210531 ISCAS 2021 팜플렛 190×260mm 웹용 작업

IEEE International Symposium on Circuits and Systems

(ISCAS 2021)

May 22-28, 2021 (Virtual)

May 23-26, 2021 (On-site & Virtual)

Hotel Inter-Burgo Daegu, Korea & Virtual Platform

On-site Conference Program Book

2 | ISCAS 2021

Welcome Message – General Co-Chairs

On behalf of the Organizing Committee, it is a sincere honor and pleasure to welcome you to Daegu and

the fifty third IEEE International Symposium on Circuits and Systems (IEEE ISCAS 2021). Since its foundation

in 1968 and through some fifty years of history, ISCAS has been the premiere flagship conference with the

aim of offering networking and interaction for researchers in the highly active fields of theory, design and

implementation of circuits and systems.

For the first time in its history, ISCAS 2021 will be held in a hybrid format offering the best to the CAS

community during the pandemic era. The venue of ISCAS 2021 will be both the virtual platform, CONFlux,

and Hotel Inter-Burgo in Daegu, Korea. ISCAS 2021 in Daegu is especially meaningful, since Korea has

become one of the leader of IT industry with its leading technologies and Daegu, the birth place of Korean

IT industry and a city of living legacy and charm embracing 3,000 years of history, is in the center of all the

dynamic transitions. We hope you can find yourself truly enjoyable during ISCAS 2021.

ISCAS 2021 will be driven by the theme “Smart Technology for an Intelligent Society” aiming to emphasize

the potential of the CAS Society to find multidisciplinary solutions for the societal and engineering

challenges of our times. ISCAS 2021, with its globally significant theme, has attracted nearly 1,400 paper

submissions, both from academia and industries all over the world.

Along with the wide selection of contributed papers, we are pleased to announce five distinguished

keynote speakers. On Monday, the former Taiwan Minister of Science and Technology, Liang Gee-Chen

and Min-Goo Kim, the Executive Vice President from System LSI Business, Samsung Electronics, will each

speak on “Circuits and Systems drive semiconductor moving” and “How will the evolution of personalized

portable systems affect the smart society?” respectively. On Tuesday, Dr. Kyoung Park, Researcher at SK

Jinwook BurmSogang University

(Korea)

JinGyun ChungJeonbuk National University

(Korea)

Myung Hoon SunwooAjou University

(Korea)

IEEE International Symposium on Circuits and Systems | 3

Hynix will give a talk on “Memory & Storage Challenges for Data-centric cloud” and Prof. Giacomo Indiveri,

the director of the Institute of Neuroinformatics (INI) of the University of Zurich and ETH Zurich will speak

on “Neuromorphic Intelligence: brain-inspired processing technologies for extreme-edge use cases”. On

Wednesday, Prof. Vivienne Sze, from the Department of Electrical Engineering and Computer Science at

MIT will give a talk of “Efficient Computing for AI and Robotics: From Hardware Accelerators to Algorithm

Design”. There are also overview lectures, tutorials, special sessions and satellite events including AutoCAS

(Automobile Circuits and Systems), WiCAS/YP and FoodCAS. Through these diverse forms of technical

activities, satellite workshop and events, we hope you will find ISCAS 2021 both rewarding and exciting.

We wish to genuinely thank the Technical Program Co-Chairs’ leadership, chaired by professors, Hanho Lee,

KyungKi Kim, Takao Onoye and Gabriel Rincón-Mora, for being the backbone of technical content of the

conference that best supports the conference theme.

ISCAS 2021 has been a genuine team work. We are deeply indebted to authors for their outstanding

contributions and the CASS Board of Governors, the Executive Committee, and the ISCAS Steering

Committee for their support and trust, without which organizing this symposium would have been a

daunting task. We also express our special thanks to the local and international OC’s for their infinite

devotion to make ISCAS 2021 rewarding. Finally, we would like to also express our special thanks to

IEEE, IEEE CAS, Korea Tourism Organization, Daegu Convention & Visitors Bureau and many contributing

institutions for their most generous supports for ISCAS 2021.

Thank you.

Jinwook Burm, Jingyun Chung, and Myung Hoon Sunwoo

4 | ISCAS 2021

Welcome Message – Technical Program Co-Chairs

On behalf of the Technical Program Committee of the 2021 IEEE International Symposium on Circuits

and Systems (ISCAS 2021), it is a great honor and privilege for us to welcome you to Daegu, located at

the southeast of Korea and also the wonderful city with many historic legacies registered as the World

Heritage sites by UNESCO.

ISCAS 2021 Program has been re-organized into a hybrid format (both virtual and on-site) over a 7-day

schedule, for the first time of the ISCAS history. The technical program this year consists of keynote

lectures, overview lectures, tutorials, the traditional mix of regular lecture and poster sessions, special

sessions, live demonstrations, and a student design competition, complemented by mini-tutorials. Live

sessions will be available as usual, but authors have also been cordially asked to provide a pre-recorded

presentation of their works with aim of encouraging the audience and attendees from all time zones to

participate. Virtual breakout rooms will also be available to foster technical discussion.

Its regular technical program covers the traditional areas of interest of the Circuits and Systems (CAS)

Society that have been organized in 13 tracks that mostly coincide with the Technical Committees of the

IEEE CAS Society. The Technical Program Committee received 1,300 paper submissions from 56 countries

for all tracks, including the special and live-demo sessions, from which 772 high quality papers were

accepted. This corresponds to an acceptance rate of 59.38%, which is in line with the ISCAS tradition of

quality. In addition to the regular program, we have 20 special sessions on a variety of cutting-edge CAS

topics. 4,986 independent reviews were submitted this year, giving an average of above 3.9 reviews for

each of the papers contributed to regular tracks and special sessions.

The ISCAS 2021 technical committee put particular efforts in organizing state-of-art tutorials. This year,

Hanho LeeInha University

(Korea)

KyungKi KimDaegu University

(Korea)

Takao OnoyeOsaka University

(Japan)

Gabriel Rincón-MoraGeorgia Institute of

Technology(USA)


we have 1 full-day tutorial and 9 half-day tutorials offered by leading experts and pioneers from academia

and industry in the field of circuits and systems. Regular full-day and half-day tutorials are scheduled on

May 22, Saturday and May 23, Sunday, while mini tutorials are on May 25, Tuesday, May 26, Wednesday

and May 27, Thursday. Furthermore, continuing the tradition on keynote lectures, ISCAS 2021 features

interesting keynote presentations from worldwide renowned experts, being Prof. Liang Gee-Chen (former

Taiwan Minister of Science and Technology), Vice President Min-Goo Kim (System LSI Business, Samsung

Electronics), Dr. Kyoung Park (Researcher, SK Hynix), Prof. Giacomo Indiveri (University of Zurich and ETH

Zurich) and Prof. Vivienne Sze (MIT).

In addition to these plenary keynotes, overview lectures by representative members of the CAS

community are programmed from May 26, Wednesday to May 28, Friday. They cover a variety of innovative

research streams, therefore, please check the schedule to find those which stimulates your scientific and

technical interests.

We would like to express our thanks to the people who have contributed to the high quality of the

technical program. Special thanks go to the 38 Track Chairs and Co-Chairs of the 16 Tracks, the 332 Review

Committee Members(RCMs), 1,892 reviewers.

We would like also thank our gratitude to the Special Session Chairs, Prof. Kyeong-Sik Min, Prof. Elena

Blokhina, Prof. Ittetsu Taniguchi, Prof. Lan-Da Van, Prof. Qiang Li, Prof. Ross M. Walker and Prof. Minkyu Je,

who put considerable effort to coordinate the entire review process for the special session papers. We

also thank Tutorial Co-Chairs, Prof. Jongsun Park, Prof. Massimo Alioto, Prof. Andy Wu, Prof. Samuel Tang

(Kea-Tiong Tang), Prof. Hiroo Sekiya and Prof. Timothy Constandinou for putting together an exciting set

of topics and speakers, and are also thankful to the Plenary Chairs, Prof. Deog-Kyoon Jeong, Prof. Boris

Murmann, Prof. Robert Chen-Hao Chang and Master Junjin Kong for making possible our five high profile

keynote presentations.

The entire review process was carried out using a professional on-line, web-based review system, which

has been necessary in achieving the high quality and timely reviews, and for this we thank Tom Wehner,

who has in addition been greatly helpful every time we needed his assistance. Finally, we would like to

thank the authors for their effort in submitting excellent contributions that have resulted in a high quality

and exciting technical program.

We are strongly convinced that ISCAS 2021 will provide you the best place to present your results and

share your ideas. We sincerely wish you a technically solid and exciting conference in Daegu.

Hanho Lee, KyungKi Kim, Takao Onoye and Gabriel Rincón-Mora

6 | ISCAS 2021

Conference Committee

· Seong-Hwan Cho, KAIST, Korea· Jaehyouk Choi, KAIST, Korea· Taewook Kim, Yonsei University, Korea

Plenary Session Co-Chairs· Deog-Kyoon Jeong, Seoul National University, Korea· Boris Murmann, Stanford University, USA· Robert Chen-Hao Chang, National Chung Hsing University, Taiwan

· JunJin Kong, Samsung Electronics, Korea

Publicity Co-Chairs· Hadi Heidari, University of Glasgow, UK· Guoxing Wang, Shanghai Jiao Tong University, China· Yoshifumi Nishio, Tokushima University, Japan· Jose Silva-Martinez, Texas A&M University, USA· Chulwoo Kim, Korea University, Korea· Suhwan Kim, Seoul National University, Korea· Seok-Bum Ko, University of Saskatchewan, Canada· Hyungtak Kim, Hongik University, Korea· Byeong-Ho Choi, Korea Electronics Technology Institute (KETI), Korea

Publication Co-Chairs· Sungchung Park, Konkuk University, Korea· Jung-Hwan Han, Chungnam National University, Korea

Finance Co-Chairs· Yunsik Lee, UNIST, Korea· Kyubok Lee, KETI, Korea· Hyuk-Jae Lee, Seoul National University, Korea· Sung Weon Kang, ETRI, Korea

General Co-Chairs· Jinwook Burm, Sogang University, Korea· JinGyun Chung, Jeonbuk National University, Korea· Myung Hoon Sunwoo, Ajou University, Korea

Technical Program Co-Chairs· Hanho Lee, Inha University, Korea· KyungKi Kim, Daegu University, Korea· Takao Onoye, Osaka University, Japan· Gabriel Rincón-Mora, Georgia Institute of Technology, USA

Special Session Co-Chairs· Kyeong-Sik Min, Kookmin University, Korea· Elena Blokhina, Univ. College Dublin, Ireland· Ittetsu Taniguchi, Osaka University, Japan· Lan-Da Van, National Chiao Tung University, Taiwan· Qiang Li, University of Electronic Science & Technology of China, China

· Ross M. Walker, University of Utah, USA· Minkyu Je, KAIST, Korea

Tutorial Co-Chairs· Jongsun Park, Korea University, Korea· Massimo Alioto, Natioal University of Singapore, Singapore

· Andy Wu, National Taiwan University, Taiwan· Samuel Tang (Kea-Tiong Tang), National Tsing Hua University, Taiwan

· Hiroo Sekiya, Chiba University, Japan· Timothy Constandinou, Imperial College of London, UK

Demo Sessions Co-Chairs· Ji-Hoon Kim, Ewha Womans University, Korea· Tobi Delbruck, ETH Zurich, Switzerland


· Kuduck Kwon, Kangwon National University, Korea· Hoyoung Yoo, Chungnam National University, Korea· Yue Liu, ISEP, French

Overview Lecture Co-Chairs· Jeongjin Roh, Hanyang University, Korea· Chuan Zhang, Southeast University China, China· Kwang-Hyun Baek, Chung-Ang University, Korea

Industrial BoardYoum Huh, Silicon Mitus, KoreaJohn Yong-In Park, Samsung Electronics, KoreaSeung-Jong Choi, LG Electronics, KoreaYoon-Jong Lee, DB HiTek, KoreaKyoung Park, sk hynix, Korea

International Advisory Co-Chairs· Amara Amara, MINARC Laboratory, French· Franco Maloberti, Univeristy of Pavia, Italy· Manuel Delgado-Restituto, CSIC, Spain· Andrei Vladimirescu, ISEP, French· Sung-Mo Kang, University of California, Korea· Mohamad Sawan, Polystim Neurotech Laboratory, Canada

· Yong Lian, National University of Singapore, Singa-pore

Treasurer· Youngmin Kim, Hongik University, Korea

Management Co-Chairs· Suk-Ju Kang, Sogang University, Korea· Seokhyeong Kang, POSTECH, Korea

Industry & Exhibition Co-Chairs· Gwo-Giun (Chris) Lee, National Cheng Kung Univer-sity, Taiwan

· Rajiv Joshi, IBM, USA· Jongsun Kim, Hongik University, Korea· Kuktae Hong, LG Electronics, Korea· Kwangjune Sohn, sk hynix, Korea

Registration Co-Chairs· Kang-Yoon Lee, SungKyunKwan University, Korea· Youngjoo Lee, POSTECH, Korea

Local Co-Chairs· Jaeha Kung, DGIST, Korea· Byungin Moon, Kyungpook National University, Korea· Junrim Choi, Kyungpook National University, Korea· Jae Joon Kim, UNIST, Korea

WiCAS/DIC Co-Chairs· Yoko Uwate, Tokushima University, Japan· Xinmiao Zhang, Ohio State University, USA· SoYoung Kim, SungKyunKwan University, Korea· Soo Youn Kim, Dongguk University, Korea· Soojung Ryu, Seoul National University, Korea

YP Co-Chairs· Chan Ho Lee, Soongsil University School, Korea· Joo-Young Kim, KAIST, Korea· Won-Young Lee, Seoul National University of Sci-ence & Technology, Korea

Web/Social Media Co-Chairs· Hyung-Min Lee, Korea University, Korea

8 | ISCAS 2021

On-site Daily Program

18:00-20:00 YP Mentoring Reception Convention Hall A

05-23 (Sunday)

09:00-10:00Keynote 3Giacomo Indiveri, University of Zurich and ETH Zurich

Convention Hall B

10:00-11:40 Oral SessionsRoom 1 – 10(Inter Village, Park Village)

11:40-12:00 Breakout

12:00-13:00 Poster SessionsRoom 1 – 10(Inter Village, Park Village)

13:00-15:00 Lunch & YP Convention Hall B

15:00-16:00Keynote 4Kyoung Park, VP, Memory System Research, SK Hynix

Convention Hall B


17:40-18:40 Poster Sessions / Live Demo 2Room 1 – 10(Inter Village, Park Village)

09:45-17:00 AutoCAS Convention Hall C

09:00-18:00 Exhibitions

05-25 (Tuesday)

08:30-09:00 Opening Ceremony Convention Hall B

09:00-10:00Keynote 1 Liang-Gee Chen, National Taiwan University

Convention Hall B

10:00-11:40 Oral Sessions / Live Demo 1Room 1 – 10(Inter Village, Park Village)


12:00-13:00 Poster SessionsRoom 1 – 10(Inter Village, Park Village)

13:00-15:00 Lunch & WiCAS Conventional Hall A

15:00-16:00Keynote 2Min-Goo Kim, Samsung Electronics

Convention Hall B



18:00-20:00 Awards Ceremony Convention Hall B

09:00-18:00 Exhibitions

05-24 (Monday)


Keynote 1

Liang-Gee Chen (陳良基) is a Professor of Electrical Engineering at National Taiwan University in Taipei.He obtained his B.Sc., M.Sc. and Ph.D. degrees from National Cheng Kung University, Tainan, Taiwan, R.O.C. in 1979, 1981, and 1986, respectively. In 1988, he joined the Department of Electrical Engineering, National Taiwan University. During 1993–1994, he was a Visiting Consultant in the DSP Research Department, AT&T Bell Labs, Murray Hill, NJ. In 1997, he was a Visiting Scholar of the Department of Electrical Engineering, University of Washington, Seattle. During 2004-2006, he was the Vice President and General Director of the Electronics Research and Service Organization (ERSO) of the Industrial Technology Research Institute (ITRI). Since 2007, he has been serving as a Co-Director General of National SoC Program. He was the Deputy Dean of office of Research and Development in National Taiwan University during 2008-2009. During 2009-2012, he was the Deputy Dean of college of EECS and a Distinguished Professor of Department of Electrical Engineering at National Taiwan University. He was the President of National Applied Research Laboratories during 2012-2013. He was the Executive Vice President for Academics & Research of National Taiwan University during 2013-2016. He was the Political Deputy Minister of Ministry of Education, Taiwan, R.O.C. during 2016-2017. From 2017 to 2020, he was the Minister of Ministry of Science and Technology, Taiwan, R.O.C.He has been an IEEE Fellow from 2001 for his contributions to algorithm and architecture design on video coding systems. In 2009, he was awarded TWAS Prizes and National Professorship. His research interests are DSP IC design, video signal processing and bio-signal processing. He has authored over 550 publications, 48 patents and 31 US patents.Dr. Chen has served in editorial capacity for various journals within the circuit design and system processing community. He is a member of Phi Tau Phi and has been an elected Fellow of the U.S. National Academy of Inventors since 2016.

Due to the technology innovation, the world is driving into the intelligent society. The core of the intelligent capability comes from many smart technologies. The most valuable enabling technology is the huge progressing in infrastructure technology improving HPC server, High-bandwidth communication, and low energy edge sensing and computing. All kind of social data, generated by machine as well as human being, transferred between users and service providing environments with the help of deep learning. Those data inference and make lots of incredible functions come true, for example, self-driving car, unmanned shop, automotive factory, even work-from-home.Semiconductor is no doubt the carrier for all the data. The shrinking of semiconductor technology makes chip small enough and become invisible embedded into the world. However, it is the circuits and systems technologies provide the high-performance data processing, deliver high bandwidth transmission, and offer the low energy device for sensing and computing. Taiwan, the world-wide most important semiconductor manufacturing industry cluster, also sensed this big technology trend and demand. We initiated a very important project, called “semiconductor moon shot program”. In this presentation, the detail of the program and latest achievements will be presented. The semiconductor moonshot program was initiated by the Ministry of Science and Technology, while I served as Minister. The purpose of the program is to enhance the competitiveness of the semiconductor industry in the core technologies of artificial intelligence (AI)-powered edge computing. From 2018 to 2021, we focus on the research and development of new semiconductor processes and advanced chip systems centered on intelligent edge computing, with an eye toward gaining an advantage in the market for applications of AIoT, or AI over the internet of things. The program has six segmented technology parts: next-generation memory designs; process technologies and materials for key components of sensing devices; unmanned vehicles and augmented and virtual reality applications; and Internet of Things systems and security. So far, the program already got many exciting progressing. We believe with the success of this semiconductor moonshot program, circuits and systems technology will create a friendly AI-eco environment and keep semiconductor moving to provide an intelligent society.

Biography

Abstract

Circuits and Systems Drive Semiconductor Moving

Liang-Gee ChenNational Taiwan University

05-24 (Monday) 09:00-10:00 l Convention Hall B

10 | ISCAS 2021

Keynote 2

In COVID-19 and Un-tact era, personal and portable devices rule out the world through the social media.

Computing, communications, photos & videos, financing, security, and game are merged into the smartphone.

Personalized portable systems continue to evolve and are equipped with very high-performance SoC (System

on Chip) composed of new and complicated processors such as CPU, GPU, NPU, DSP, and 5G modem. System’s

evolution keeps increasing exponentially, e.g. LTE to 5G/6G, wider bandwidth and very low latency could come up

with the change of portable devices and user’s experience.

However, recently CMOS technology approach the physical limits, scaling will no longer be the sole contributor

to performance improvement. In personalized portable devices, power consumption becomes a critical factor for

successful implementation, and power optimization (performance per watt) is a big issue.

In the lecture, we will discuss what breakthrough in circuit and systems (CAS), and what is the most important

metric in CAS. Perhaps power consumption is one of the important factors. Personalized portable system’s

requirements and its technology could trigger the breakthrough of CAS.

Abstract

In 1993, Min-Goo Kim joined Samsung Electronics, Suwon, Korea where he played a key role in developing of

wireless digital communication technologies such as digital-AMPS, CDMA, and OFDMA. He received his Ph.D.

degree in electronics engineering from Seoul National University (SNU), Seoul, Korea. His areas of expertise

are in mobile station technologies and its implementation in efficient way. Also his research interest includes

standardization of wireless communications. From 1998, he participated 3GPP standard meeting and contributed

advanced technologies for UMTS standards. From 2000, he participated 3GPP2 standard meeting and contributed

advanced technologies for HARQ and AMC (adaptive modulation and coding). He proposed the HARQ structure

with turbo codes in 3GPP, 3GPP2, and IEEE802.16m such as “circular buffer based HARQ structure for incremental

redundancy scheme with turbo codes”.

He was the recipient of the person of merit for the 20th anniversary of 2nd foundation of Samsung Electronics,

2004 Korean President Award for Excellence in Invention on the 39th National Industry Invention Day, 2006 Hae-

Dong Award for Excellence in Research, 2019 Korean President Award (Industrial Medal) for Excellence in System

on Chip (SOC) on the 12th Semiconductor Day, and several awards based on research and industrial merit. He was

a member of NGMN (Next Generation of Mobile Networks) and LSTI (LTE/SAE Trial Initiative).

He is currently head of the SOC Development in Samsung Electronics S.LSI Division. His current research interests

include 5G New Radio, power-efficient SoC technologies and next generation GPU.

Biography

How Will the Evolution of Personalized Portable Systems Affect the Smart Society?

Min-Goo KimExecutive Vice President, System LSI Business, Samsung Electronics

05-24 (Monday) 15:00-16:00 l Convention Hall B


Keynote 3

Artificial Intelligence (AI) and deep learning algorithms are revolutionizing our computing landscape, and have

demonstrated impressive results in a wide range of applications. However, they still have serious shortcomings for

use cases that require closed-loop interactions with the real-world. Current AI systems are still not able to compete

with biological ones in tasks that involve real-time processing of sensory data and decision making in complex

and noisy settings. Neuromorphic Intelligence (NI) aims to fill this gap by developing ultra-low power electronic

circuits and radically different brain-inspired in-memory computing architectures. NI hardware systems implement

the principles of computation observed in the nervous system by exploiting the physics of their electronic devices

to directly emulate the biophysics of real neurons and synapses.

In this lecture I will present examples of NI circuits, and demonstrate applications of NI processing systems to

extreme-edge use cases, that require low power, local processing of the sensed data, and that cannot afford to

connect to the cloud for running AI algorithms.

Abstract

Giacomo Indiveri is a dual Professor at the Faculty of Science of the University of Zurich and at Department of

Information Technology and Electrical Engineering of ETH Zurich, Switzerland.

He is the director of the Institute of Neuroinformatics (INI) of the University of Zurich and ETH Zurich. He

obtained an M.Sc. degree in electrical engineering and a Ph.D. degree in computer science from the University

of Genoa, Italy. He was a post-doctoral research fellow in the Division of Biology at Caltech and at the Institute

of Neuroinformatics of the University of Zurich and ETH Zurich. He was awarded an ERC Starting Grant on

“Neuromorphic processors” in 2011 and an ERC Consolidator Grant on neuromorphic cognitive agents in 2016.

His research interests lie in the study of real and electronic neural processing systems, with a particular focus

on spike-based learning and spike-based recurrent neural network dynamics. His research and development

activities focus on the full custom hardware implementation of real-time sensory-motor systems using analog/

digital neuromorphic circuits and emerging memory technologies.

Biography

Neuromorphic Intelligence: Brain-Inspired Processing Technologies for Extreme-Edge Use Cases

Giacomo IndiveriUniversity of Zurich and ETH Zurich

05-25 (Tuesday) 09:00-10:00 l Convention Hall B

12 | ISCAS 2021

Keynote 4

With the acceleration of digital transformation, the integration of AI and Big Data is likely to create new values

and to lead us towards an era of data-centric cloud, where large amounts of data is created, delivered and

analyzed with unprecedented speed and accuracy. To enable such transformation and realize data-centric

cloud, increasingly high speed, low power, high capacity, and high reliability memory semiconductors are

required. Within the memory semiconductor industry, we have continued to overcome the technological

challenges of DRAM scaling and NAND flash stacking by making continuous improvements. However, the

pace of semiconductor technology development is yet to catch up with the rate at which data is produced,

which necessitates still more innovative semiconductor technologies to handle the explosive growth in data.

In this speech, I would like to introduce SK hynix’s journey towards future data-centric era and also discuss next

generation memory-centric system R&D directions to overcome the hurdles facing with data-centric cloud

infrastructure.

Abstract

Kyoung Park received his MS degree in computer engineering from Chonbuk National University, Jeonju, Rep.

of Korea and PhD from Korea University, Seoul, Rep. of Korea, in 1993 and 2008, respectively. He joined ETRI,

Daejeon, Seoul, Rep. of Korea, in 1993, and he had worked with ETRI for 24 years. He was involved with several

high performance computing architecture research project including symmetric multiprocessing system, massive

parallel computing system and high‐performance cluster computing systems. He also worked in network I/O

offloading architecture, big data analytics platform and large scale deep learning for vision intelligence as project

leader and department manager. Since 2017, he is working with SK Hynix in Icheon, Rep. of Korea, as a leader of

memory system research. Currently, his research includes next generation data center architecture, memory &

storage software and new concepts of future memory solutions.

Biography

Memory & Storage Challenges for Data-centric Cloud

Kyoung ParkVP, Memory System Research, SK Hynix

05-25 (Tuesday) 15:00-16:00 l Convention Hall B


Keynote 5 (Only Virtual Platform)

The compute demands of AI and robotics continue to rise due to the rapidly growing volume of data to be

processed; the increasingly complex algorithms for higher quality of results; and the demands for energy

efficiency and real-time performance. In this talk, we will discuss the design of efficient hardware accelerators and

the co-design of algorithms and hardware that reduce the energy consumption while delivering real-time and

robust performance for applications including deep neural networks and autonomous navigation. We will also

highlight important design principles, methodology, and tools that can facilitate an effective design process.

Abstract

Vivienne Sze (http://sze.mit.edu/) is an associate professor in MIT’s Department of Electrical Engineering and

Computer Science and leads the Research Lab of Electronics’ Energy-Efficient Multimedia Systems research group.

Her group works on computing systems that enable energy-efficient machine learning, computer vision, and

video compression/processing for a wide range of applications, including autonomous navigation, digital health,

and the internet of things. She is widely recognized for her leading work in these areas and has received many

awards, including faculty awards from Google, Facebook, and Qualcomm, the Symposium on VLSI Circuits Best

Student Paper Award, the IEEE Custom Integrated Circuits Conference Outstanding Invited Paper Award, and

the IEEE Micro Top Picks Award. As a member of the Joint Collaborative Team on Video Coding, she received the

Primetime Engineering Emmy Award for the development of the High-Efficiency Video Coding video compression

standard. She is a co-author of the book entitled “Efficient Processing of Deep Neural Networks”.

Biography

Efficient Computing for AI and Robotics: From Hardware Accelerators to Algorithm Design

Vivienne SzeMIT

05-26 (Wednesday) 09:00-10:00 l Virtual Platform

14 | ISCAS 2021

Time Title Presenter

13:00-13:30 Luncheon

Session Chair 1 (Online): Soo Youn Kim, Dongguk University, KoreaSession Chair 2 (Onsite): SoYoung Kim, SungKyunKwan University, Korea

13:30-13:35 OpeningSoo Youn Kim, Dongguk University, KoreaSoYoung Kim, SungKyunKwan University, Korea

13:35-13:40 Welcome Remarks Yoko Utame, Tokushima University

13:40-14:10Ultrafine Time Resolution, Linear Time-to-Digital Converter Design

Hayun Chung, Korea University

14:10-14:40Building a Career in Science and Engineering

Ljiljana Trajkovic, Simon Fraser University

14:40-15:00 Discussions and Networking


13:00 -13:30 Luncheon

13:30-13:40Machine Learning for Analytics Architecture: AI to Design AI

Chris Gwo Giun Lee, National Cheng Kung University

13:40-13:50How to build good AI product from the research: AI Hardware Solution Startup Perspective

Jinwook Oh, Rebellions.ai

13:50-14:00Machine Learning Side Channel Attacks and their Countermeasures on Secured Microchips

Bah-Hwee Gwee, Nanyang Technological University

14:00-14:10Silicon Works: driving new technology and innovation to address challenges in functional safety and cybersecurity

Jongsup Baek, Silicon Works MCU Business

14:15 -14:45 Panel Discussion

14:45 -15:00 Social Networking

WiCAS

YP Event

05-24 (Monday)

05-25 (Tuesday)

13:00~15:00 l Convention Hall A

13:00~15:00 l Convention Hall B



09:45-10:00 Opening

10:00-11:00 A Multiband 5G V2X Radio ArchitectureMohammed Ismail Elnaggar & Seyedeh Masoumeh Navidi, Wayne State University

11:00-11:35Review for In-Vehicle Network and Electrical and Electronic Architecture in Next-Generation Vehicle

Seung-Yun Ryu, Infineon Technologies

11:35-12:10 Cyber Security for Automotive Ethernet Boheung Chung, ETRI

12:10-12:45Radiation Effects on SoC and Functional Safety for Road Vehicles

Sung Soo Chung, QRT

12:45-13:45 Lunch

13:45-14:20 Software-Defined End to End Autonomy Minseok Oh, Nvidia

14:20-14:55Autonomous Driving SW Platform Development Strategy and Core Technology

Junmuk Lee, Hyundai Autoever

16:10-16:45V2X Communications for Future Connected and Automated Vehicles

Barbara Masini, Italian National Research Council (CNR)

AutoCAS

05-25 (Tuesday) 09:45~16:45 l Convention Hall C

16 | ISCAS 2021

Title Speaker

Compression Distortion and Refocussing Analysis in 3D Imaging Vladan Velisavljevic

Memristive Devices for Computation-in-Memory Applications Stephan Menzel

Wearable and Portable Microwave Medical Sensing and Imaging Devices and Systems

Tughrul Arslan, Imran Saied

Neuromorphic Technologies for Biomedical Applications Arindam Basu

Title Speaker

Low Power Challenges in IoT and IoE Ricardo Reis

Recent Progresses of Compute-in-Memory for Deep Learning Inference Engine Shimeng Yu

In Memory Computing with Emerging Memory Technologies Qiangfei Xia

Programmable Analog IC Design and Computation Jennifer Hasler

Title Speaker

Generalized and Algorithmic Logic Locking Xinmiao Zhang

Low Power Convolutional Neural Network (CNN) Accelerator Design Techniques for both Inference and Training

Jongsun Park

Learning Based Visual Data Compression – Technologies and Standards Shan Liu

Interacting Dynamics Revaluation for High Renewable Penetrated Power System Zhen Li

Title Speaker

Lightweight Deep Learning on IoT Devices Wen-Huang Cheng

Posit Arithmetic and Its Applications in Deep Learning ComputationSeokbum Ko, Hao Zhang

Energy Efficiency in Video Communications Christian Herglotz

Controlling the Chaos: Adaptive Symmetry Approach Denis Butusov

Overview Lectures (Only Virtual Platform)

05-26 (Wednesday)

05-27 (Thursday)

05-28 (Friday)

15:00-15:45 l Virtual Platform

09:00 – 09:45 l Virtual Platform




Sessions Presentation Room

AL1-01 Sigma Delta ADC I Room 1 (Inter 4)

AL1-02 Electronic Design Automation & Physical Design I Room 2 (Inter 3)

AL1-03 Wireline Communications I Room 3 (Inter 2)

AL1-04 Power Management Circuit Techniques Room 4 (Inter 1)

AL1-05 Biomedical Signal Detection & Conversion Circuits & Systems Room 5 (Park 1)

AL1-06 Image Sensors Room 6 (Park 2)

AL1-07 Neural Network & Neuromorphic Accelerators I Room 7 (Park 3-4)

AL1-08 Modeling & Control of Nonlinear Networks Room 8 (Park 5-6)

AL1-09 CAS Journal Papers: Analog & Mixed Signal Circuits & Systems I Room 9 (Park 7)

AL1-10 Live Demo I Room 10 (Park 8)

Technical Program

05-24 (Monday) Presentation Room 1-10

ORAL / LIVE DEMO l 10:00-11:40


A2P-14 ADCs for IoT Room 1 (Inter 4)

A2P-15 Digital Systems & Architectures for Machine Learning Room 2 (Inter 3)

A2P-16 Design Automation & Physical Design Room 3 (Inter 2)

A2P-17 Power Management & Other Applications in Power & Energy Room 4 (Inter 1)

A2P-18 Image & Other Sensors Room 5(Park 1)

A2P-19 Applications in Machine Learning Room 6(Park 2)

A2P-20 Visual Signal Processing & Communications Room 7 (Park 3-4)

A2P-21 Emerging AID Multimedia Applications & Implementations Room 8 (Park 5-6)

A2P-22 Emerging Visual Information Representation & Processing Room 9 (Park 7)

POSTER l 12:00-13:00

DEXCO

DEXCO

18 | ISCAS 2021

Technical Program


A3L-01 Analog Circuits I Room 1 (Inter 4)

A3L-02 Electronic Design Automation & Physical Design II Room 2 (Inter 3)

A3L-03 Wireline Communications II Room 3 (Inter 2)

A3L-04 Integrated Power Circuits & Charge Pumps Room 4 (Inter 1)

A3L-05 Biomedical Sensing & Signal Detection Circuits & Systems Room 5 (Park 1)

A3L-06 Integrated Sensory Systems Room 6 (Park 2)

A3L-07 Machine Learning & Neural Networks Room 7 (Park 3-4)

A3L-08 Advances in Digital Filters Room 8 (Park 5-6)

A3L-09 Efficient Circuits & System Implementations of Multimedia Processing Room 9 (Park 7)

A3L-10 SPECIAL SESSION: Memristive Logic, Analog, & Memory Circuits Room 10 (Park 8)

05-24 (Monday) Presentation Room 1-10

ORAL l 16:00-17:40

DEXCO



B2L-01 Phase Locked Loops Room 1 (Inter 4)

B2L-02 Circuits for Energy Efficiency & Robustness Room 2 (Inter 3)

B2L-03 Cryptography & Hardware Security Room 3 (Inter 2)

B2L-04 Transmitters & Receivers Room 4 (Inter 1)

B2L-05 Advanced Computing in Memory Strategies Room 5 (Park 1)

B2L-06 Biometrics & Biomedical Signal/Image Processing Room 6 (Park 2)

B2L-07 Neural Network Accelerators Using Emerging Memory Technologies Room 7 (Park 3-4)

B2L-08 SPECIAL SESSION: Advanced Energy-Efficient Wireline & Optical Communications

Room 8 (Park 5-6)

B2L-09 SPECIAL SESSION: Analog Computing, SoC, and Processing-in-Memory for AI Hardware

Room 9 (Park 7)

Technical Program

05-25 (Tuesday) Presentation Room 1-10

ORAL l 10:00-11:40


B3P-14 Analog Techniques Room 1 (Inter 4)

B3P-15 Low Power Circuits & Architectures Room 2 (Inter 3)

B3P-16 Hardware Security Room 3 (Inter 2)

B3P-17 Wireline & Wireless Communications I Room 4 (Inter 1)

B3P-18 Biomedical Signal Processing, Algorithms, and Learning Circuits & Systems

Room 5 (Park 1)

B3P-19 Deep Learning Systems II Room 6 (Park 2)

B3P-20 DSP Systems Room 7 (Park 3-4)

POSTER l 12:00-13:00

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DEXCO

20 | ISCAS 2021


B4L-01 Sigma Delta ADC II Room 1 (Inter 4)

B4L-02 Low-Power Logic, Circuits & Architectures I Room 2 (Inter 3)

B4L-03 Error Correction Codes Room 3 (Inter 2)

B4L-04 Modeling & Control of WPT Systems & Energy Grids Room 4 (Inter 1)

B4L-05 Biomedical Sensing & Imaging Systems Room 5 (Park 1)

B4L-06 Spiking Neural Networks & Systems II Room 6 (Park 2)

B4L-07 DSP Implementation Room 7 (Park 3-4)

B4L-08 SPECIAL SESSION: Emerging Memories for Unconventional Computing Room 8 (Park 5-6)

B4L-09 SPECIAL SESSION: Artificial Intelligence Computation In Memory & Their Applications Utilizing Next-generation Memory

Room 9 (Park 7)

B4L-10 CAS Journal Papers: Communication & Network Systems Room 10 (Park 8)

Technical Program

05-25 (Tuesday) Presentation Room 1-10

ORAL l 16:00-17:40


B5P-14 ADC & Interface Circuits Room 1 (Inter 4)

B5P-15 Arithmetic Circuits & Reconfigurable Architectures Room 2 (Inter 3)

B5P-16 Wireline & Wireless Communications II Room 3 (Inter 2)

B5P-17 Circuits & Systems for Energy Harvesting II Room 4 (Inter 1)

B5P-18 EMG & ECG-based Sensing Circuits & Systems Room 5 (Park 1)

B5P-19 Neuromorphic Systems II Room 6 (Park 2)

B5P-20 Memristor Technologies for Edge-Computing Applications Room 7 (Park 3-4)

B5P-21 Live Demo II Room 8 (Park 5-6)

POSTER / LIVE DEMO l 17:40-18:40

DEXCO

DEXCO


Sessions

C1L-01 RF Power Amplifiers

C1L-02 Hardware Security for Logic, Circuits & Architectures

C1L-03 Electronic Design Automation

C1L-04 Modeling & Control of Power Converters I

C1L-05 Nanodevices, Nanocircuits & Systems

C1L-06 Deep Learning Systems I

C1L-07 Visual Signal Coding & Quality Assessment

C1L-08 SPECIAL SESSION: Circuits & Systems of Artificial Intelligence & Security for 5G

C1L-09 SPECIAL SESSION: Low Power Design for Emerging Applications

C1L-10 SPECIAL SESSION: New Approaches for Interfacing Electronic & Biological Systems

Technical Program(Only Virtual Platform)

05-26 (Wednesday)

ORAL l 10:00-11:40

Sessions

C2P-14 RF Circuits & PLLs

C2P-15 System on Chip, Network on Chip, & Multi-Core Systems

C2P-16 Regulators & References

C2P-17 Advanced Processing Systems with Emerging Technologies

C2P-18 DSP Theory & Algorithms I

C2P-19 Neural Network & Neuromorphic Accelerators II

POSTER l 12:00-13:00

22 | ISCAS 2021

Sessions

C4L-01 SAR ADC

C4L-02 Hardware Security for Internet-of-Things, Cyber-Physical Systems

C4L-03 Conventional & Emerging Memory Circuits, Architectures & Interconnect Technologies

C4L-04 Spiking Neural Networks & Systems I

C4L-05 Non-linear Theory in Energy Conversion Applications

C4L-06 SPECIAL SESSION: 5G & Beyond

C4L-07 SPECIAL SESSION: Memristive Computing & Training for Edge Intelligence

C4L-08 SPECIAL SESSION: Optimized Image/Video Coding Based on Deep Learning

C4L-09 CAS Journal Papers: Digital Circuits & Systems


05-26 (Wednesday)

ORAL l 16:00-17:40

Sessions

C5P-14 Amplifiers & Analog Techniques

C5P-15 Circuits, Systems & Architectures for Machine Learning & Hardware Security

C5P-16 Modeling & Control of Power Converters II

C5P-17 Brain, Neural & DNA Technologies

C5P-18 Personalized Healthcare Circuits & Systems

C5P-19 Deep Learning Systems III

POSTER l 17:40-18:40


Sessions

D2L-01 Design Tools

D2L-02 Datapath & Arithmetic Circuits & Systems

D2L-03 Programmable, Reconfigurable & Array Architectures

D2L-04 Analog Digital Converters

D2L-05 Circuits & Systems for Energy Harvesting I

D2L-06 Non-silicon & Emerging Devices

D2L-07 SPECIAL SESSION: Design & Detection of Hardware Trojans in Cyber-Physical Systems

D2L-08 SPECIAL SESSION: Machine-Learning Systems & Applications

D2L-09 SPECIAL SESSION: Cognitive Radio Systems & Hardware Security Techniques


05-27 (Thursday)

ORAL l 10:00-11:40

Sessions

D3P-14 Phase Locked Loops II

D3P-15 Memory Circuits, Architectures & Interconnect Technologies

D3P-16 Hardware Security for Communications

D3P-17 Advanced Robust Emerging Technology Aspects

D3P-18 Teaching Techniques in Circuits & Systems

D3P-19 Intelligent Sensing & Interaction

POSTER l 12:00-13:00

24 | ISCAS 2021

Sessions

D5L-01 ADC Building Blocks

D5L-02 Digital Circuits, Systems &Architectures for Machine Learning I

D5L-03 Wireless Communications

D5L-04 Amplifiers

D5L-05 Neuromorphic Systems I

D5L-06 SPECIAL SESSION: Next-Generation Edge AI Computing

D5L-07 SPECIAL SESSION: Multimodal Signal Processing

D5L-08 SPECIAL SESSION: Emerging Techniques of Memristive Systems

D5L-09 CAS Journal Papers: Hardware Security


05-27 (Thursday)

ORAL l 16:00-17:40

Sessions

D6P-14 PLLs & RF Circuits

D6P-15 High Speed ADC

D6P-16 Biosensors & Bioelectronics

D6P-17 Chaos, Complexity & Game theory

D6P-18 DSP Theory & Algorithms II

D6P-19 Wearable Sensors & Energy Harvesting Circuits

POSTER l 17:40-18:40


Sessions

E2L-01 Voltage References

E2L-02 Low-Power Logic, Circuits & Architectures II

E2L-03 Adaptive & Array Based Signal Processing

E2L-04 Hardware & Systems for Visual Signal Processing

E2L-05 Educational Methods & Theories

E2L-06 SPECIAL SESSION: Wearable Sensing Techniques & Power Solutions for IoT Devices

E2L-07 SPECIAL SESSION: Analysis of Complex Networked Circuits & Systems from a Network Science Perspective I


05-28 (Friday)

ORAL l 10:00-11:40

Sessions

E3L-01 Analog Circuits II

E3L-02 Digital Circuits, Systems & Architectures for Machine Learning II

E3L-03 Multimedia Processing with Deep Neural Networks

E3L-04 Tunable Filters

E3L-05 SPECIAL SESSION: Beyond Moore’s Law &More than Moore

E3L-06 SPECIAL SESSION: Analysis of Complex Networked Circuits & Systems from a Network Science Perspective II

E3L-07 CAS Journal Papers: Analog & Mixed Signal Circuits & Systems II

ORAL l 16:00-17:40

26 | ISCAS 2021

Sponsorship

Diamond

Gold

Silver

Bronze

Joint-Event Sponsorship


On-site Venue Map

2F

1F

Convention Hall

Ladies Hall

Amante Hall

Buffet Restaurant

Joyful Hall

Happy Hall

+

1

Inter Village

Main Building

2

Park Village3

13

INFORMATION

+

2

28 | ISCAS 2021

Floor Plan

Presentation Rooms

Networking Rooms

A B C

Lobby

2F (Main)

A Convention Hall A

B Convention Hall B

Lobby Exhibitions

C Convention Hall C

YP Event, Keynote Speeches25

AutoCAS25

Opening Ceremony, Keynote Speeches, Awards Ceremony24

YP Mentoring Reception23 WiCAS24

Presentation Room 5-10

Presentation Room 1-4 Presentation

Room 5-10

Presentation Rooms Oral / Poster Presentation

Room 3(Inter 2)

Room 4(Inter 1)

Room

1(In

ter 4

)

Room 2(Inter 3)

Room 11

Room 5(Park 2)

Room 6(Park 2)

Room 7(Park 3-4)

Room 8(Park 5-6)

Room 9(Park 7)

Room 10

(Park 8)

Main Conference

Presentation Rooms

Inter Village | Main Building (3F) Park Village | Park Village Building (2F)

Location

Date

DEXCO


Program at a Glance

HalfTutorials

HalfTutorials

FullDay

Tutorial

FullDay

Tutorial

HalfTutorials

HalfTutorials

Opening Ceremony

AutoCAS

AutoCAS

Lunch / WiCAS

Breakout

BanquetYP Mentoring

Reception

LiveDemo

1

BreakoutBreakout

Poster SessionsPoster Sessions

Lunch / YP

Keynote 4Keynote 2

Oral Sessions Oral Sessions

Oral Sessions

Oral Sessions

Poster Sessions

MiniTutorial

LiveDemo

2

8:308:408:509:009:109:209:309:409:50

10:0010:1010:2010:3010:4010:5011:0011:1011:2011:3011:4011:5012:0012:1012:2012:3012:4012:5013:0013:1013:2013:3013:4013:5014:0014:1014:2014:3014:4014:5015:0015:1015:2015:3015:4015:5016:0016:1016:2016:3016:4016:5017:0017:1017:2017:3017:4017:5018:0018:1018:2018:3018:4018:5019:0019:1019:2019:3019:4019:50

8:408:509:009:109:209:309:409:50

10:0010:1010:2010:3010:4010:5011:0011:1011:2011:3011:4011:5012:0012:1012:2012:3012:4012:5013:0013:1013:2013:3013:4013:5014:0014:1014:2014:3014:4014:5015:0015:1015:2015:3015:4015:5016:0016:1016:2016:3016:4016:5017:0017:1017:2017:3017:4017:5018:0018:1018:2018:3018:4018:5019:0019:1019:2019:3019:4019:5020:00

Overview Lectures

Overview Lectures

Oral Sessions

MiniTutorial

Breakout

Poster Sessions

Breakout

Poster Sessions

Overview Lectures

Overview Lectures

Oral Sessions

Poster SessionsPoster Sessions

Oral Sessions

Oral Sessions

MiniTutorial Oral Sessions

Oral Sessions

Closing Remarks

Keynote 5Keynote 3Keynote 1

Korea Time(GMT+9) 05-22 (Saturday) 05-23 (Sunday) 05-24 (Monday) 05-25 (Tuesday) 05-26 (Wednesday) 05-27 (Thurday) 05-28 (Friday)

BreakoutStudent DesignCompetition

Student DesignCompetition

Opening

Keynote 1

LectureSession 1

Breakout

Keynote 2

LectureSession 2

Wrap up

05-29 (Saturday)CSET (GMT+2)

SynopsysMini

Tutorials

Convention Hall A

Convention Hall B

Convention Hall B Convention Hall B

Convention Hall BConvention Hall A

Convention Hall B

Presentation Room 1 - 10







Convention Hall B

Convention Hall C

Convention Hall C

Convention Hall B

DEXCO

Documents

210531 ISCAS 2021 팜플렛 190×260mm 웹용 작업