Hang-Ting Lue photo
2022 Speaker

Hang-Ting Lue

  • Macronix
  • Director Emerging Memory R&D Division
  • Biography

(Oliver) Hang-Ting Lue is the director of emerging memory R&D division. He has authored and co-authored more than 50 papers in the flagship IEDM and VLSI conferences, including numerous highlight papers, and more than 150 accumulated papers in IEEE journals and conferences. His research interest includes advanced 3D Flash memory devices, 3D memory architectures, computing-in-memory (CIM), in-memory search (IMS), neuromorphic computing, reliability physics. He has been elevated to IEEE Fellow in electron device society (EDS) in 2022.

  • Presentation

Future Prospects of Computing in or near Flash Memories

Flash memories are the classic and dominant non-volatile semiconductor memories for decades, and we believe that with new technology advancements, both NAND and NOR Flash will continue to enjoy growing markets. Going to 3D stackable architectures has been proven to be effective for 3D NAND, and likewise NOR Flash also has the potential to go into 3D. In addition to scaling, we expect Flash memory will be getting closer to computing than ever. Higher I/O bandwidth together with latency improvements will enable both NAND and NOR Flash to join computing more intensively instead of simply a storage device in the old times. In addition to the higher density and higher read/write bandwidth, we expect there may be a future paradigm shift of computational Flash memories. Examples are computing in memory (CIM) for MAC accelerator of DNN inference, in-memory search (IMS) or approximate search for edge intelligent smart devices. Both digital and analog computing design methods are possible. We expect a bright future of Flash memories. In this talk I will discuss the status, opportunities, and challenges we’ve observed so far.

MXIC Macronix International Co., Ltd. logo
  • Company Profile


Macronix, a leading integrated device manufacturer in the Non-Volatile Memory (NVM) market, provides a full range of NOR Flash, NAND Flash, and ROM products. With its world-class R&D and manufacturing capability, Macronix continues to deliver high-quality, innovative and performance driven products to its customers in the consumer, communication, computing, industrial, automotive, networking and other segment markets.

Macronix is one of the very few suppliers offering a wide range of Serial NOR Flash products from 512Kbit to 2Gbit densities. We also provide Flash products with extremely small packages and very thin packages for space-constrained applications to meet the market trend. In addition, we have launched our 19-nanometer NAND Flash and e•MMC™ product family, which are ideal for embedded applications demanding higher quality and reliability. In our ROM Business, XtraROM® products with 32-nanometer process have been shipping. Macronix also offers a Known Good Die (KGD) program for System In Package (SIP) solutions.

TEL: 886-3-5786688

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