马晨琳，博士，深圳大学计算机学院助理教授，特聘副研究员，深圳市服务计算与应用重点实验室副主任，硕士生导师，深圳市“孔雀计划”海外高层次人才(C 类)。2019年6月在香港理工大学电子计算学系取得计算机科学博士学位，2014年在香港理工大学获得电子计算与管理学本科双学位。

        马晨琳博士的主要研究领域包括计算机体系结构、存储系统、嵌入式系统等领域，共发表学术论文 35 篇。其中，SCI/EI收录论文 35 篇、CCF A类论文 20 篇。相关论文成果发表在International Symposium on High-Performance Computer Architecture (HPCA)、IEEE International Conference on Data Engineering (ICDE)、Design Automation Conference (DAC)、Design, Automation, and Test in Europe (DATE)、IEEE Non-Volatile Memory System and Applications Symposium (NVMSA)、Hardware/Software Codesign and System Synthesis (CODES+ISSS)、International Conference on Embedded Software and Systems (ICESS)、Software-Practice and Experience (SPE) 等国际高水平会议及IEEE Transactions on Computers (TC)、IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD)、IEEE Transactions on Industrial Electronics (TIE)、ACM Transactions on Embedded Computing Systems、Journal of Systems Architecture (JSA)、ACM Transactions on Design Automation of Electronic Systems (TODAES) 等国际高水平期刊。长期担任TCAD、TC、JSA、DAC等学术期刊和会议的审稿人。近年来主持 1 项国家自然科学基金青年项目、1 项广东省面上项目、2 项深圳市项目以及 1 项CCF-“犀牛鸟”项目。

研究方向

人工智能加速器 - 面向深度学习应用的AI加速、智能芯片的存储管理

大数据存储与管理 - 键值存储、NoSQL数据库的存储管理、并行与分布式存储

新型系统架构 - 新型体系结构优化、存储计算一体化、区块链存储

嵌入式系统 - 实时与嵌入式软件、实时任务调度

学术论文

2021年加入深圳大学以来发表的CCF A类论文

[1] Chenlin Ma, Yingping Wang, Fuwen Chen, Jing Liao, Yi Wang, Rui Mao. Rapper: A Parameter-Aware Repair-in-Memory Accelerator for Blockchain Storage Platform. International Symposium on High-Performance Computer Architecture (HPCA), 2024, 468-482.

[2] Chenlin Ma, Kaoyi Sun, Yuxuan Qi, Jiaxian Chen, Xiaochuan Zheng, Tianyu Wang, Yi Wang. MiniWear: Minimizing Flash Wear via Hybrid Persistent Cache for Extended EF-SMR Lifetime. Design Automation Conference (DAC), 2025, 1-7.

[3] Chenlin Ma, Hao Yang, Shangyu Wu, Yi Wang, Rui Mao. Tidal-Tree-Mem: Toward Read-Intensive Key-Value Stores With Tidal Structure Based on LSM-Tree. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2023, 42(2): 423-436.

[4] Chenlin Ma, Zhuokai Zhou, Yingping Wang, Yi Wang, Rui Mao. MAID-Q: Minimizing Tail Latency in Embedded Flash With SMR Disk via Q-Learning Model. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2022, 41(11): 3709-3720.

[5] Chenlin Ma, Zhuokai Zhou, Lei Han, Zhaoyan Shen, Yi Wang, Renhai Chen, Zili Shao. Rebirth-FTL: Lifetime Optimization via Approximate Storage for NAND Flash Memory. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2022, 41(10): 3276-3289.

[6] Yi Wang, Jiajian He, Kaoyi Sun, Yunhao Dong, Jiaxian Chen, Chenlin Ma*, Amelie Chi Zhou, Rui Mao. Boosting Write Performance of KV Stores: An NVM-Enabled Storage Collaboration Approach. IEEE International Conference on Data Engineering (ICDE), 2024, 2082-2095.

[7] Tianyu Wang, Yongbiao Zhu, Shaoqi Li, Jin Xue, Chenlin Ma*, Yi Wang*, Zhaoyan Shen, Zili Shao. NICE: A Nonintrusive In-Storage-Computing Framework for Embedded Applications. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2024, 43(11): 3876-3887.

[8] Yi Wang, Jianan Yuan, Shangyu Wu, Huan Liu, Jiaxian Chen, Chenlin Ma*, Jianbin Qin*. LeaderKV: Improving Read Performance of KV Stores via Learned Index and Decoupled KV Table. IEEE International Conference on Data Engineering (ICDE), 2024, 29-41.

[9] Yi Wang, Huan Liu, Jianan Yuan, Jiaxian Chen, Tianyu Wang, Chenlin Ma*, Rui Mao*. Leanor: A Learning-Based Accelerator for Efficient Approximate Nearest Neighbor Search via Reduced Memory Access. Design Automation Conference (DAC), 2024, 1-6.

[10] Yi Wang, Jing Liao, Jing Yang, Zhengda Li, Chenlin Ma, Rui Mao. Meta-Block: Exploiting Cross-Layer and Direct Storage Access for Decentralized Blockchain Storage Systems. IEEE Transactions on Computers (TC), 2023, 72(7): 2052-2064.

[11] Jiaxian Chen, Yiquan Lin, Kaoyi Sun, Jiexin Chen, Chenlin Ma, Rui Mao, Yi Wang. GCIM: Toward Efficient Processing of Graph Convolutional Networks in 3D-Stacked Memory. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2022, 41(11): 3579-3590.

[12] Jiaxian Chen, Zhaoyu Zhong, Kaoyi Sun, Chenlin Ma, Rui Mao, Yi Wang. Lift: Exploiting Hybrid Stacked Memory for Energy-Efficient Processing of Graph Convolutional Networks. Design Automation Conference (DAC), 2023, 1-6.

[13] Jiaxian Chen, Yuxuan Qi, Yongbiao Zhu, Jianan Yuan, Kaoyi Sun, Tianyu Wang, Chenlin Ma, Yi Wang. Anchor First, Accelerate Next: Revolutionizing GNNs with PIM by Harnessing Stationary Data. Design Automation Conference (DAC), 2025, 1-7.

[14] Jiaxian Chen, Yuxuan Qi, Jianan Yuan, Kaoyi Sun, Tianyu Wang, Chenlin Ma, Yi Wang. Move Less, Retrieve Fast: A Retrieval-in-Memory Architecture for Language Models. Design Automation Conference (DAC), 2025, 1-7.

科研项目

2021年加入深圳大学以来，主持的主要科研项目如下 ：

[1] 国家自然科学基金青年基金项目 (30W)：面向内嵌闪存的叠瓦式磁盘的统一空间管理方法研究（结题）

[2] 广东省自然科学基金-面上项目 (10W)：面向区块链存储的存储计算协同优化方法研究（结题）

[3] 深圳市面上项目 (60W)：面向内嵌闪存的叠瓦式磁盘的写放大及尾延迟优化技术研究（结题）

[4] 深圳市高校稳定支持项目 (15W)：面向1000万核国产超级计算机的存储墙问题缓解理论方法研究（结题）

[5] CCF-腾讯“犀牛鸟” (10W)： 基于数据推送的HTAP存储引擎（结题）

奖励

[1] 2023年度中国电子学会自然科学二等奖, “国产智能芯片系统的任务调度基础理论与核心方法”, 2024.

[2] DATE 2022最佳论文提名奖, “MU-RMW: Minimizing Unnecessary RMW Operations in the Embedded Flash with SMR Disk”, 2022.

[3] 腾讯“犀牛鸟”-深圳大学青年教师科研基金项目奖, “面向区块链存储系统的数据快速修复技术研究”, 2022.

[4] 教学“最佳新人奖”, 《大学计算机》课程教学, 2023.

[5] 2022深圳大学“校百篇”指导教师, 2022届本科毕业论文（设计）指导工作, 2022.

[6] 2023深圳大学“校百篇”指导教师, 2023届本科毕业论文（设计）指导工作, 2023.

已毕业学生

2024届：周卓铠（华为）、王颖萍（港科广读博）