Robust Signal Processing Techniques for Biomedical Applications: Enhancing Diagnosis and Treatment
Keywords:
Signal Processing, Biomedical Applications, Therapeutic Interventions, Biomedical Engineering, Diagnosis Signal Analysis, Medical Signal ProcessingAbstract
In biomedical applications, reliable signal processing methods are essential for improving diagnosis and treatment plans. To enhance patient outcomes, this study intends to investigate machine learning, independent component analysis (ICA), wavelet transform, adaptive filtering, and other techniques in analyzing physiological data and medical imaging. The methodology entails a thorough analysis of the body of literature already in existence, with an emphasis on the concepts, practices, and uses of robust signal-processing methods in biological contexts. Important discoveries demonstrate how robust signal processing techniques can reduce artifacts and noise, extract valuable features, allow real-time feedback and monitoring, and aid in customized treatment planning. To fully realize the potential of robust signal processing techniques in healthcare, policy implications emphasize the significance of funding research and development, creating standards and guidelines, encouraging education and training, and cultivating cooperation and data sharing. Robust signal processing methods have the potential to completely transform the medical field by giving doctors insightful knowledge about physiological signals and imaging data, which will eventually enhance patient outcomes, diagnosis, and therapy.
Downloads
References
Akter, T., & Surarapu, P. (2021). Next-Generation Electric Machines: Integration of Power Electronics and Machine Design for Optimal Performance. International Journal of Reciprocal Symmetry and Theoretical Physics, 8, 21-32. https://upright.pub/index.php/ijrstp/article/view/120
Amezquita-sanchez, J. P., Adeli, H. (2016). Signal Processing Techniques for Vibration-Based Health Monitoring of Smart Structures. Archives of Computational Methods in Engineering, 23(1), 1-15. https://doi.org/10.1007/s11831-014-9135-7
Ande, J. R. P. K. (2018). Performance-Based Seismic Design of High-Rise Buildings: Incorporating Nonlinear Soil-Structure Interaction Effects. Engineering International, 6(2), 187–200. https://doi.org/10.18034/ei.v6i2.691
Ande, J. R. P. K., & Khair, M. A. (2019). High-Performance VLSI Architectures for Artificial Intelligence and Machine Learning Applications. International Journal of Reciprocal Symmetry and Theoretical Physics, 6, 20-30. https://upright.pub/index.php/ijrstp/article/view/121
Ande, J. R. P. K., Varghese, A., Mallipeddi, S. R., Goda, D. R., & Yerram, S. R. (2017). Modeling and Simulation of Electromagnetic Interference in Power Distribution Networks: Implications for Grid Stability. Asia Pacific Journal of Energy and Environment, 4(2), 71-80. https://doi.org/10.18034/apjee.v4i2.720
Baddam, P. R. (2019). Surgical Robotics Unveiled: The Robotic Surgeon’s Role in Modern Surgical Evolution. ABC Journal of Advanced Research, 8(2), 131-144. https://doi.org/10.18034/abcjar.v8i2.718
Baddam, P. R. (2020). Cyber Sentinel Chronicles: Navigating Ethical Hacking’s Role in Fortifying Digital Security. Asian Journal of Humanity, Art and Literature, 7(2), 147-158. https://doi.org/10.18034/ajhal.v7i2.712
Baddam, P. R. (2021). Indie Game Alchemy: Crafting Success with C# and Unity’s Dynamic Partnership. International Journal of Reciprocal Symmetry and Theoretical Physics, 8, 11-20. https://upright.pub/index.php/ijrstp/article/view/111
Baddam, P. R. (2022). Revolutionizing Customer Experience through Innovative Digital Marketing Approaches. Global Disclosure of Economics and Business, 11(2), 71-86. https://doi.org/10.18034/gdeb.v11i2.716
Chisty, N. M. A., Baddam, P. R., & Amin, R. (2022). Strategic Approaches to Safeguarding the Digital Future: Insights into Next-Generation Cybersecurity. Engineering International, 10(2), 69–84. https://doi.org/10.18034/ei.v10i2.689
Chowdhury, R. H., Reaz, M. B. I., Mohd, M. A. B., Bakar, A. A. A., Chellappan, K. (2013). Surface Electromyography Signal Processing and Classification Techniques. Sensors, 13(9), 12431-12466. https://doi.org/10.3390/s130912431
Fadziso, T., Vadiyala, V. R., & Baddam, P. R. (2019). Advanced Java Wizardry: Delving into Cutting-Edge Concepts for Scalable and Secure Coding. Engineering International, 7(2), 127–146. https://doi.org/10.18034/ei.v7i2.684
Goda, D. R., Yerram, S. R., & Mallipeddi, S. R. (2018). Stochastic Optimization Models for Supply Chain Management: Integrating Uncertainty into Decision-Making Processes. Global Disclosure of Economics and Business, 7(2), 123-136. https://doi.org/10.18034/gdeb.v7i2.725
Graca, C., Falcao, G., Figueiredo, I. N., Kumar, S. (2017). Hybrid Multi-GPU Computing: Accelerated Kernels for Segmentation and Object Detection with Medical Image Processing Applications. Journal of Real-Time Image Processing, 13(1), 227-244. https://doi.org/10.1007/s11554-015-0517-3
Khair, M. A., Mahadasa, R., Tuli, F. A., & Ande, J. R. P. K. (2020). Beyond Human Judgment: Exploring the Impact of Artificial Intelligence on HR Decision-Making Efficiency and Fairness. Global Disclosure of Economics and Business, 9(2), 163-176. https://doi.org/10.18034/gdeb.v9i2.730
Khan, O. I., Farooq, F., Akram, F., Choi, M-t., Han, S. M. (2012). Robust Extraction of P300 Using Constrained ICA for BCI Applications. Medical and Biological Engineering and Computing, 50(3), 231-41. https://doi.org/10.1007/s11517-012-0861-4
Mahadasa, R. (2021). Hierarchical Structuring of Fibrous Materials: Toward Tailored Properties for High-Performance Textile Products. Engineering International, 9(2), 165–178. https://doi.org/10.18034/ei.v9i2.698
Mahadasa, R., & Surarapu, P. (2016). Toward Green Clouds: Sustainable Practices and Energy-Efficient Solutions in Cloud Computing. Asia Pacific Journal of Energy and Environment, 3(2), 83-88. https://doi.org/10.18034/apjee.v3i2.713
Mahadasa, R., Goda, D. R., & Surarapu, P. (2019). Innovations in Energy Harvesting Technologies for Wireless Sensor Networks: Towards Self-Powered Systems. Asia Pacific Journal of Energy and Environment, 6(2), 101-112. https://doi.org/10.18034/apjee.v6i2.727
Mahadasa, R., Surarapu, P., Vadiyala, V. R., & Baddam, P. R. (2020). Utilization of Agricultural Drones in Farming by Harnessing the Power of Aerial Intelligence. Malaysian Journal of Medical and Biological Research, 7(2), 135-144. https://mjmbr.my/index.php/mjmbr/article/view/684
Maleševic, N., Markovic, D., Kanitz, G., Controzzi, M., Cipriani, C. (2018). Vector Autoregressive Hierarchical Hidden Markov Models for Extracting Finger Movements Using Multichannel Surface EMG Signals. Complexity, 2018. https://doi.org/10.1155/2018/9728264
Mallipeddi, S. R., & Goda, D. R. (2018). Solid-State Electrolytes for High-Energy-Density Lithium-Ion Batteries: Challenges and Opportunities. Asia Pacific Journal of Energy and Environment, 5(2), 103-112. https://doi.org/10.18034/apjee.v5i2.726
Mallipeddi, S. R., Goda, D. R., Yerram, S. R., Varghese, A., & Ande, J. R. P. K. (2017). Telemedicine and Beyond: Navigating the Frontier of Medical Technology. Technology & Management Review, 2, 37-50. https://upright.pub/index.php/tmr/article/view/118
Mallipeddi, S. R., Lushbough, C. M., & Gnimpieba, E. Z. (2014). Reference Integrator: a workflow for similarity driven multi-sources publication merging. The Steering Committee of the World Congress in Computer Science, Computer Engineering and Applied Computing (WorldComp). https://www.proquest.com/docview/1648971371
Mandapuram, M., Mahadasa, R., & Surarapu, P. (2019). Evolution of Smart Farming: Integrating IoT and AI in Agricultural Engineering. Global Disclosure of Economics and Business, 8(2), 165-178. https://doi.org/10.18034/gdeb.v8i2.714
Moraes, J. L., Rocha, M. X., Vasconcelos, G. G., Vasconcelos Filho, J. E., de Albuquerque, V. H. C. (2018). Advances in Photopletysmography Signal Analysis for Biomedical Applications. Sensors, 18(6), 1894. https://doi.org/10.3390/s18061894
Rahman, S. S., & Baddam, P. R. (2021). Community Engagement in Southeast Asia’s Tourism Industry: Empowering Local Economies. Global Disclosure of Economics and Business, 10(2), 75-90. https://doi.org/10.18034/gdeb.v10i2.715
Siddique, S., & Vadiyala, V. R. (2021). Strategic Frameworks for Optimizing Customer Engagement in the Digital Era: A Comparative Study. Digitalization & Sustainability Review, 1(1), 24-40. https://upright.pub/index.php/dsr/article/view/116
Surarapu, P. (2016). Emerging Trends in Smart Grid Technologies: An Overview of Future Power Systems. International Journal of Reciprocal Symmetry and Theoretical Physics, 3, 17-24. https://upright.pub/index.php/ijrstp/article/view/114
Surarapu, P., & Mahadasa, R. (2017). Enhancing Web Development through the Utilization of Cutting-Edge HTML5. Technology & Management Review, 2, 25-36. https://upright.pub/index.php/tmr/article/view/115
Surarapu, P., Ande, J. R. P. K., Varghese, A., Mallipeddi, S. R., Goda, D. R., Yerram, S. R., & Kaluvakuri, S. (2020). Quantum Dot Sensitized Solar Cells: A Promising Avenue for Next-Generation Energy Conversion. Asia Pacific Journal of Energy and Environment, 7(2), 111-120. https://doi.org/10.18034/apjee.v7i2.728
Surarapu, P., Mahadasa, R., & Dekkati, S. (2018). Examination of Nascent Technologies in E-Accounting: A Study on the Prospective Trajectory of Accounting. Asian Accounting and Auditing Advancement, 9(1), 89–100. https://4ajournal.com/article/view/83
Surarapu, P., Mahadasa, R., Vadiyala, V. R., & Baddam, P. R. (2023). An Overview of Kali Linux: Empowering Ethical Hackers with Unparalleled Features. FMDB Transactions on Sustainable Technoprise Letters, 1(3), 171– 180. https://www.fmdbpub.com/user/journals/article_details/FTSTPL/109
Thadikemalla, V. S. G., Gandhi, A. S. (2018). A Data Loss Recovery Technique using Compressive Sensing for Structural Health Monitoring Applications. KSCE Journal of Civil Engineering, 22(12), 5084-5093. https://doi.org/10.1007/s12205-017-2070-z
Tseng, C-E., Peng, C.-Y., Chang, M-W., Yen, J-Y., Lee, C-K. (2010). Novel Approach to Fuzzy-Wavelet ECG Signal Analysis for a Mobile Device. Journal of Medical Systems, 34(1), 71-81. https://doi.org/10.1007/s10916-008-9217-x
Tuli, F. A., & Vadiyala, V. R. (2022). Crisis Management in South East Asia’s Tourism Industry: Resilience and Adaptation Strategies. Global Disclosure of Economics and Business, 11(2), 87-102. https://doi.org/10.18034/gdeb.v11i2.717
Tuli, F. A., Varghese, A., & Ande, J. R. P. K. (2018). Data-Driven Decision Making: A Framework for Integrating Workforce Analytics and Predictive HR Metrics in Digitalized Environments. Global Disclosure of Economics and Business, 7(2), 109-122. https://doi.org/10.18034/gdeb.v7i2.724
Vadiyala, V. R. (2019). Innovative Frameworks for Next-Generation Cybersecurity: Enhancing Digital Protection Strategies. Technology & Management Review, 4, 8-22. https://upright.pub/index.php/tmr/article/view/117
Vadiyala, V. R. (2020). Sunlight to Sustainability: A Comprehensive Analysis of Solar Energy’s Environmental Impact and Potential. Asia Pacific Journal of Energy and Environment, 7(2), 103-110. https://doi.org/10.18034/apjee.v7i2.711
Vadiyala, V. R. (2021). Byte by Byte: Navigating the Chronology of Digitization and Assessing its Dynamic Influence on Economic Landscapes, Employment Trends, and Social Structures. Digitalization & Sustainability Review, 1(1), 12-23. https://upright.pub/index.php/dsr/article/view/110
Vadiyala, V. R. (2022). C++ Unveiled: A Scholarly Expedition into the Integration of Procedural and Object-Oriented Paradigms. Engineering International, 10(2), 85–102. https://doi.org/10.18034/ei.v10i2.690
Varghese, A., & Bhuiyan, M. T. I. (2020). Emerging Trends in Compressive Sensing for Efficient Signal Acquisition and Reconstruction. Technology & Management Review, 5, 28-44. https://upright.pub/index.php/tmr/article/view/119
Ye, Y., Sheu, P. C. –Y., Zeng, J., Wang, G., Lu, K. (2009). An Efficient Semi-blind Source Extraction Algorithm and its Applications to Biomedical Signal Extraction. Science in China. Series F: Information Sciences, 52(10), 1863-1874. https://doi.org/10.1007/s11432-009-0163-0
Yerram, S. R., & Varghese, A. (2018). Entrepreneurial Innovation and Export Diversification: Strategies for India’s Global Trade Expansion. American Journal of Trade and Policy, 5(3), 151–160. https://doi.org/10.18034/ajtp.v5i3.692
Yerram, S. R., Goda, D. R., Mahadasa, R., Mallipeddi, S. R., Varghese, A., Ande, J. R. P. K., Surarapu, P., & Dekkati, S. (2021). The Role of Blockchain Technology in Enhancing Financial Security amidst Digital Transformation. Asian Business Review, 11(3), 125–134. https://doi.org/10.18034/abr.v11i3.694
Zhao, Y., Liu, B., Wang, S. (2011). A Robust Extraction Algorithm for Biomedical Signals from Noisy Mixtures. Frontiers of Computer Science in China, 5(4), 387-394. https://doi.org/10.1007/s11704-011-1043-5
Downloads
Published
Issue
Section
License
Copyright (c) 2022 Malaysian Journal of Medical and Biological Research
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.