Publications

1. Fatemeh Asgarinejad, Xiaofan Yu, Danlin Jiang, Justin Morris, Tajana Rosing, Baris Aksanli. Enhanced Noise-Resilient Pressure Mat System Based on Hyperdimensional Computing. MDPI Sensors. 2024. PDF


2. Onat Gungor, Tajana Rosing, Baris Aksanli. ROLDEF: RObust Layered DEFense for Intrusion Detection Against Adversarial Attacks. Design, Automation and Test in Europe (DATE). 2024. (accepted)


3. Fatemeh Asgarinejad, Justin Morris, Tajana Rosing, Baris Aksanli. PIONEER: Highly Efficient and Accurate Hyperdimensional Computing using Learned Projection. Asia and South Pacific Design Automation Conference (ASP-DAC). 2024. (accepted)


4. Xiaofan Yu, Minxuan Zhou, Fatemeh Asgarinejad, Onat Gungor, Baris Aksanli, Tajana Rosing. Lightning Talk: Private and Secure Learning at the Edge with Hyperdimensional Computing. IEEE/ACM Design Automation Conference (DAC), 2023. PDF


5. Alice Sokolova, Varsha Rallapalli, Anusha Yellamsetty, Martin Hunt, Baris Aksanli, Fredric Harris, Harinath Garudadri. Frequency Warping (Freping): A new tool for feedback control in hearing aids. 57th Asilomar Conference on Signals, Systems and Computers. 2023. (accepted)


6. Alice Sokolova, Baris Aksanli, Frederic Harris, Harinath Garudadri. Consolidating Compression and Revisiting Expansion: An Alternative Amplification Rule for Wide Dynamic Range Compression. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA). 2023. PDF


7. Alice Sokolova, Varsha H. Rallapalli, Anusha Yellamsetty, Martin Hunt, Baris Aksanli, Fredric Harris, Harinath Garudadri. Acoustic feedback control in hearing aids with frequency warping. Journal of Acoustical Society of America. 2023. PDF


8. Mitchell Timken, Onat Gungor, Tajana Rosing, Baris Aksanli. Analysis of Machine Learning Algorithms for Cyber Attack Detection in SCADA Power Systems. International Conference on Smart Applications, Communications and Networking (SmartNets). 2023. PDF


9. Tianqi Zhang, Justin Morris, Kenneth Stewart, Hin Wai Lui, Behnam Khaleghi, Anthony Thomas, Thiago Goncalves-Marback, Baris Aksanli, Emre Neftci, Tajana Rosing. HyperSpikeASIC: Accelerating Event-based Workloads with HyperDimensional Computing and Spiking Neural Networks. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. 2023. PDF


10. Onat Gungor, Tajana Rosing, Baris Aksanli. Adversarial-HD: Hyperdimensional Computing Adversarial Attack Design for Secure Industrial Internet of Things . IEEE/ACM Workshop on the Internet of Safe Things, co-located with CPS-IoT Week. 2023. PDF (Best paper runner-up)


11. Josef Miller, Mauro Garcia, Baris Aksanli. WiP: Optimizing Solar-powered BLE Beacons for Wildlife Monitoring. IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks (WoWMoM). 2023. PDF


12. Tianqi Zhang, Sahand Salamat, Behnam Khaleghi, Justin Morris, Baris Aksanli and Tajana Rosing. HD2FPGA: Automated Framework for Accelerating Hyperdimensional Computing on FPGAs. International Symposium on Quality Electronic Design (ISQED). 2023. PDF


13. Onat Gungor, Tajana Rosing, Baris Aksanli. HD-I-IoT: Hyperdimensional Computing for Resilient Industrial Internet of Things Analytics. Design, Automation and Test in Europe (DATE). 2023. PDF


14. Onat Gungor, Tajana Rosing, Baris Aksanli. DENSE-DEFENSE: Diversity Promoting Ensemble Adversarial Training Towards Effective Defense. IEEE SENSORS. 2022. PDF


15. Alice Sokolova, Dhiman Sengupta, Martin Hunt, Rajesh Gupta, Baris Aksanli, Fredric Harris, Harinath Garudadri. Real-time Multirate Multiband Amplification for Hearing Aids. IEEE Access. 2022. PDF


16. Justin Morris, Yilun Hao, Saransh Gupta, Behnam Khaleghi, Baris Aksanli, Tajana Rosing. Stochastic-HD: Leveraging Stochastic Computing on the Hyper-Dimensional Computing Pipeline. Frontiers in Neuroscience, section Neuromorphic Engineering. 2022. PDF


17. Onat Gungor, Tajana Rosing, Baris Aksanli. STEWART: STacking Ensemble for White-Box AdversaRial Attacks Towards More Resilient Data-driven Predictive Maintenance. Computers in Industry. 2022. PDF


18. Justin Morris, Kazim Ergun, Behnam Khaleghi, Mohsen Imani, Baris Aksanli, Tajana Rosing. HyDREA: Utilizing Hyperdimensional Computing For A More Robust and Efficient Machine Learning System. ACM Transactions on Embedded Computing Systems (TECS). 2022. PDF


19. Saransh Gupta, Behnam Khaleghi, Sahand Salamat, Justin Morris, Ranganathan Ramkumar, Jeffrey Yu, Aniket Tiwari, Jaeyoung Kang, Mohsen Imani, Baris Aksanli, Tajana Rosing. Store-n-Learn: Classification and Clustering with Hyperdimensional Computing across Flash Hierarchy. ACM Transactions on Embedded Computing Systems (TECS). 2022. PDF


20. Justin Morris, Hin Wai Lui, Kenneth Stewart, Behnam Khaleghi, Anthony Thomas, Thiago Marback, Baris Aksanli, Emre Neftci, Tajana Rosing. HyperSpike: HyperDimensional Computing for More Efficient and Robust Spiking Neural Networks. Design, Automation and Test in Europe (DATE). 2022. PDF


21. Justin Morris, Si Thu Kaung Set, Gadi Rosen, Mohsen Imani, Baris Aksanli and Tajana Rosing. AdaptBit-HD: Adaptive Model Bitwidth for Hyperdimensional Computing. IEEE International Conference on Computer Design (ICCD). 2021. PDF


22. Yilun Hao, Saransh Gupta, Justin Morris, Behnam Khaleghi, Baris Aksanli and Tajana Rosing. Stochastic-HD: Leveraging Stochastic Computing on Hyper-Dimensional Computing. IEEE International Conference on Computer Design (ICCD). 2021. PDF


23. Onat Gungor, Tajana Rosing, Baris Aksanli. CAHEROS: Constraint-Aware HEuristic Approach for RObust Sensor Placement. IEEE SENSORS. 2021. PDF


24. Onat Gungor, Tajana Rosing, Baris Aksanli. ENFES: ENsemble FEw-Shot Learning For Intelligent Fault Diagnosis with Limited Data. IEEE SENSORS. 2021. PDF


25. Onat Gungor, Tajana Rosing, Baris Aksanli. DOWELL: Diversity-induced Optimally Weighted Ensemble Learner for Predictive Maintenance of Industrial Internet of Things Devices . IEEE Internet of Things Journal. 2021. PDF


26. Alice Sokolova, Dhiman Sengupta, Kuan-Lin Chen, Rajesh Gupta, Baris Aksanli, Fredric Harris, Harinath Garudadri. Multirate Audiometric Filter Bank for Hearing Aid Devices . 55th Asilomar Conference on Signals, Systems and Computers. 2021. PDF (Best paper contest finalist)


27. Onat Gungor, Tajana Rosing, Baris Aksanli. RESPIRE++: Robust Indoor Sensor Placement Optimization under Distance Uncertainty . IEEE Sensors Journal. 2021. PDF


28. Onat Gungor, Tajana Rosing, Baris Aksanli. OPELRUL: Optimally Weighted Ensemble Learner for Remaining Useful Life Prediction . IEEE International Conference on Prognostics and Health Management (ICPHM). 2021. PDF


29. Alice Sokolova, Mohsen Imani, Andrew Huang, Ricardo Garcia, Justin Morris, Tajana Rosing, Baris Aksanli. MACcelerator: Approximate Arithmetic Unit for Computational Acceleration. International Symposium on Quality Electronic Design (ISQED). 2021. PDF


30. Justin Morris, Yilun Hao, Roshan Fernando, Mohsen Imani, Baris Aksanli , Tajana Rosing. Locality-based Encoder and Model Quantization for Efficient Hyper-Dimensional Computing. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. 2021. PDF


31. Justin Morris, Kazim Ergun, Behnam Khaleghi, Mohsen Imani, Baris Aksanli , Tajana Rosing. HyDREA: Towards More Robust and Efficient Machine Learning Systems with Hyperdimensional Computing. Design, Automation and Test in Europe (DATE). 2021. PDF


32. Yunhui Guo, Mohsen Imani, J. Kang, Sahand Salamat, Justin Morris, Baris Aksanli, Yeseong Kim, Tajana Rosing. HyperRec: Efficient Recommender Systems with Hyperdimensional Computing. IEEE Asia and South Pacific Design Automation Conference (ASP-DAC). 2021. PDF


33. Justin Morris, Yilun Hao, Saransh Gupta, Ranganathan Ramkumar, Jeffrey Yu, Mohsen Imani, Baris Aksanli, and Tajana Rosing. Multilabel HD Classification in 3D Flash . IEEE/IFIP International Conference on VLSI and System-on-Chip (VLSI-SoC). 2020. (invited paper) PDF


34. Onat Gungor, Jake Garnier, Tajana Rosing and Baris Aksanli. LENARD: Lightweight ENsemble LeARner for MeDium-term Electricity Consumption Prediction. IEEE International Conference on Smart Grid Communications (SmartGridComm). 2020. PDF


35. Onat Gungor, Tajana Rosing and Baris Aksanli. RESPIRE: Robust Sensor Placement Optimization in Probabilistic Environments. IEEE SENSORS. 2020. (Best paper nominee) PDF


36. Saransh Gupta, Justin Morris, Mohsen Imani, Ranganathan Ramkumar, Jeffrey Yu, Aniket Tiwari, Baris Aksanli and Tajana Rosing. THRIFTY: Training with Hyperdimensional Computing across Flash Hierarchy . IEEE/ACM International Conference on Computer Aided Design (ICCAD). 2020. PDF


37. Luis Camal and Baris Aksanli. Building an Energy-Efficient Ad-Hoc Network for Wildlife Observation. MDPI Electronics. 2020.PDF


38. Luis Camal, Anup Kirtane, Teresa Blanco, Roberto Casas, Federico Rossano, Baris Aksanli. A Wearable Device Network to Track Animal Behavior and Relationships in the Wild. IEEE Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON). 2019. PDF


39. Saipriyati Singh and Baris Aksanli. Detecting Multiple People with Low-Resolution Thermal Sensors in Smart Spaces. IEEE SENSORS. 2019. PDF


40. Tasneem Singh and Baris Aksanli. Real-time Traffic Monitoring and SQL Injection Attack Detection for Edge Networks. ACM International Symposium on QoS and Security for Wireless and Mobile Networks. 2019. PDF


41. Saipriyati Singh and Baris Aksanli. Non-Intrusive Presence Detection and Position Tracking for Multiple People Using Low-Resolution Thermal Sensors. Journal of Sensor and Actuator Networks. 2019. PDF


42. Onat Gungor, Baris Aksanli, Reyhan Aydogan. Algorithm Selection and Combining Multiple Learners for Residential Energy Prediction. Future Generation Computer Systems (FGCS). 2019. PDF


43. Mohsen Imani, Alice Sokolova , Ricardo Garcia, Andrew Huang, Fan Wu, Baris Aksanli, Tajana Rosing. ApproxLP: Approximate Multiplication with Linearization and Iterative Error Control. IEEE/ACM Design Automation Conference (DAC). 2019. PDF


44. Anthony Thomas, Yunhui Guo, Yeseong Kim, Baris Aksanli, Arun Kumar, and Tajana Rosing. Hierarchical and Distributed Machine Learning Inference Beyond the Edge. IEEE International Conference on Networking, Sensing and Control. 2019. PDF


45. Sagar Shelke and Baris Aksanli. Static and Dynamic Activity Detection with Ambient Sensors in Smart Spaces. MDPI Sensors. 2019. PDF


46. Alice Sokolova and Baris Aksanli. Demographical Energy Usage Analysis of Residential Buildings. ASME Journal of Energy Resources Technology. 2019.
    PDF


47. Aniruddha Patel, Chinmay Prabhudesai, Baris Aksanli. Non-Intrusive Activity Detection and Prediction in Smart Residential Spaces. 9th IEEE Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON) 2018. PDF


48. Neha Avinash Belapurkar, Sagar Shelke, Baris Aksanli. The Case for Ambient Sensing for Human Activity Detection. International Workshop on Human-in-the-loop Internet of Things Systems (Hil-IoT) 2018 in conjunction with the 8th International Conference on the Internet of Things (IoT 2018). PDF


49. Neha Avinash Belapurkar and Baris Aksanli. Energy-Efficient Human Activity Detection in Smart Spaces. 16th ACM International Symposium on Mobility Management and Wireless Access (MobiWac) 2018. PDF


50. Neha Avinash Belapurkar, Jacob Harbour, Sagar Shelke, Baris Aksanli. Building Data-Aware and Energy-Efficient Smart Spaces. IEEE Internet of Things Journal Special Issue on Internet of Things for Smart & Sensing Systems: Issues, trends and applications. 2018. PDF


51. Christine S. Chan, Alper Sinan Akyurek, Baris Aksanli, and Tajana Rosing. Optimal Performance-Aware Cooling on Enterprise Servers. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 2018. PDF


52. Sagar Shelke, Jacob Harbour, Baris Aksanli. Building an Intelligent and Efficient Smart Space to Detect Human Behavior in Common Areas. IEEE International Symposium on Networks, Computers and Communications (ISNCC). 2018. PDF


53. Alice Sokolova and Baris Aksanli. Demographical Energy Usage Analysis of Residential Buildings. ASME Power & Energy Conference. 2018. PDF
    (Best paper nominee)


54. Baris Aksanli. Accurate and Data-Limited Prediction for Smart Home Energy Management. ASME Power & Energy Conference. 2018. PDF


55. Jagannathan Venkatesh, Baris Aksanli, Christine S. Chan, Alper Sinan Akyurek, Tajana Simunic Rosing. Modular and Personalized Smart Health Application Design in a Smart City Environment. IEEE Internet of Things Journal Special Issue on Internet of Things for Smart Cities. 2017. PDF


56. Baris Aksanli and Tajana S. Rosing. Human Behavior Aware Energy Management in Residential Cyber-Physical Systems. IEEE Transactions on Emerging Topics in Computing Special Issue on Cyber-Physical Social Systems: Integrating Human into Computing. 2017. PDF


57. Baris Aksanli. Datacenter Peak Power Management with Energy Storage Devices. IEEE Internet Computing Special Issue on Energy Efficient Data Centers. 2017. PDF


58. Baris Aksanli, Jagannathan Venkatesh, Christine Chan, Alper S. Akyurek, Tajana S. Rosing. Context-Aware and User-Centric Residential Energy Management. International Workshop on Mobile and Pervasive Internet of Things'17 – in conjunction with IEEE International Conference on Pervasive Computing and Communication, 2017. PDF


59. Nima Mousavi, Baris Aksanli, Alper S. Akyurek, Tajana S. Rosing. Accuracy-Resource Tradeoff for Edge Devices in Internet of Things. International Workshop on Smart Edge Computing and Networking (SmartEdge’17) – in conjunction with IEEE International Conference on Pervasive Computing and Communication, 2017. PDF


60. Jagannathan Venkatesh, Baris Aksanli, Christine Chan, Alper S. Akyurek and Tajana Rosing. Scalable Application Design for the Internet of Things. IEEE Software Special Issue on Software Engineering for the Internet of Things, 2017. PDF


61. Akanksha Maurya, Alper Sinan Akyurek, Baris Aksanli and Tajana Rosing. Time-Series Clustering for Data Analysis in Smart Grid. International Conference on Smart Grid Communications (SmartGridComm), 2016. PDF


62. Baris Aksanli, Alper Sinan Akyurek, and Tajana Rosing. Minimizing the Effects of Data Centers on Microgrid Instability. International Green and Sustainable Computing Conference (IGSC), 2015. PDF


63. Baris Aksanli, Jagannathan Venkatesh, Tajana Rosing, and Inder Monga. Renewable Energy Prediction for Improved Utilization and Efficiency in Datacenters and Backbone Networks. Computational Sustainability, Springer. 2015 (book chapter). PDF


64. Baris Aksanli, Alper Sinan Akyurek and Tajana Rosing. User Behavior Modeling for Estimating Residential Energy Consumption. EAI International Conference on Smart Grids for Smart Cities (SGSC), 2015. PDF


65. Alper Sinan Akyurek, Baris Aksanli and Tajana Rosing. S²Sim: Smart Grid Swarm Simulator. International Green and Sustainable Computing Conference (IGSC), 2015. PDF


66. Baris Aksanli and Tajana Rosing. Providing Regulation Services and Managing Data Center Peak Power Budgets. Design, Automation and Test in Europe (DATE), 2014. PDF


67. Baris Aksanli, Alper Sinan Akyurek, Madhur Behl, Meghan Clark, Alexandre Donze, Prabal Dutta, Patrick Lazik, Mehdi Maasoumy, Rahul Mangharam, Truong X. Nghiem, Vasumathi Raman, Anthony Rowe, Alberto Sangiovanni-Vincentelli, Sanjit A. Seshia, Tajana Simunic Rosing, and Jagannathan Venkatesh. Distributed Control of a Swarm of Buildings Connected to a Smart Grid. 1st ACM International Conference on Embedded Systems For Energy-Efficient Buildings (BuildSys), 2014 (Demo paper). PDF


68. Baris Aksanli and Tajana Rosing. Energy Management and Cost Analysis in Residential Houses using Batteries. SRC TECHCON, 2014.PDF


69. Baris Aksanli and Tajana Rosing. Optimal Battery Configuration in a Residential Home with Time-of-Use Pricing. International Conference on Smart Grid Communications (SmartGridComm), 2013.PDF


70. Jagannathan Venkatesh, Baris Aksanli, Tajana Rosing, Jean-Claude Junqua, and Philippe Morin. HomeSim: Comprehensive, Smart, Residential Energy Simulation and Scheduling. International Green Computing Conference (IGCC), 2013. PDF


71. Jagannathan Venkatesh, Baris Aksanli, and Tajana Rosing. Residential Energy Simulation and Scheduling: A Case Study Approach. International Symposium on Computers and Communications (ISCC), 2013. PDF


72. Baris Aksanli, Eddie Pettis, and Tajana Rosing. Architecting Efficient Peak Power Shaving Using Batteries in Data Centers. International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems (MASCOTS), 2013. PDF


73. Baris Aksanli, Eddie Pettis, and Tajana Rosing. Distributed Battery Control for Peak Power Shaving in Data Centers. International Green Computing Conference (IGCC) 2013. PDF


74. Baris Aksanli, Jagannathan Venkatesh, Tajana Rosing, and Inder Monga. A Comprehensive Approach to Reduce the Energy Cost of Network of Datacenters. International Symposium on Computers and Communications (ISCC), 2013. PDF
    (Best Student Paper)


75. Baris Aksanli, Jagannathan Venkatesh, and Tajana Rosing. Datacenter Modeling and Simulation with Focus on Energy Efficiency and Green Energy Integration. IEEE Computer Special Issue on Modeling and Simulation of Smart and Green Computing Systems, 2012. PDF


76. Baris Aksanli, Jagannathan Venkatesh, Liuyi Zhang, and Tajana Rosing. Utilizing green energy prediction to schedule mixed batch and service jobs in data centers. ACM SIGOPS Operating Systems Review. 2012. PDF


77. Vasileios Kontorinis, Liuyi Zhang, Baris Aksanli, Jack Sampson, Houman Homayoun, Eddie Pettis, Dean Tullsen, and Tajana Rosing. Managing Distributed UPS Energy for Effective Power Capping in Data Centers. International Symposium on Computer Architecture (ISCA), 2012. PDF


78. Baris Aksanli , Tajana Rosing, and Inder Monga. Benefits of Green Energy and Proportionality in High Speed Wide Area Networks Connecting Data Centers. Design, Automation and Test in Europe (DATE), 2012. PDF


79. Baris Aksanli, Jagannathan Venkatesh, Liuyi Zhang and Tajana Rosing. Utilizing Green Energy Prediction to Schedule Mixed Batch and Service Jobs in Data Centers. International Workshop on Power Aware Computing and Systems (HotPower), 2011. PDF
    (Best of HotPower)


80. Alper Sen, Baris Aksanli, and Murat Bozkurt. Speeding-up Cycle Based Logic Simulation using Graphics Units. International Journal of Parallel Programming (IJPP), 2011. PDF
    


81. Alper Sen, Baris Aksanli, and Murat Bozkurt. Using Graphics Processing Units for Logic Simulation of Electronic Designs. International Workshop on Microprocessor Test and Verification (MTV), 2010. PDF
    


82. Alper Sen, Baris Aksanli, Murat Bozkurt, and Melih Mert. Parallel Cycle Based Logic Simulation using Graphics Processing Units. International Symposium on Parallel and Distributed Computing (ISPDC), 2010. PDF