Professor Tolga Soyata

Tolga Soyata

Cyber physical systems, digital health (D-Health), and high-performance medical data processing and visualization

The World Within Reach
Tolga Soyata
Associate Professor
 

College of Engineering and Applied Sciences
Department: Electrical and Computer Engineering

Address:
RI 396
585-764-8043
View: Personal page

 

Introduction

Dr. Tolga Soyata joined the faculty in the Department of Computer Engineering as an Associate Professor in 2016. He comes to us from his former position at the University at Rochester, where he was an Assistant Professor-Research. His teaching interests include CMOS VLSI ASIC Design, FPGA-based High Performance Data Processing System Design, and GPU Parallel Programming. His research interests include Cyber Physical Systems, Digital Health, and GPU-based high-performance computing.

His Google Scholar link is at https://scholar.google.com/citations?user=QnRaxS0AAAAJ

Education

2000 PhD,  University of Rochester, Electrical and Computer Engineering

1992 MS,   Johns Hopkins University, Electrical and Computer Engineering

1988 BS,    Istanbul Technical University, Electrical and Communications Engineering

Research Interests

Dr. Soyata's  research is focused on three main areas: 1) Cyber Physical Systems, 2) Digital Health (D-Health), and 3) High-performance medical data processing and visualization. 


Cyber Physical Systems research investigates the design of near-maintenance-free, supercapacitor-based energy supply design for high-performance embedded field devices (e.g., Nvidia TEGRA3-based). A recent collaboration focuses on Cyber Physical Systems for volcano seismic activity detection and real-time earthquake and tsunami warning. The sensors that we use are either active (including a battery), or passive RFID-based. 


Digital Health (D-Health) research investigates a) RFID-based passive or battery-based active medical data acqusition circuit/system design, b) secure transportion of medical data using non-traditional encryption algorithms such as homomorphic encryption, and c) decision support for doctors using machine learning techniques such as SVMs and random forests, applied to medical data. 


High-Performance Medical Data Processing research investigates a) GPU implementation of computationally-intensive medical algorithms, b) novel visualization methodologies for medical data, especially within the cardiology field. 

  

Publications

Books:

  1. T. Soyata, "GPU Parallel Program Development Using CUDA," Taylor and Francis (CRC Publishing), pp. 1-476, ISBN 978-1498750752, Feb 2018.

  2. T. Soyata, Enabling Real-Time Mobile Cloud Computing through Emerging Technologies, ISBN 978-1-4666-8662-5, IGI Global, Aug 2015.

Journals & Magazine Articles:

  1. M. Zhu, M. Hassanalieragh, Z. Chen, A. Fahad, K. Shen, and T. Soyata, "Energy-Aware Sensing in Data-Intensive Field Systems Using Supercapacitor Energy Buffer," IEEE Sensors Journal (JSEN), vol. 18, no.8, pp. 3372-3383, Apr 2018.

  2. M. Habibzadeh, A. Boggio-Dandry, Z. Qin, T. Soyata, B. Kantarci, "Soft Sensing in Smart Cities: Handling 3Vs Using Recommender Systems, Machine Intelligence, and Data Analytics," IEEE Communications Magazine (MCOM), vol. 56, no.2, pp. 78-86, Feb 2018.

  3. Y. Kim, T. Soyata, R. F. Behnagh, "Towards Emotionally-Aware AI Smart Classroom: Current Issues and Directions for Engineering and Education," IEEE Access, vol.6, pp. 5308-5331, Jan 2018.

  4. M. Habibzadeh, Z. Qin, T. Soyata, B. Kantarci, "Large Scale Distributed Dedicated- and Non-Dedicated Smart City Sensing Systems," IEEE Sensors Journal (JSEN), vol. 17, no. 23, pp. 7649-7658, Dec 2017.

  5. M. Pouryazdan, C. Fiandrino, B. Kantarci, T. Soyata, D. Kliazovich, and P. Bouvry, "Intelligent Gaming for Mobile Crowd-Sensing Participants to Acquire Trustworthy Big Data in the Internet of Things," IEEE Access, vol. 5, no. 1, pp. 22209-22223, Dec 2017.

  6. M. Habibzadeh, M. Hassanalieragh, A. Ishikawa, T. Soyata, G. Sharma, "Hybrid Solar-Wind Energy Harvesting for Embedded Applications: Supercapacitor-based System Architectures and Design Tradeoffs," IEEE Circuits and Systems Magazine (MCAS), vol. 17, no. 4, pp. 29-63, Nov 2017.

  7. M. Pouryazdan, B. Kantarci, T. Soyata, L. Foschini, and H. Song, "Quantifying User Reputation Scores, Data Trustworthiness, and User Incentives in Mobile Crowd-Sensing," IEEE Access, vol. 5, pp. 1382-1397, Jan 2017.

  8. S. Hijazi, A. Page, B. Kantarci, and T. Soyata "Machine Learning in Cardiac Health Monitoring and Decision Support," IEEE Computer Magazine (MC), vol. 49, no. 11, pp. 38-48, Nov 2016.

  9. O. Kocabas, T. Soyata, M. K. Aktas, "Emerging Security Mechanisms for Medical Cyber Physical Systems," IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB), vol. 13, no. 3, pp. 401-416, Jun 2016.

  10. A. Page, S. Hijazi, D. Askan, B. Kantarci, T. Soyata, "Research Directions in Cloud-Based Decision Support Systems for Health Monitoring Using Internet-of-Things Driven Data Acquisition," International Journal of Services Computing (IJSC), vol. 4, no. 4, pp.18-34, 2016

  11. M. Hassanalieragh, T. Soyata, A. Nadeau, and G. Sharma, "UR-SolarCap: An Open Source Intelligent Auto-Wakeup Solar Energy Harvesting System for Supercapacitor Based Energy Buffering," IEEE Access, vol. 4, pp. 542-557, Mar 2016.

  12. M. Pouryazdan, B. Kantarci, T. Soyata, and H. Song, "Anchor-Assisted and Vote-based Trustworthiness Assurance in Smart City Crowdsensing," IEEE Access, vol. 4, pp. 529-541, Mar 2016.

  13. T. Soyata, L. Copeland and W. Heinzelman, "RF Energy Harvesting for Embedded Systems: A Survey of Tradeoffs and Methodology," IEEE Circuits and Systems Magazine (MCAS), Vol. 16, No. 1, pp. 22-57, Feb 2016.

  14. A. Page, M. K. Aktas, T. Soyata, W. Zareba and J. Couderc, " “QT Clock” to Improve Detection of QT Prolongation in Long QT Syndrome Patients," The Journal of the Hearth Rhythm Society (Heart Rhythm), vol. 13, No. 1, pp. 190-198, Jan 2016.

  15. A. Page, T. Soyata, J. Couderc, and M. Aktas, "An Open Source ECG Clock Generator for Visualization of Long-Term Cardiac Monitoring Data," IEEE Access, vol. 3, pp. 2704-2714, Dec 2015.

  16. A. Nadeau, M. Hassanalieragh, G. Sharma and T. Soyata, "Energy awareness for supercapacitors using Kalman filter state-of-charge tracking," Journal of Power Sources (POWER), vol. 296, pp. 383-391, Nov 2015.

  17. A. Page, O. Kocabas, T. Soyata, M. Aktas and J.P. Couderc, "Cloud-Based Privacy-Preserving Remote ECG Monitoring and Surveillance," Annals of Noninvasive Electrocardiology (ANEC), Vol. 20, No. 4, pp. 328-337, Dec 2014.

  18. T. Soyata and E. G. Friedman, "Incorporating Interconnect, Register, and Clock Distribution Delays into the Retiming Process," IEEE Transactions on Computer-Aided Design of Circuits and Systems (TCAD), vol. CAD-16, no. 1, pp. 105-120, Jan 1997.

Conference & Workshops:

  1. C. Kaptan, B. Kantarci, T. Soyata, A. Boukerche, “Emulating Smart City Sensors Using Soft Sensing and Machine Intelligence: a Case Study in Public Transportation,” IEEE International Conference on Communications (ICC), May 2018.

  2. M. Habibzadeh, M. Hassanalieragh, T. Soyata, G. Sharma, "Supercapacitor-Based Embedded Hybrid Solar/Wind Harvesting System Architectures," in Proceedings of the 30th IEEE International System-On-Chip Conference (SOCC), pp. 215-220, Sep 2017, Munich, Germany.

  3. M. Habibzadeh, M. Hassanalieragh, T. Soyata, G. Sharma, "Solar/Wind Hybrid Energy Harvesting for Supercapacitor-based Embedded Systems," in IEEE Midwest Symposium on Circuits and Systems (MWSCAS), pp. 329-332, Aug 2017, Boston, MA.

  4. M. Habibzadeh, W. Xiong, M. Zheleva, E. K. Stern, B. H. Nussbaum, T. Soyata, "Smart City Sensing and Communication Sub-Infrastructure," in IEEE Midwest Symposium on Circuits and Systems (MWSCAS), pp. 1159-1162, Aug 2017, Boston, MA.

  5. M. Pouryazdan, C. Fiandrino, B. Kantarci, D. Kliazovich, T. Soyata, and P. Bouvry, "Game-Theoretic Recruitment of Sensing Service Providers for Trustworthy Cloud-Centric Internet-of-Things (IoT) Applications," in IEEE Globecom Workshops (GC Wkshps), pp. 1-6, Dec 2016, Washington, DC.

  6. G. Honan, A. Page, O. Kocabas, T. Soyata, and B. Kantarci, "Internet-of-Everything Oriented Implementation of Secure Digital Health (D-Health) Systems," in Proceedings of the 2016 IEEE Symposium on Computers and Communications (ISCC), pp. 718-725, Jun 2016, Messina, Italy.

  7. BEST PAPER AWARD P. Glasser, O. Kocabas, B. Kantarci, T. Soyata, and J. Matthews, "Energy efficient VM migration revisited: SLA assurance and minimum service disruption with available hosts," in Proceedings of the 12th International Conference on High-capacity Optical Networks and Emerging/Enabling Technologies (HONET), pp. 22-27, Dec 2015.

  8. A. Page, T. Soyata, J. Couderc, M. Aktas, B. Kantarci, and S. Andreescu, "Visualization of Health Monitoring Data acquired from Distributed Sensors for Multiple Patients," in IEEE Global Communications Conference (GLOBECOM), pp. 1-7, Dec 2015, San Diego, CA.

  9. N. Powers, A. Alling, K. Osolinsky, T. Soyata, M. Zhu, H. Wang, H. Ba, W. Heinzelman, J. Shi and M. Kwon, "The Cloudlet Accelerator: Bringing Mobile-Cloud Face Recognition into Real-Time," in IEEE Globecom Workshops (GC Wkshps), pp. 1-7 , Dec 2015, San Diego, CA.

  10. N. Powers and T. Soyata, "AXaaS (Acceleration as a Service): Can the Telecom Service Provider Rent a Cloudlet ?," in Proceedings of the 4th IEEE International Conference on Cloud Networking (CLOUDNET), pp. 232-238, Oct 2015, Niagara Falls, Canada.

  11. M. Hassanalieragh, A. Page, T. Soyata, G. Sharma, M. K. Aktas, B. Kantarci and S. Andreescu, "Health Monitoring and Management Using Internet-of-Things (IoT) Sensing with Cloud-based Processing: Opportunities and Challenges," in 2015 IEEE International Conference on Services Computing (SCC), pp. 285-292, Jun 2015, New York, NY.

  12. O. Kocabas and T. Soyata, "Utilizing Homomorphic Encryption to Implement Secure and Private Medical Cloud Computing," in IEEE 8th International Conference on Cloud Computing (CLOUD), pp. 540-547, Jun 2015, New York, NY.

  13. M. Aktas, A. Page, T. Soyata and Jean-Philippe Couderc, "Incidence of Diurnal QT Concealment in Genotype Positive Long QT 1 and 2 Patients," 36th Annual Heartrhythm Society Scientific Sessions, May 2015, Boston, MA.

  14. N. Powers, A. Alling, R. Gyampoh-Vidogah and T. Soyata, "AXaaS: Case for Acceleration as a Service," in IEEE Globecom Workshops (GC Wkshps), pp. 117-121, Dec 2014, Austin, TX.

  15. A. Page, O. Kocabas, S. Ames, M. Venkitasubramaniam and T. Soyata, "Cloud-based Secure Health Monitoring: Optimizing Fully-Homomorphic Encryption for Streaming Algorithms," in IEEE Globecom Workshops (GC Wkshps), pp. 48-52, Dec 2014, Austin, TX.

  16. M. Hassanalieragh, T. Soyata, A. Nadeau and G. Sharma, "Solar-Supercapacitor Harvesting System Design for Energy-Aware Applications," in Proceedings of the 27th IEEE International System-On-Chip Conference (IEEE SOCC), pp. 280-285, Sep 2014, Las Vegas, NV.

  17. M. Kwon, Z. Dou, W. Heinzelman, T. Soyata, H. Ba and J. Shi, "Use of Network Latency Profiling and Redundancy for Cloud Server Selection," in Proceedings of the 7th IEEE International Conference on Cloud Computing (CLOUD), pp. 826-832, Jun 2014, Anchorage, AK.

  18. A. Nadeau, G. Sharma and T. Soyata, "State-of-Charge Estimation for Supercapacitors: A Kalman Filtering Approach," in Proceedings of the 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2194-2198, May 2014, Florence, Italy.

  19. P. Li, C. Ding, X. Hu and T. Soyata, "LDetector: A Low Overhead Race Detector for GPU Programs," in 5th Workshop on Determinism and Correctness in Parallel Programming (WoDet), Mar 2014, Salt Lake City, UT.

  20. O. Kocabas, T. Soyata, J.P. Couderc, M. Aktas, J. Xia and M. Huang, "Assessment of Cloud-based Health Monitoring using Homomorphic Encryption," in Proceedings of the 31th IEEE Conference on Computer Design (ICCD), pp. 443-446, Oct 2013, Asheville, NC.

  21. T. Soyata and J. Liobe, "pbCAM: probabilistically-banked Content Addressable Memory," in Proceedings of the 25th IEEE International System-on-Chip Conference (IEEE SOCC), pp. 27-32, Sep 2012, Niagara Falls, NY, USA.

  22. A. Fahad, T. Soyata, T. Wang, G. Sharma, W. B. Heinzelman and K. Shen, "SOLARCAP: Super Capacitor Buffering of Solar Energy for Self-Sustainable Field Systems," in Proceedings of the 25th IEEE International System-on-Chip Conference (IEEE SOCC), pp. 236-241, Sep 2012, Niagara Falls, NY, USA.

  23. T. Soyata, R. Muraleedharan, C. Funai, M. Kwon and W. B. Heinzelman, "Cloud-Vision: Real-Time Face Recognition Using a Mobile-Cloudlet-Cloud Acceleration Architecture," in Proceedings of the 17th IEEE Symposium on Computers and Communications (ISCC), pp. 59-66, Jul 2012, Capadoccia, Turkey.

  24. T. Soyata, R. Muraleedharan, S. Ames, J. H. Langdon, C. Funai, M. Kwon and W. B. Heinzelman, "COMBAT: mobile-Cloud-based cOmpute/coMmunications infrastructure for BATtlefield applications," in Proceedings of SPIE, vol. 8403, May 2012, Baltimore, MD.

  25. X. Guo, E. Ipek and T. Soyata, "Resistive Computation: Avoiding the Power Wall with Low-Leakage, STT-MRAM Based Computing," in Proceedings of the International Symposium on Computer Architecture (ISCA), pp. 371-382, Jun 2010, Saint-Malo, France.

  26. T. Soyata, E.G. Friedman and J. H. Mulligan, Jr., "Monotonicity Constraints on Path Delays for Efficient Retiming with Localized Clock Skew and Variable Register Delay," in Proceedings of the IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1748-1751, May 1995.

  27. T. Soyata and E.G. Friedman, "Retiming with Non-Zero Clock Skew, Variable Register, and Interconnect Delay," in Proceedings of the IEEE Conference on Computer-Aided Design (ICCAD), pp. 234-241, Nov. 1994

  28. T. Soyata and E. G. Friedman, "Synchronous Performance and Reliability Improvements in Pipelined ASICs," in Proceedings of the IEEE ASIC Conference (ASIC), pp. 383-390, Sep 1994.

  29. T. Soyata, E. G. Friedman and J. H. Mulligan, Jr., "Integration of Clock Skew and Register Delays into a Retiming Algorithm," in Proceedings of the IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1483-1486, May 1993.

Book Chapters:

  1. A. Alling, N. Powers and T. Soyata, "Face Recognition: A Tutorial on Computational Aspects," in Emerging Research Surrounding Power Consumption and Performance Issues in Utility Computing, ch. 20, pp. 420-425, IGI Global, 2016.

  2. A. Page, M. Hassanalieragh, T. Soyata, M. K. Aktas, B. Kantarci and S. Andreescu, "Conceptualizing a Real-Time Remote Cardiac Health Monitoring System," in Enabling Real-Time Mobile Cloud Computing through Emerging Technologies, Ed. T. Soyata, ch. 1, pp. 1-34, IGI Global, Aug 2015.

  3. S. Ames, M. Venkitasubramaniam, A. Page, O. Kocabas and T. Soyata, "Secure Health Monitoring in the Cloud Using Homomorphic Encryption, A Branching-Program Formulation," in Enabling Real-Time Mobile Cloud Computing through Emerging Technologies, Ed. T. Soyata, ch. 4, pp. 116-152, IGI Global, Aug 2015.

  4. N. Powers and T. Soyata, "Selling FLOPs: Telecom Service Providers Can Rent a Cloudlet via Acceleration as a Service (AXaaS)," in Enabling Real-Time Mobile Cloud Computing through Emerging Technologies, Ed. T. Soyata, ch. 6, pp. 182-212, IGI Global, Aug 2015.

  5. O. Kocabas and T. Soyata, "Towards Privacy-Preserving Medical Cloud Computing Using Homomorphic Encryption," in Enabling Real-Time Mobile Cloud Computing through Emerging Technologies, Ed. T. Soyata, ch. 7, pp. 213-246, IGI Global, Aug 2015.

  6. Y. Song, H. Wang and T. Soyata, "Hardware and Software Aspects of VM-Based Mobile-Cloud Offloading," in Enabling Real-Time Mobile Cloud Computing through Emerging Technologies, Ed. T. Soyata, ch. 8, pp. 247-271, IGI Global, Aug 2015.

  7. O. Kocabas, R. Gyampoh-Vidogah and T. Soyata, "Operational Cost of Running Real Time Mobile Cloud Applications," in Enabling Real-Time Mobile Cloud Computing through Emerging Technologies, Ed. T. Soyata, ch. 10, pp. 294-321, IGI Global, Aug 2015.

  8. W. Dixon, N. Powers, Y. Song and T. Soyata, "Theoretical Foundation and GPU Implementation of Face Recognition," in Enabling Real-Time Mobile Cloud Computing through Emerging Technologies, Ed. T. Soyata, ch. 11, pp. 322-341, IGI Global, Aug 2015.

  9. N. Gekakis, A. Nadeau, M. Hassanalieragh, Y. Chen, Z. Liu, G. Honan, F. Erdem, G. Sharma and T. Soyata, "Modeling of Supercapacitors as an Energy Buffer for Cyber-Physical Systems," in Cyber Physical Systems - A Computational Perspective, ch. 6, pp. 171-190, CRC, 2015.

  10. G. Honan, N. Gekakis, M. Hassanalieragh, A. Nadeau, G. Sharma and T. Soyata, "Energy Harvesting and Buffering for Cyber Physical Systems: A Review," in Cyber Physical Systems - A Computational Perspective, ch. 7, pp. 191-218, CRC, 2015.

  11. H. Wang, W. Liu and T. Soyata, "Accessing Big Data in the Cloud Using Mobile Devices," in Handbook of Research on Cloud Infrastructures for Big Data Analytics, Ed. P. R. Chelliah and G. Deka, pp. 444-470, IGI Global, Mar 2014.

  12. O. Kocabas and T. Soyata, "Medical Data Analytics in the cloud using Homomorphic Encryption," in Handbook of Research on Cloud Infrastructures for Big Data Analytics, Ed. P. R. Chelliah and G. Deka, pp. 471-488, IGI Global, Mar 2014.

  13. T. Soyata, H. Ba, W. Heinzelman, M. Kwon and J. Shi, "Accelerating Mobile-Cloud Computing : A Survey," in Communication Infrastructures for Cloud Computing, Ed. H. T. Mouftah and B. Kantarci, pp. 175-197, IGI Global, Sep 2013.

Technical Reports

  1. M. Zhu, M. Hassanalieragh, A. Fahad, Z. Chen, T. Soyata, and K. Shen, "Supercapacitor Energy Buffering for Self-Sustainable, Continuous Sensing Systems," University of Rochester, Dept. of Computer Science, Tech Report TR-995, Mar 2016.