新型自旋磁性存储器（Spin Magnetic Memory）方向

• 器件、电路及架构设计

• 存储器可靠性研究

• 存内逻辑及神经网络计算架构设计

• 传统CMOS存储器数据压缩
  

神经网络加速器方向

• CNN、RNN模型压缩及剪枝

• FPGA神经网络加速器设计
  

• 吴比,,胡洋,冉硕,张逊,陈珂,闫成刚,刘伟强.SS-MRAM: A Segment-Based Search Scheme With Configurable Matching for High-Accuracy Hyperdimensional Computing in CAM Applications:IEEE Transactions on Circuits and Systems I: Regular Papers,2025

• 余天洋,吴比,刘伟强.Learning-Based Realtime Synthetic Aperture Radar Imaging for Embedded System on Satellite:IEEE International Symposium on Circuits and Systems (ISCAS),2025

• 田凯,吴比,陈珂,刘伟强.High-Performance Co-Processing Architecture Using SOT-MRAM-Based In-memory Computing Scheme:IEEE International Symposium on Circuits and Systems (ISCAS),2025

• 吴比,刘伟强,吕欣然,余天洋,陈珂.MRAM-Based Cache and In-Memory Computing:IEEE Nanotechnology Magazine,2025,19(3):25-34

• 余天洋,吴比,刘伟强,陈珂,闫成刚,张弓.HDANNS: In-Memory Hyperdimensional Computing for Billion-Scale Approximate Nearest Neighbour Search Acceleration:IEEE Transactions on Circuits and Systems for Artificial Intelligence,2025,2(2):126-138

• 一种基于单极性翻转自旋轨道力矩磁存储器的存内运算逻辑设计方法

• 一种卷积神经网络压缩方法及边缘侧FPGA加速器

• 吴比,祝浩男,余天洋,刘伟强,Toward Spintronics Non-volatile Computing-in-Memory Architecture[专著],Springer Nature Switzerland,2024

• 王昭昊,吴比,王朝,康旺,赵巍胜,Towards spintronics nonvolatile caches[专著],Springer Singapore,2024

• 异构融合的高能效MRAM存内搜索架构,在研,国家自然科学基金委员会,刘伟强,吴比,邓尔雅,龚宇

• 考虑器件金属电迁移恢复的高可靠性SOT-MR**M存算协同架构设计,在研,江苏省自然科学基金委员会,吴比

• 基于重金属电迁移特性的可自愈SOT-MR**M高速缓存架构设计研究,在研,吴比

• 面向访问模式的SOT-MR**M重金属电迁移恢复策略研究,吴比