性别 女
职称 研究员四级
电子邮件 zhengxy@sari.ac.cn
通讯地址 上海市浦东新区海科路99号
个人网页 https://people.ucas.ac.cn/~0020891

招生专业
电子科学与技术;信息与通信工程;电子信息;简历
郑小盈,研究员,博士生导师。本科硕士毕业于浙江大学计算机系、博士毕业于美国佛罗里达大学计算机系。2014年入选中国科学院青年创新促进会会员。面向AI+科学大数据处理开展研究。主持国家重大专项子课题、中国科学院重点部署项目子课题、国家平方公里阵列射电望远镜(SKA)专项任务、国家自然科学基金2项、上海市科委项目等多项课题。发表论文60余篇,其中高水平SCI/EI 论文30余篇,申请专利超过20项,拥有近10项软件著作权登记。
研究方向
1、科学数据处理
2、分布式计算
3、人工智能
获奖及荣誉
1、中国科学院青年创新促进会,2014
承担科研项目情况
1、国家自然科学基金面上项目,脉冲星实时相干消色散数据处理关键技术研究,项目负责人,2024-01-01 至 2027-12-31
2、科技部SKA专项,脉冲星搜寻预研-数据与计算技术研发,子课题负责人,2020-12--2025-11
3、上海市自然科学基金,数据中心复杂约束条件下资源调度高可扩展方法研究,项目负责人,2019-07 至 2022-06
4、中国科学院战略性先导科技专项,SEANET 规模试验验证评估与示范应用,参与,2019-01 至 2020-12
5、上海市科委国际合作项目,数据中心资源虚拟化管理关键技术研究,项目负责人,2014-07 至 2017-06
6、中国科学院战略性先导科技专项,未来网络现网无扰验证技术及环境研究,参与,2012-01 至 2016-12
7、中国科学院重点部署项目,面向用户行为管理的智能搜索,子课题负责人,2012-01 至2015-12
8、国家自然科学基金青年项目,内容分发网络中的P2P分群分发技术研究,项目负责人,2012-01--2014-12
代表论著
[1] Duan G, Chen J, Zhou Y, Zheng X, Zhu Y. Large Language Model Inference Acceleration Based on Hybrid Model Branch Prediction. Electronics. 2024; 13(7):1376
[2] Ying Huang, Xiaoying Zheng, Yongxin Zhu: Optimized CPU-GPU collaborative acceleration of zero-knowledge proof for confidential transactions. J. Syst. Archit. 135: 102807 (2023)
[3] Xiangcong Kong, Xiaoying Zheng, Yongxin Zhu, Gaoxiang Duan, Zikang Chen:
I/O-efficient GPU-based acceleration of coherent dedispersion for pulsar observation. J. Syst. Archit. 142: 102958 (2023)
[4] Gaoxiang Duan, Xiaoying Zheng, Yongxin Zhu, Tao Ren, Yan Yan: An Efficient Transformer with Distance-aware Attention. BigDataSecurity/HPSC/IDS 2023: 96-101
[5]Yueying Zhou, Xinping Ren, Xiaoying Zheng, Yongxin Zhu, Kang Xu, Shijin Song, Li Tian: Federated-Learning-based Hierarchical Diagnosis of Liver Fibrosis. SmartCloud 2022: 109-114
[6] Zikang Chen, Xiangcong Kong, Xiaoying Zheng, Yongxin Zhu, Tom Trigano:
Parallel Pileup Correction for Nuclear Spectrometric Data on Many-Core Accelerators. SmartCom 2022: 258-267
[7] Xiangcong Kong, Xiaoying Zheng, Yongxin Zhu, Qinrun Zhang, Ying Huang:
Custom Computing Design and Implementation for Multiple Dedispersion with GPU. CSCloud/EdgeCom 2021: 103-108
[8] Lingyao Chen, Kang Xu, Xiaoying Zheng, Yongxin Zhu, Yi Jing:
Image Distillation Based Screening for X-ray Crystallography Diffraction Images. ISPA/BDCloud/SocialCom/SustainCom 2021: 517-521
[9] Ying Huang, Xiaoying Zheng, Yongxin Zhu, Xiangcong Kong, Xinru Jing:
CPU-GPU Collaborative Acceleration of Bulletproofs - A Zero-Knowledge Proof Algorithm. ISPA/BDCloud/SocialCom/SustainCom 2021: 674-680
[10] Hang Zhang, Xiaoying Zheng, Ye Xia, Mingqi Li: Workflow Scheduling in the Cloud With Weighted Upward-Rank Priority Scheme Using Random Walk and Uniform Spare Budget Splitting. IEEE Access 7: 60359-60375 (2019)
[11] Xiaoying Zheng, Ye Xia: Exploring mixed integer programming reformulations for virtual machine placement with disk anti-colocation constraints. Perform. Evaluation 135 (2019)
[12] Xiaoying Zheng, Ye Xia: A Scalable Fair Heterogeneous Resource Allocation Scheme in Distributed Systems. DASC/PiCom/DataCom/CyberSciTech 2017: 1174-1179
[13] Lin Tong, Xiaoying Zheng, Ye Xia, Mingqi Li: Delay Tolerant Bulk Transfers on Inter-Datacenter Networks. GLOBECOM Workshops 2016: 1-6
[14] Xiaoying Zheng, Chunglae Cho, Ye Xia: Content distribution by multiple multicast trees and intersession cooperation: Optimal algorithms and approximations. Comput. Networks 83: 100-117 (2015)
[15] Xiaoying Zheng, Ye Xia: Optimizing network objectives in collaborative content distribution. Comput. Networks 91: 244-261 (2015)
[16] Xiaoying Zheng, Chunglae Cho, Ye Xia: Algorithms and Stability Analysis for Content Distribution over Multiple Multicast Trees. IEEE Trans. Parallel Distributed Syst. 26(5): 1217-1227 (2015)
[17] Honglin Hu, Jian Zhang, Xiaoying Zheng, Yang Yang, Ping Wu: Self-configuration and self-optimization for LTE networks. IEEE Commun. Mag. 48(2): 94-100 (2010)
[18] Xiaoying Zheng, Chunglae Cho, Ye Xia: Optimal Swarming for Massive Content Distribution. IEEE Trans. Parallel Distributed Syst. 21(6): 841-856 (2010)
[19] Xiaoying Zheng, Feng Chen, Ye Xia, Yuguang Fang: A Class of Cross-Layer Optimization Algorithms for Performance and Complexity Trade-Offs in Wireless Networks. IEEE Trans. Parallel Distributed Syst. 20(10): 1393-1407 (2009)
[20] Xiaoying Zheng, Chunglae Cho, Ye Xia: Optimal Peer-to-Peer Technique for Massive Content Distribution. INFOCOM 2008: 151-155