IEEE APS/CASS/EDS/MTTS/SSCS Double-Feature DL Seminars, by Vanessa Chen (Carnegie Mellon Univ.) & Tim Hollis (Micron), Dec. 4 @ 4pm PST

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TALK #1 by Vanessa Chen
 
TITLE
AI-Enhanced RF/Mixed-Signal Circuits for Reliable Operations
 
ABSTRACT
AI-driven design and optimization are revolutionizing RF and mixed-signal circuits for operation in extreme environments, including high radiation and wide temperature ranges. This talk explores the use of reinforcement learning (RL) and generative models to improve circuit robustness and adaptability. RL-based self-healing techniques leverage embedded electromagnetic sensors for real-time monitoring and dynamic fault recovery while generative models accelerate design space exploration, enabling resilient and efficient circuit topologies. The presentation will highlight AI-enhanced designs such as adaptive power amplifiers, PMICs, and multispectral sensors that enhance performance and reliability in harsh environments.
 
BIOGRAPHY
Vanessa Chen received her Ph.D. in Electrical and Computer Engineering from Carnegie Mellon University in 2013, where she worked on energy-efficient, ultra-high-speed ADCs with real-time calibration and interned at IBM T. J. Watson Research Center. She previously held circuit design roles at Qualcomm in San Diego and Realtek in Taiwan, focusing on self-healing RF and mixed-signal circuits. Her research explores AI-enhanced circuits and systems, including intelligent sensory interfaces, RF/mixed-signal hardware security, and ubiquitous sensing and computing. Dr. Chen is a recipient of the NSF CAREER Award, the CMU College of Engineering Dean’s Early Career Fellowship, and the IBM PhD Fellowship. She has served on program committees for ISSCC, VLSI, CICC, A-SSCC, and DAC, as an Associate Editor for several IEEE journals, and is currently an IEEE SSCS Distinguished Lecturer for 2025–2026.
 
TALK #2 by Tim Hollis
 
TITLE
Memory Interfaces – Past, Present and Future
 
ABSTRACT

DRAM standards have evolved tremendously over the last two-and-a-half decades, leading to diversification not only in the architecture of the memory array but also in that of the off-chip interface. Application-specific signaling channels have influenced the transceiver design nearly as much as system power and bandwidth requirements have. The influence of the multidrop server channel, along with a broad range of target environments, has led the DDR branch of JEDEC DRAMs to incorporate multi tap Decision Feedback Equalization to maximize flexibility, while shrinking supply voltages to facilitate energy reduction have led Low-Power DDR (LPDDR) to completely rethink the output driver structure. In parallel, Graphics DDR (GDDR) has reached speeds requiring nearly equal care of the external channel and the chip itself. The adoption of multi-level signaling in GDDR6x and GDDR7 to relax on-chip frequency requirements has only heightened the need for more rigorous co-design of transceiver, package and system characteristics. And, of course, the integration of silicon interposers to support High Bandwidth Memory (HBM) has driven a paradigm shift in memory interface design. With all of these adaptations, and many others not captured here, the splintering DRAM family continues to push the boundaries of single-ended signaling into the future. This presentation briefly explores what has driven the diversification in DRAM signaling schemes over the decades, will discuss the motivation behind present embodiments, and will project into the future to where the DRAM interface is likely headed (e.g., features and functions necessary for continued energy-efficient bandwidth scaling).

 
BIOGRAPHY

Tim Hollis received the Ph.D. degree in electrical engineering from Brigham Young University, Provo, UT, USA, in 2007.  In 2006, he joined the Advanced Architecture Group at Micron Technology in Boise, Idaho, USA where he contributed to several pathfinding activities including the first-generation Hybrid Memory Cube. From 2012 to 2014, he worked as a chipset architect at Qualcomm in San Diego, CA, USA. He returned to Micron in 2014, where he currently leads the Interface Pathfinding Group as a Micron Fellow. He has published 18 articles in journals, conference proceedings, and technical magazines, and holds 274 issued U.S. and international patents. Dr. Hollis served as a member of the IEEE Workshop on Microelectronics and Electron Devices Organizing Committee from 2010-2024, including the General Chair in 2013. He has served on other IEEE conference committees as well as DesignCon’s Technical Program Committee from 2013 to 2015. From 2017 to 2020 he served as the Technology Editor for the IEEE Solid-State Circuits Magazine and as a Guest Editor for memory- and interface-related special issues in 2016 and 2019, respectively.



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  Location

  Hosts

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  • 6455 Lusk Blvd, San Diego, CA 92121
  • San Diego, California
  • United States 92130
  • Building: Qualcomm Q Auditorium

  • Contact Event Hosts
  • Starts 18 November 2025 08:00 AM UTC
  • Ends 04 December 2025 08:00 AM UTC
  • No Admission Charge


  Speakers

Dr. Vanessa Chen

Topic:

AI-Enhanced RF/Mixed-Signal Circuits for Reliable Operations

ABSTRACT
AI-driven design and optimization are revolutionizing RF and mixed-signal circuits for operation in extreme environments, including high radiation and wide temperature ranges. This talk explores the use of reinforcement learning (RL) and generative models to improve circuit robustness and adaptability. RL-based self-healing techniques leverage embedded electromagnetic sensors for real-time monitoring and dynamic fault recovery while generative models accelerate design space exploration, enabling resilient and efficient circuit topologies. The presentation will highlight AI-enhanced designs such as adaptive power amplifiers, PMICs, and multispectral sensors that enhance performance and reliability in harsh environments.
 
BIOGRAPHY
Vanessa Chen received her Ph.D. in Electrical and Computer Engineering from Carnegie Mellon University in 2013, where she worked on energy-efficient, ultra-high-speed ADCs with real-time calibration and interned at IBM T. J. Watson Research Center. She previously held circuit design roles at Qualcomm in San Diego and Realtek in Taiwan, focusing on self-healing RF and mixed-signal circuits. Her research explores AI-enhanced circuits and systems, including intelligent sensory interfaces, RF/mixed-signal hardware security, and ubiquitous sensing and computing. Dr. Chen is a recipient of the NSF CAREER Award, the CMU College of Engineering Dean’s Early Career Fellowship, and the IBM PhD Fellowship. She has served on program committees for ISSCC, VLSI, CICC, A-SSCC, and DAC, as an Associate Editor for several IEEE journals, and is currently an IEEE SSCS Distinguished Lecturer for 2025–2026.

Biography:

Vanessa Chen received her Ph.D. in Electrical and Computer Engineering from Carnegie Mellon University in 2013, where she worked on energy-efficient, ultra-high-speed ADCs with real-time calibration and interned at IBM T. J. Watson Research Center. She previously held circuit design roles at Qualcomm in San Diego and Realtek in Taiwan, focusing on self-healing RF and mixed-signal circuits. Her research explores AI-enhanced circuits and systems, including intelligent sensory interfaces, RF/mixed-signal hardware security, and ubiquitous sensing and computing. Dr. Chen is a recipient of the NSF CAREER Award, the CMU College of Engineering Dean’s Early Career Fellowship, and the IBM PhD Fellowship. She has served on program committees for ISSCC, VLSI, CICC, A-SSCC, and DAC, as an Associate Editor for several IEEE journals, and is currently an IEEE SSCS Distinguished Lecturer for 2025–2026.

Dr. Tim Hollis

Topic:

Memory Interfaces – Past, Present and Future

DRAM standards have evolved tremendously over the last two-and-a-half decades, leading to diversification not only in the architecture of the memory array but also in that of the off-chip interface. Application-specific signaling channels have influenced the transceiver design nearly as much as system power and bandwidth requirements have. The influence of the multidrop server channel, along with a broad range of target environments, has led the DDR branch of JEDEC DRAMs to incorporate multi tap Decision Feedback Equalization to maximize flexibility, while shrinking supply voltages to facilitate energy reduction have led Low-Power DDR (LPDDR) to completely rethink the output driver structure. In parallel, Graphics DDR (GDDR) has reached speeds requiring nearly equal care of the external channel and the chip itself. The adoption of multi-level signaling in GDDR6x and GDDR7 to relax on-chip frequency requirements has only heightened the need for more rigorous co-design of transceiver, package and system characteristics. And, of course, the integration of silicon interposers to support High Bandwidth Memory (HBM) has driven a paradigm shift in memory interface design. With all of these adaptations, and many others not captured here, the splintering DRAM family continues to push the boundaries of single-ended signaling into the future. This presentation briefly explores what has driven the diversification in DRAM signaling schemes over the decades, will discuss the motivation behind present embodiments, and will project into the future to where the DRAM interface is likely headed (e.g., features and functions necessary for continued energy-efficient bandwidth scaling).

Biography:

Tim Hollis received the Ph.D. degree in electrical engineering from Brigham Young University, Provo, UT, USA, in 2007.  In 2006, he joined the Advanced Architecture Group at Micron Technology in Boise, Idaho, USA where he contributed to several pathfinding activities including the first-generation Hybrid Memory Cube. From 2012 to 2014, he worked as a chipset architect at Qualcomm in San Diego, CA, USA. He returned to Micron in 2014, where he currently leads the Interface Pathfinding Group as a Micron Fellow. He has published 18 articles in journals, conference proceedings, and technical magazines, and holds 274 issued U.S. and international patents. Dr. Hollis served as a member of the IEEE Workshop on Microelectronics and Electron Devices Organizing Committee from 2010-2024, including the General Chair in 2013. He has served on other IEEE conference committees as well as DesignCon’s Technical Program Committee from 2013 to 2015. From 2017 to 2020 he served as the Technology Editor for the IEEE Solid-State Circuits Magazine and as a Guest Editor for memory- and interface-related special issues in 2016 and 2019, respectively.