Publications in 2018

Journal Articles

  1. D. Kim, T. Na, S. Yalamanchili, and S. Mukhopadhyay, “DeepTrain: A Programmable Embedded Platform for Training Deep Neural Networks,” IEEE Transactions on CAD(TCAD), vol. 37, no. 11, Nov. 2018, pp. 2360 – 2370. Presented at ESWEEK, 2018. Nominated for the Best Paper Award.,
  2. Y. Long, T. Na,and S. Mukhopadhyay, “ReRAM based Processing-in-memory Architecture for Recurrent Neural Network Acceleration,” IEEE Transactions on VLSI Systems (TVLSI), vol. 26, no.12, Dec. 2018, pp. 2781-2794.
  3. J. H. Ko, T. Na, and S. Mukhopadhyay, “An Energy-Quality Scalable Wireless Image Sensor Node for Object-Based Video Surveillance,” IEEE Journal of Emerging and Selected Topics in Circuits and Systems(JETCAS), vol. 8, no. 3, Sept. 2018, pp. 591-602. 
  4. M. Kar, A. Singh, S. Mathew, A. Rajan, V. De, and S. Mukhopadhyay, “Reducing Power Side Channel Information Leakage of AES Engines Using Fully Integrated Inductive Voltage Regulator,” IEEE Journal of Solid State Circuits (JSSC), vol 53, no. 8, August 2018, pp. 2399-2414.
  5. C. A. Pardue, A. K. Davis, M. Bellaredj, M. F. Amir, S. Mukhopadhyay, and M. Swaminathan, “Reverse Power Delivery Network for Wireless Power Transfer,” IEEE Microwave and Wireless Components Letters, vol. 28, no. 7, July 2018, pp. 624-626.
  6. J. H. Kung, D. Kim, and S. Mukhopadhyay, “Adaptive Precision Cellular Nonlinear Network,” IEEE Transactions of VLSI Systems (TVLSI), vol. 26, no. 5, May 2018, pp. 841-854.
  7. M. F. Amir, J. H. Ko, T. Na, D. Kim, and S. Mukhopadhyay, “3D Stacked Image Sensor with Deep Neural Network Computation,” IEEE Sensors Journal (Sensor-J), vol. 18, no. 10,  May, 2018, pp. 4187 – 4199.

Conference Papers (Peer Reviewed)

  1. J. H. Ko, T. Na, M. F. Amir, and S. Mukhopadhyay, “Edge-Host Partitioning of Deep Neural Networks with Feature Space Encoding for Resource-Constrained Internet-of-Things Platforms,” IEEE International Conference on Advanced Video and Signal-based Surveillance(AVSS), Nov. 2018.
  2. P. Saha, B. A Mudassar, and S. Mukhopadhyay, “Adaptive Control of Camera Modality with Deep Neural Network-Based Feedback for Efficient Object Tracking,” IEEE International Conference on Advanced Video and Signal-based Surveillance (AVSS), Nov. 2018.
  3. Y. Long, T. Na, P. Rastogi, K. Rao, A. Khan, S. Yalamanchili, and S.  Mukhopadhyay, “A Ferroelectric FET based Power-efficient Architecture for Data-intensive Computing,” IEEE/ACM International Conference on Computer Aided Design (ICCAD), Nov. 2018. 
  4. Y. Long, X. She, and S. Mukhopadhyay, “HybridNet: Integrating Model-based and Data-driven Learning to Predict Evolution of Dynamical Systems,” Conference on Robot Learning (CoRL), Oct. 2018. Paper available in the Proceedings of Machine Learning Research.
  5. M. Lee, A. Singh, H. M. Torun, J. Kim, S. Lim, M. Swaminathan, and S. Mukhopadhyay, “Automated Generation of All-Digital I/O Library Cells for System-in-Package Integration of Multiple Dies,” IEEE Electrical Performance of Electronic Packaging and Systems (EPEPS), Oct. 2018. Nominated for the Best Student Paper Award
  6. M. Lee, J. Kim, A. Singh, H. M. Torun, M. Swaminathan, S. Lim, and S. Mukhopadhyay, “On the Design of Energy-Efficient I/O Circuits for Interposer-based 2.5D System-in-Package,” IEEE SOI-3D-Subthreshold Microelectronics Technology Unified Conference (S3S), 2018. Nominated for the Best Student Paper Award
  7. M. F. Amir, J. H. Ko, and S. Mukhopadhyay,” An Image Sensor SOC with Energy Harvesting Mixed-Vth Pixel Generating 5.8uW/mm2 Power Density and 0.77 Frames/second Self-Powered Frame Rate ,”IEEE SOI-3D-Subthreshold Microelectronics Technology Unified Conference (S3S), 2018.
  8. M. F. Amir and S. Mukhopadhyay, “3D Stacked High Throughput Pixel Parallel Image Sensor with Integrated ReRAM Based Neural Accelerator,” IEEE SOI-3D-Subthreshold Microelectronics Technology Unified Conference (S3S), 2018. Nominated for the Best Student Paper Award
  9. B. A. Mudassar, J. H. Ko, and S. Mukhopadhyay, “Edge-Cloud Collaborative Processing for Intelligent Internet of Things: A Case Study on Smart Surveillance,” Design Automation Conference (DAC), 2018
  10. A. Singh, N. Chawla, M. Kar, and S. Mukhopadhyay, “Energy Efficient and Side-Channel Secure Hardware Architecture for Lightweight Cipher SIMON,” IEEE International Symposium on Hardware Oriented Security and Trust(HOST), 2018.
  11. T. Na, J. H. Ko, and S. Mukhopadhyay, “Cascade Adversarial Machine Learning Regularized with a Unified Embedding,” International Conference on Learning Representation(ICLR), 2018
  12. B. A. Mudassar, J. H. Ko, and S. Mukhopadhyay, “An Unsupervised Anomalous Event Detection Framework With Class Aware Source Separation,” IEEE International Conference on Acoustics, Speech and Signal Processing(ICASSP), 2018.
  13. T. Na, J. H. Ko, and S. Mukhopadhyay, “Noise-Robust And Resolution-Invariant Image Classification With Pixel-Level Regularization,” IEEE International Conference on Acoustics, Speech and Signal Processing(ICASSP), 2018.
  14. E. Lee, M.F. Amir, S. Sivapurapu, C. Pardue, H.M. Torun, M. Swaminathan, and S. Mukhopadhyay, “A System-In-Package Based Energy Harvesting for IoT Devices with Integrated Voltage Regulators and Embedded Inductors,” IEEE Electronic Component and Technology Conference (ECTC), 2018.
  15. Y. Long, X. She, S. Mukhopadhyay, “Accelerating Biophysical Neural Network Simulation with Region of Interest based Approximation,” Design, Automation, and Test in Europe(DATE), 2018.
  16. V. Chekuri, M. Kar, A. Singh,and S. Mukhopadhyay, “Performance Based Tuning of an Inductive Integrated Voltage Regulator Driving a Digital Core against Process and Passive Variations,” Design, Automation, and Test in Europe(DATE), 2018.
  17. (Invited) Singh, M. Kar, S. Mathew, A. Rajan, V. De, and S. Mukhopadhyay, “Exploiting On-Chip Power Management For Side-Channel Security,” Design, Automation, and Test in Europe(DATE), 2018.
  18. (Invited) Mukhopadhyay, M. Wolf, M. F. Amir, E. Gebahrdt, J. H. Ko, J. H. Kung, and B. A. Musassar, “The CAMEL Approach to Stacked Sensor Smart Cameras,” Design, Automation, and Test in Europe(DATE), 2018.