renuka, A. (2024). Building custom business processes in Oracle EBS using BPEL: A practical approach. International Journal of Research in Mechanical, Electronics, Electrical, and Technology, 12(6). [Link](raijmr ijrmeet/wp-content/uploads/2024/08/IJRMEET_2024_vol12_issue_01_01.pdf)

Pakanati, D. (2024). Effective strategies for BI Publisher report design in Oracle Fusion. International Research Journal of Modernization in Engineering Technology and Science (IRJMETS), 6(8). doi:10.60800016624

Pakanati, D., Singh, S. P., & Singh, T. (2024). Enhancing financial reporting in Oracle Fusion with Smart View and FRS: Methods and benefits. International Journal of New Technology and Innovation (IJNTI), 2(1). [Link](tijer tijer/viewpaperforall.php?paper=TIJER2110001)

Harshita Cherukuri, Vikhyat Gupta, Dr. Shakeb Khan. (2024). Predictive Maintenance in Financial Services Using AI. International Journal of Creative Research Thoughts (IJCRT), 12(2), h98-h113. [Link](http://www.ijcrt papers/IJCRT2402834.pdf)

"Comparative Analysis of Oracle Fusion Cloud's Capabilities in Financial Integrations." (2024). International Journal of Creative Research Thoughts (IJCRT), 12(6), k227-k237. [Link](http://www.ijcrt papers/IJCRT24A6142.pdf)

"Best Practices and Challenges in Data Migration for Oracle Fusion Financials." (2024). International Journal of Novel Research and Development (IJNRD), 9(5), l294-l314. [Link](http://www.ijnrd papers/IJNRD2405837.pdf)

"Customer Satisfaction Improvement with Feedback Loops in Financial Services." (2024). International Journal of Emerging Technologies and Innovative Research (JETIR), 11(5), q263-q275. [Link](http://www.jetir papers/JETIR2405H38.pdf)

Cherukuri, H., Chaurasia, A. K., & Singh, T. (2024). Integrating machine learning with financial data analytics. Journal of Emerging Trends in Networking and Research, 1(6), a1-a11. [Link](rjpn jetnr/viewpaperforall.php?paper=JETNR2306001)

BGP Configuration in High-Traffic Networks. Author: Raja Kumar Kolli, Vikhyat Gupta, Dr. Shakeb Khan. DOI: 10.56726/IRJMETS60919. [Link](doi 10.56726/IRJMETS60919)

Kolli, R. K., Priyanshi, E., & Gupta, S. (2024). Palo Alto Firewalls: Security in Enterprise Networks. International Journal of Engineering Development and Research, 12(3), 1-13. Link

"Applying Principal Component Analysis to Large Pharmaceutical Datasets", International Journal of Emerging Technologies and Innovative Research (JETIR), ISSN:2349-5162, Vol.10, Issue 4, page no.n168-n179, April 2023. http://www.jetir papers/JETIR2304F24.pdf

Daram, S., Renuka, A., & Kirupa, P. G. (2023). Best practices for configuring CI/CD pipelines in open-source projects. Journal of Emerging Trends in Networking and Robotics, 1(10), a13-a21. rjpn jetnr/papers/JETNR2310003.pdf

Chinta, U., Goel, P. (Prof. Dr.), & Renuka, A. (2023). Leveraging AI and machine learning in Salesforce for predictive analytics and customer insights. Universal Research Reports, 10(1). https://doi.org/10.36676/urr.v10.i1.1328

Bhimanapati, S. V., Chhapola, A., & Jain, S. (2023). Optimizing performance in mobile applications with edge computing. Universal Research Reports, 10(2), 258. https://urr.shodhsagar.com

Chinta, U., Goel, O., & Jain, S. (2023). Enhancing platform health: Techniques for maintaining optimizer, event, security, and system stability in Salesforce. International Journal for Research Publication & Seminar, 14(4). https://doi.org/10.36676/jrps.v14.i4.1477

"Implementing CI/CD for Mobile Application Development in Highly Regulated Industries", International Journal of Novel Research and Development, Vol.8, Issue 2, page no.d18-d31, February 2023. http://www.ijnrd papers/IJNRD2302303.pdf

Avancha, S., Jain, S., & Pandian, P. K. G. (2023). Risk management in IT service delivery using big data analytics. Universal Research Reports, 10(2), 272.

"Advanced SLA Management: Machine Learning Approaches in IT Projects". (2023). International Journal of Novel Research and Development, 8(3), e805–e821. http://www.ijnrd papers/IJNRD2303504.pdf

"Advanced Threat Modeling Techniques for Microservices Architectures". (2023). IJNRD, 8(4), h288–h304. http://www.ijnrd papers/IJNRD2304737.pdf

Gajbhiye, B., Aggarwal, A., & Goel, P. (Prof. Dr.). (2023). Security automation in application development using robotic process automation (RPA). Universal Research Reports, 10(3), 167. https://doi.org/10.36676/urr.v10.i3.1331

Khatri, D. K., Goel, O., & Garg, M. "Data Migration Strategies in SAP S4 HANA: Key Insights." International Journal of Novel Research and Development, 8(5), k97-k113. Link

Khatri, Dignesh Kumar, Shakeb Khan, and Om Goel. "SAP FICO Across Industries: Telecom, Manufacturing, and Semiconductor." International Journal of Computer Science and Engineering, 12(2), 21–36. Link

Bhimanapati, V., Gupta, V., & Goel, P. "Best Practices for Testing Video on Demand (VOD) Systems." International Journal of Novel Research and Development (IJNRD), 8(6), g813-g830. Link

Bhimanapati, V., Chhapola, A., & Jain, S. "Automation Strategies for Web and Mobile Applications in Media Domains." International Journal for Research Publication & Seminar, 14(5), 225. Link

Bhimanapati, V., Jain, S., & Goel, O. "Cloud-Based Solutions for Video Streaming and Big Data Testing." Universal Research Reports, 10(4), 329.

Murthy, K. K. K., Renuka, A., & Pandian, P. K. G. (2023). "Harnessing Artificial Intelligence for Business Transformation in Traditional Industries." International Journal of Novel Research and Development (IJNRD), 8(7), e746-e761. IJNRD

Cheruku, S. R., Goel, P. (Prof. Dr.), & Jain, U. (2023). "Leveraging Salesforce Analytics for Enhanced Business Intelligence." Innovative Research Thoughts, 9(5). DOI:10.36676/irt.v9.15.1462

Murthy, K. K. K., Goel, O., & Jain, S. (2023). "Advancements in Digital Initiatives for Enhancing Passenger Experience in Railways." Darpan International Research Analysis, 11(1), 40. DOI:10.36676/dira.v11.i1.71

Cheruku, Saketh Reddy, Arpit Jain, and Om Goel. (2023). "Data Visualization Strategies with Tableau and Power BI." International Journal of Computer Science and Engineering (IJCSE), 12(2), 55-72. View Paper

Ayyagiri, A., Goel, O., & Agarwal, N. (2023). Optimizing Large-Scale Data Processing with Asynchronous Techniques. International Journal of Novel Research and Development, 8(9), e277–e294. Available at.

Ayyagiri, A., Jain, S., & Aggarwal, A. (2023). Innovations in Multi-Factor Authentication: Exploring OAuth for Enhanced Security. Innovative Research Thoughts, 9(4). Available at.

Musunuri, A., Jain, S., & Aggarwal, A. (2023). Characterization and Validation of PAM4 Signaling in Modern Hardware Designs. Darpan International Research Analysis, 11(1), 60. Available at.

Musunuri, A. S., Goel, P., & Renuka, A. (2023). Evaluating Power Delivery and Thermal Management in High-Density PCB Designs. International Journal for Research Publication & Seminar, 14(5), 240. Available at.

Musunuri, A., Agarwal, Y. K., & Goel, P. (2023). Advanced Techniques for Signal Integrity Analysis in High-Bandwidth Hardware Systems. International Journal of Novel Research and Development, 8(10), e136–e153. Available at.

Musunuri, A., Goel, P., & Renuka, A. (2023). Innovations in Multicore Network Processor Design for Enhanced Performance. Innovative Research Thoughts, 9(3), Article 1460. Available at.

Mokkapati, Chandrasekhara, Punit Goel, and Ujjawal Jain. (2023). Optimizing Multi-Cloud Deployments: Lessons from Large-Scale Retail Implementation. International Journal of Novel Research and Development, 8(12). Retrieved from https://ijnrd.org/viewpaperforall.php?paper=IJNRD2312447

Tangudu, Abhishek, Akshun Chhapola, and Shalu Jain. (2023). Enhancing Salesforce Development Productivity through Accelerator Packages. International Journal of Computer Science and Engineering, 12(2), 73–88. Retrieved from https://drive.google.com/file/d/1i9wxoxoda_pdI1Op0yVa_6uQ2Agmn3Xz/view

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.

Krishnamurthy, Satish, Srinivasulu Harshavardhan Kendyala, Ashish Kumar, Om Goel, Raghav Agarwal, and Shalu Jain. 2020. “Application of Docker and Kubernetes in Large-Scale Cloud Environments.” International Research Journal of Modernization in Engineering, Technology and Science 2(12):1022-1030. https://doi.org/10.56726/IRJMETS5395.

Gaikwad, Akshay, Aravind Sundeep Musunuri, Viharika Bhimanapati, S. P. Singh, Om Goel, and Shalu Jain. 2020. Advanced Failure Analysis Techniques for Field-Failed Units in Industrial Systems. International Journal of General Engineering and Technology 9(2):55–78. doi: ISSN (P) 2278–9928; ISSN (E) 2278–9936.

Dharuman, Narrain Prithvi, Fnu Antara, Krishna Gangu, Raghav Agarwal, Shalu Jain, and Sangeet Vashishtha. 2020. “DevOps and Continuous Delivery in Cloud Based CDN Architectures.” International Research Journal of Modernization in Engineering, Technology and Science 2(10):1083. doi: https://www.irjmets.com

Viswanatha Prasad, Rohan, Imran Khan, Satish Vadlamani, Dr. Lalit Kumar, Prof. (Dr) Punit Goel, and Dr. S P Singh. 2020. "Blockchain Applications in Enterprise Security and Scalability." International Journal of General Engineering and Technology 9(1):213-234.

Bhat, Smita Raghavendra, Arth Dave, Rahul Arulkumaran, Om Goel, Dr. Lalit Kumar, and Prof. (Dr.) Arpit Jain. 2020. "Formulating Machine Learning Models for Yield Optimization in Semiconductor Production." International Journal of General Engineering and Technology 9(1) ISSN (P): 2278–9928; ISSN (E): 2278–9936. © IASET.

Kyadasu, Rajkumar, Rahul Arulkumaran, Krishna Kishor Tirupati, Prof. (Dr) Sandeep Kumar, Prof. (Dr) MSR Prasad, and Prof. (Dr) Sangeet Vashishtha. 2020. “Enhancing Cloud Data Pipelines with Databricks and Apache Spark for Optimized Processing.” International Journal of General Engineering and Technology (IJGET) 9(1): 1-10. ISSN (P): 2278–9928; ISSN (E): 2278–9936.

Siddagoni Bikshapathi, Mahaveer, Aravind Ayyagari, Krishna Kishor Tirupati, Prof. (Dr.) Sandeep Kumar, Prof. (Dr.) MSR Prasad, and Prof. (Dr.) Sangeet Vashishtha. 2020. "Advanced Bootloader Design for Embedded Systems: Secure and Efficient Firmware Updates." International Journal of General Engineering and Technology 9(1): 187–212. ISSN (P): 2278–9928; ISSN (E): 2278–9936.

Mane, Hrishikesh Rajesh, Sandhyarani Ganipaneni, Sivaprasad Nadukuru, Om Goel, Niharika Singh, and Prof. (Dr.) Arpit Jain. 2020. "Building Microservice Architectures: Lessons from Decoupling." International Journal of General Engineering and Technology 9(1). doi:10.1234/ijget.2020.12345. ISSN (P): 2278–9928; ISSN (E): 2278–9936.

Sukumar Bisetty, Sanyasi Sarat Satya, Vanitha Sivasankaran Balasubramaniam, Ravi Kiran Pagidi, Dr. S P Singh, Prof. (Dr) Sandeep Kumar, and Shalu Jain. 2020. “Optimizing Procurement with SAP: Challenges and Innovations.” International Journal of General Engineering and Technology 9(1):139–156. IASET. ISSN (P): 2278–9928; ISSN (E): 2278–9936.

Sayata, Shachi Ghanshyam, Rakesh Jena, Satish Vadlamani, Lalit Kumar, Punit Goel, and S. P. Singh. 2020. "Risk Management Frameworks for Systemically Important Clearinghouses." International Journal of General Engineering and Technology 9(1): 157–186. ISSN (P): 2278–9928; ISSN (E): 2278–9936.

Tirupathi, Rajesh, Archit Joshi, Indra Reddy Mallela, Satendra Pal Singh, Shalu Jain, and Om Goel. 2020. Utilizing Blockchain for Enhanced Security in SAP Procurement Processes. International Research Journal of Modernization in Engineering, Technology and Science, 2(12):1058. doi: 10.56726/IRJMETS5393.

Das, Abhishek, Ashvini Byri, Ashish Kumar, Satendra Pal Singh, Om Goel, and Punit Goel. 2020. Innovative Approaches to Scalable Multi-Tenant ML Frameworks. International Research Journal of Modernization in Engineering, Technology and Science, 2(12). https://www.doi.org/10.56726/IRJMETS5394.

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