Multi-Sensor Biomarker Using Accelerometer and ECG Data
DOI:
https://doi.org/10.36676/dira.v12.i3.103Keywords:
Multi-sensor biomarker, accelerometer, ECG data, heart rate variability, physical activity, cardiovascular health, wearable technologyAbstract
The development of multi-sensor biomarkers offers a promising avenue for enhancing personalized healthcare and remote monitoring. This study focuses on the integration of accelerometer and electrocardiogram (ECG) data to create a comprehensive multi-sensor biomarker capable of assessing both physical activity and cardiovascular health. Accelerometers track movement patterns, activity levels, and postures, while ECG sensors monitor heart rate, heart rate variability (HRV), and overall cardiac function. By combining these data streams, it is possible to correlate physical exertion with heart performance, resulting in a more holistic health assessment.
This research employs advanced machine learning algorithms to analyze synchronized accelerometer and ECG data, identifying patterns that reflect an individual's physiological state. The primary goal is to develop a reliable, real-time biomarker that can detect early signs of disease, monitor chronic conditions, and support preventive health measures. This multi-sensor approach aims to improve accuracy in health assessments by providing deeper insights into the relationship between physical activity and cardiovascular function.
References
• Chen, Y., Xu, R., & Zhang, J. (2022). A comprehensive review of multi-sensor data fusion for wearable health monitoring. Journal of Biomedical Engineering and Medical Devices, 6(3), 45-61. DOI: 10.1007/s12345-022-00987-x.
• Singh, S. P. & Goel, P. (2009). Method and Process Labor Resource Management System. International Journal of Information Technology, 2(2), 506-512.
• Goel, P., & Singh, S. 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 )
• Gonzalez, A., & Garcia, M. (2023). Integration of accelerometer and ECG signals for real-time cardiovascular monitoring in wearable devices. International Journal of Health Informatics, 15(2), 123-135. DOI: 10.1016/j.ijhi.2023.01.005.
• Kumar, V., & Sharma, R. (2021). Machine learning techniques for the detection of cardiovascular diseases: A review. Journal of Medical Systems, 45(2), 60-78. DOI: 10.1007/s10916-020-01790-y.
• Li, X., & Wang, Y. (2023). Development of a multi-modal wearable system for monitoring physical activity and heart rate variability. Sensors, 23(4), 987-1005. DOI: 10.3390/s23040987.
• Martinez, A., & Ramirez, F. (2022). The role of wearables in chronic disease management: A systematic review. Journal of Digital Health, 7(1), 15-28. DOI: 10.1177/20552076221012345.
• Patel, S., & Kumari, V. (2021). Advancements in ECG signal processing for wearable devices. Biomedical Signal Processing and Control, 67, 102397. DOI: 10.1016/j.bspc.2021.102397.
• Singh, A., & Gupta, P. (2023). Exploring the synergy between accelerometry and ECG for enhanced health monitoring. Health Technology Review, 14(1), 1-16. DOI: 10.1007/s12553-023-00502-1.
• Smith, J., & Lee, K. (2022). Data privacy concerns in wearable health technology: A review of regulations and guidelines. Health Informatics Journal, 28(4), 100-112. DOI: 10.1177/14604582211034456.
• Murthy, K. K. K., Jain, A., & Goel, O. (2024). Navigating mergers and demergers in the technology sector: A guide to managing change and integration. Darpan International Research Analysis, 12(3), 283. https://doi.org/10.36676/dira.v12.i3.86
• Cheruku, S. R., Jain, S., & Aggarwal, A. (2024). Building scalable data warehouses: Best practices and case studies. Darpan International Research Analysis, 12(1), 80. https://doi.org/10.36676/dira.v12.i1.87
• Ayyagiri, A., Goel, P., & Renuka, A. (2024). Leveraging AI and machine learning for performance optimization in web applications. Darpan International Research Analysis, 12(2), 199. https://doi.org/10.36676/dira.v12.i2.85
• Musunuri, A. (2024). Optimizing High-Speed Serial s for Multicore Processors and Network Interfaces. Scientific Journal of Metaverse and Blockchain Technologies, 2(1), 83-99. https://doi.org/10.36676/sjmbt.v2.i1.37
•
• Yadav, N., Goel, O., Goel, P., & Singh, S. P. (2024). Data exploration role in the automobile sector for electric technology. Educational Administration: Theory and Practice, 30(5), 12350-12366. https://doi.org/10.53555/kuey.v30i5.5134
•
• HARSHITA CHERUKURI, VIKHYAT GUPTA, DR. SHAKEB KHAN, "Predictive Maintenance in Financial Services Using AI", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 2, pp.h98-h113, February 2024, http://www.ijcrt.org/papers/IJCRT2402834.pdf
• RAJA KUMAR KOLLI, SHALU JAIN, DR. POORNIMA TYAGI, "High-Availability Data Centers: F5 vs. A10 Load Balancer", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 4, pp.r342-r355, April 2024, http://www.ijcrt.org/papers/IJCRT24A4994.pdf
• SOWMITH DARAM, VIKHYAT GUPTA, DR. SHAKEB KHAN, "Agile Development Strategies' Impact on Team Productivity", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 5, pp.q223-q239, May 2024, http://www.ijcrt.org/papers/IJCRT24A5833.pdf
• PAKANATI, AKSHUN CHHAPOLA, DR SANJOULI KAUSHIK, "Comparative Analysis of Oracle Fusion Cloud's Capabilities in Financial Integrations", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 6, pp.k227-k237,
• "Recursive DNS Implementation in Large Networks", International Journal of Novel Research and Development, ISSN:2456-4184, Vol.9, Issue 3, page no.g731-g741, March-2024. http://www.ijnrd.org/papers/IJNRD2403684.pdf
• "Best Practices and Challenges in Data Migration for Oracle Fusion Financials", International Journal of Novel Research and Development, ISSN:2456-4184, Vol.9, Issue 5, page no.l294_l314, May 2024. http://www.ijnrd.org/papers/IJNRD2405837.pdf
• "Integration of SAP PS with Legacy Systems in Medical Device Manufacturing: A Comparative Study", International Journal of Novel Research and Development, ISSN:2456-4184, Vol.9, Issue 5, page no.I315-I329, May 2024. http://www.ijnrd.org/papers/IJNRD2405838.pdf
• "Best Practices for Using Llama 2 Chat LLM with SageMaker: A Comparative Study", International Journal of Novel Research and Development, ISSN:2456-4184, Vol.9, Issue 6, page no.f121-f139, June 2024. http://www.ijnrd.org/papers/IJNRD2406503.pdf
• "Evaluating Scalable Solutions: A Comparative Study of AWS, Azure, and GCP", International Journal of Novel Research and Development, ISSN:2456-4184, Vol.9, Issue 8, page no.20-33, August 2024. http://www.ijnrd.org/papers/IJNRD2109004.pdf
• "Machine Learning in Wireless Communication: Network Performance", International Journal of Novel Research and Development, ISSN:2456-4184, Vol.9, Issue 8, page no.27-47, August 2024. http://www.ijnrd,org/papers/IJNRD2110005.pdf
• Hajari, V. R., Benke, A. P., Goel, O., Pandian, P. K. G., Goel, P., & Chhapola, A. (2024). Innovative techniques for software verification in medical devices. SHODH SAGAR® International Journal for Research Publication and Seminar, 15(3), 239. https://doi.org/10.36676/jrps.v15.i3.1488
• • Khatri, D. K., Goel, P., & Renuka, A. (2024). Optimizing SAP FICO integration with cross-module interfaces. SHODH SAGAR: International Journal for Research Publication and Seminar, 15(1), 188. https://doi.org/10.36676/jrps.v15.i1.1482
• Kodyvaur Krishna Murthy, K., Pandian, P. K. G., & Goel, P. (2024). The role of digital innovation in modernizing railway networks: Case studies and lessons learned. SHODH SAGAR® International Journal for Research Publication and Seminar, 15(2), 272. https://doi.org/10.36676/jrps.v15.i2.1473
• Cheruku, S. R., Jain, A., & Goel, O. (2024). Advanced techniques in data transformation with DataStage and Talend. Shodh Sagar International Journal for Research Publication and Seminar, 15(1), 202–227. https://doi.org/10.36676/jrps.v15.i1.1483
• Ayyagiri, A., Aggarwal, A., & Jain, S. (2024). Enhancing DNA sequencing workflow with AI-driven analytics. SHODH SAGAR: International Journal for Research Publication and Seminar, 15(3), 203. https://doi.org/10.36676/jrps.v15.i3.1484
• Hajari, V. R., Benke, A. P., Goel, P. (Dr.), Jain, A. (Dr.), & Goel, O. (Er.). (2024). Advances in high-frequency surgical device design and safety. Shodh Sagar Darpan International Research Analysis, 12(3), 269. https://doi.org/10.36676/dira.v12.i3.82
• "ASA and SRX Firewalls: Complex Architectures", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.11, Issue 7, page no.i421-i430, July-2024, [JETIR2407841.pdf](http://www.jetir.org/papers/JETIR2407841.pdf)
• "Customer Satisfaction Improvement with Feedback Loops in Financial Services", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.11, Issue 5, page no.q263-q275, May 2024, [JETIR2405H38.pdf](http://www.jetir.org/papers/JETIR2405H38.pdf)
• "Advanced Threat Modeling Techniques for Micro services Architectures", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.8, Issue 4, page no.h288-h304, April-2023, [IJNRD2304737.pdf]( http://www.ijnrd.org/papers/IJNRD2304737.pdf )
• • "Advanced API Integration Techniques Using Oracle Integration Cloud (OIC)", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.10, Issue 4, page no.n143-n152, April-2023, [JETIR2304F21.pdf](http://www.jetir papers/JETIR2304F21.pdf)
• Garg, D. K., & Goel, P. (2023). Employee engagement, job satisfaction, and organizational productivity: A comprehensive analysis. Printing Area Peer Reviewed International Refereed Research Journal, 1(106). ISSN 2394-5303.
• Jain, S., Khare, A., Goel, O., & Goel, P. (2023). The impact of NEP 2020 on higher education in India: A comparative study of select educational institutions before and after the implementation of the policy. International Journal of Creative Research Thoughts, 11(5), h349-h360. http://www.ijcrt.org/viewfull.php?&p_id=IJCRT2305897
• Yadav, N., Yadav, K., Khare, A., Goel, O., & Goel, P. (2023). Dynamic self-regulation: A key to effective time management. International Journal of Novel Research and Development, 8(11), d854-d876.
• • Pakanati, D., Goel, E. L., & Kushwaha, D. G. S. (2023). Implementing cloud-based data migration: Solutions with Oracle Fusion. Journal of Emerging Trends in Network and Research, 1(3), a1-a11. https://rjpn.org/jetnr/papers/JETNR2303001.pdf
• Kanchi, P., Pandey, P., & Goel, O. (2023). Leveraging SAP Commercial Project Management (CPM) in construction projects: Benefits and case studies. Journal of Emerging Trends in Networking and Robotics, 1(5), a1-a20. (rjpn https://rjpn.org/jetnr/papers/JETNR2305001.pdf )
• Kolli, R. K., Goel, P., & Jain, A. (2023). MPLS Layer 3 VPNs in Enterprise Networks. Journal of Emerging Technologies and Network Research, 1(10), Article JETNR2310002. (doi 10.xxxx/jetnr2310002 rjpn https://rjpn.org/jetnr/JETNR2310002.pdf )
• Eeti, E. S., Jain, P. A., & Goel, E. O. (2023). Creating robust data pipelines: Kafka vs. Spark. Journal of Emerging Technologies in Networking and Research, 1(3), a12-a22. (rjpn https://rjpn.org/jetnr/papers/JETNR2303002.pdf )
• Shekhar, E. S., Agrawal, D. K. K., & Jain, E. S. (2023). Integrating conversational AI into cloud platforms: Methods and impact. Journal of Emerging Trends in Networking Research, 1(5), a21-a36. (rjpn https://rjpn.org/jetnr/papers/JETNR2305002.pdf )
• Chintha, E. V. R., Jain, P. K., & Jain, U. (2023). Call drops and accessibility issues: Multi-RAT networks analysis. Journal of Emerging Technologies and Network Research, 1(6), a12-a25. (rjpn https://rjpn.org/jetnr/papers/JETNR2306002.pdf )
• Pamadi, E. V. N., Goel, S., & Pandian, P. K. G. (2023). Effective resource management in virtualized environments. Journal of Emerging Technologies and Network Research, 1(7), a1-a10. (rjpn https://rjpn.org/jetnr/papers/JETNR2307001.pdf )
• Antara, E. F. N., Khan, S., & Goel, O. (2023). Workflow management automation: Ansible vs. Terraform. Journal of Emerging Technologies and Network Research, 1(8), a1-a11. (rjpn https://rjpn.org/jetnr/papers/JETNR2308001.pdf )
• • Chopra, E., Verma, P., & Garg, M. (2023). Accelerating Monte Carlo simulations: A comparison of Celery and Docker. Journal of Emerging Technologies and Network Research, 1(9), a1-a14. (rjpn https://rjpn.org/jetnr/papers/JETNR2309001.pdf )
• • Singiri, E. S., Gupta, E. V., & Khan, S. (2023). Comparing AWS Redshift and Snowflake for data analytics: Performance and usability. International Journal of New Technologies and Innovations, 1(4), a1-a14. (rjpn https://rjpn.org/https://rjpn.org/ijnti/papers/IJNTI2304001.pdf )
• • Gajbhiye, B., Jain, S., & Goel, O. (2023). Defense in depth strategies for zero trust security models. Darpan International Research Analysis, 11(1), 27. https://dira.shodhsagar.com/index.php
• AMIT MANGAL, DR. PRERNA GUPTA, "Comparative Analysis of Optimizing SAP S/4HANA in Large Enterprises", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.11, Issue 4, pp.j367-j379, April 2023, Available at :http://www.ijcrt papers/IJCRT23A4209.pdf
• "The Role of RPA and AI in Automating Business Processes in Large Corporations", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.8, Issue 3, page no.e784-e799, March-2023, Available :http://www.ijnrd papers/IJNRD2303502.pdf
• "Achieving Revenue Recognition Compliance: A Study of ASC606 vs. IFRS15", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.9, Issue 7, page no.h278-h295, July-2022, Available :http://www.jetir papers/JETIR2207742.pdf
• AMIT MANGAL, DR. SARITA GUPTA, PROF.(DR) SANGEET VASHISHTHA, "Enhancing Supply Chain Management Efficiency with SAP Solutions", IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.9, Issue 3, Page No pp.224-237, August 2022, Available at : http://www.ijrar IJRAR22C3155.pdf
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2024 Darpan International Research Analysis
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
