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罗智泉
中国工程院外籍院士,香港中文大学(深圳)校长学勤讲座教授,深圳河套学院执行院长
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详细介绍
罗智泉
中国工程院外籍院士,香港中文大学(深圳)校长学勤讲座教授,深圳河套学院执行院长
个人履历:
罗智泉:男,1963年11月出生,大数据分析与应用科学家,中国工程院外籍院士、加拿大皇家科学院院士,香港中文大学(深圳)副校长、校长学勤讲座教授,深圳市大数据研究院院长,深圳河套学院执行院长,香港中文大学(深圳)—深圳市大数据研究院—华为未来网络系统优化创新实验室主任,SIAM会士和IEEE会士。1984年获得北京大学应用数学学士学位,1989年获美国麻省理工学院运筹学博士学位;1998年成为加拿大麦克马斯特大学终身教授,2001年至2004年担任该校电子与计算机工程系主任及加拿大国家科研讲席教授;2003年转任美国明尼苏达大学电子与计算机工程系终身教授及ADC讲席教授;2014年当选加拿大皇家科学院院士并出任香港中文大学(深圳)副校长,2016年兼任深圳市大数据研究院院长;2021年11月,当选为中国工程院外籍院士;2025任河套学院执行院长。罗智泉院士研究领域主要是聚焦大数据分析的最优化方法、信号处理与数字通信中的复杂性与计算问题。提出数据驱动的网络统计模拟技术,建立大规模4/5G异构网络参数优化模型。开创性地提出了数据驱动的网络优化技术路线和算法框架,成功将数据驱动网络统计模型与人工智能技术深度融合。成果被华为 GTS 认定为"根技术",目前已成功应用于 30 多个国家的无线网络,优化超过 180 万个基站,显著提升了网络性能。相关论文分别获得 2004 年、2009 年、2011 年和 2015 年 IEEE 信号处理学会、2011 年国际通信大会、欧洲信号处理学会以及 2020 年世界华人数学家联盟最佳论文奖。因在优化理论领域的卓越贡献,他于 2010 年获美国运筹和管理科学协会 Farkas 奖,2018 年获国际数学优化学会 Tseng 纪念奖,2022 年获中国工业与应用数学学会第一届王选应用数学奖,2023 年获深圳市科技进步奖一等奖以及 2025 年 ICCM 首届华罗庚奖。
论文代表:
Linear Multiple Low-Rank Kernel Based Stationary Gaussian Processes Regression for Time Series,in IEEE Transactions on Signal Processing, vol. 68, pp. 5260-5275, 2020.
A block successive upper bound minimization method of multipliers for linearly constrained convex optimization, MATHEMATICS OF OPERATIONS RESEARCH, Vol. 68, pp. 2244–2255, June. 2020.
Quadratic Matrix Inequality Approach to Robust Adaptive Beamforming for General-Rank Signal Model,in IEEE Transactions on Signal Processing, vol. 68, pp. 2244-2255, Jan. 2020.
Inexact Block Coordinate Descent Algorithms for Nonsmooth Nonconvex Optimization,in IEEE Transactions on Signal Processing, vol. 68, pp. 947-961, Dec. 2019.
On the Efficiency of Random Permutation for ADMM and Coordinate Descent, MATHEMATICS OF OPERATIONS RESEARCH, Vol. 45, pp. 233–271, Nov. 2019.
A Distributed Method for Optimal Capacity Reservation, Journal of Optimization Theory and Applications, Vol. 182, pp. 1130–1149, September 2019.
Minimax Design of Constant Modulus MIMO Waveforms for Active Sensing, in IEEE Signal Processing Letters, vol. 26, no. 10, pp. 1531-1535, Oct. 2019.
A linearly convergent doubly stochastic Gauss–Seidel algorithm for solving linear equations and a certain class of over-parameterized optimization problems, Mathematical Programming, Vol. 176, pp. 465–496, July 2019.
Globally Optimal Joint Uplink Base Station Association and Beamforming,in IEEE Transactions on Communications, May.2, 2019.
A New Sequential Optimization Procedure and Its Applications to Resource Allocation for Wireless Systems,in IEEE Transactions on Signal Processing, vol. 66, no. 24, pp. 6518-6533, 15 Dec.15, 2018.
Bilinear Factor Matrix Norm Minimization for Robust PCA: Algorithms and Applications,in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 40, no. 9, pp. 2066-2080, 1 Sept. 2018.
Optimal Network Function Virtualization and Service Function Chaining: A Survey.Chinese Journal of Electronics, vol. 27, Issue 4, pp. 704 – 717, July 2018.
A Distributed Semiasynchronous Algorithm for Network Traffic Engineering.IEEE Transactions on Signal and Information Processing over Networks, vol. 4, no. 3, pp. 436-450, Sept. 2018.
Optimal estimation of sensor biases for asynchronous multi-sensor data fusion, Mathematical Programming, Vol. 170, pp. 357–386, July 2018.
An optimization model for electroencephalography-assisted binaural beamforming, The Journal of the Acoustical Society of America, vol. 143, issue 3, pp. 1744-1744, Mar. 2018.
On the Linear Convergence of The Alternating Direction Method of Multipliers, Mathematical Programming, Vol. 162, pp. 165–199, March 2017.
Iteration complexity analysis of block coordinate descent methods, Mathematical Programming, Vol. 163, pp. 85–114, May 2017.
On the Complexity of Optimal Power Allocation in a Multi-Tone Multiuser Communication System, IEEE Transactions on Information Theory, vol. 63, pp. 6622-6627, Oct. 2017.
Bilinear Factor Matrix Norm Minimization for Robust PCA: Algorithms and Applications,IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017. (Early Access)
Dynamic Resource Allocation for Energy Efficient Transmission in Digital Subscriber Lines, IEEE Transactions on Signal Processing, vol. 65, pp. 4353-4366, Aug. 2017.
Network Slicing for Service-Oriented Networks Under Resource Constraints, IEEE Journal on Selected Areas in Communications, vol. 35, pp. 2512-2521, Nov. 2017.
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