罗自炎

基本信息

教育背景

工作经历

研究方向

• 最优化理论、方法及应用
• 运筹统计分析
• 运筹学与控制论

招生专业

• 运筹学与控制论硕士
• 统计学硕士
• 统计学博士
• 数学硕士

科研项目

• 国家重点研发计划-任务: 精准医学的多尺度因果理论与应用, 2023-2027
• 稀疏优化在交通流中的应用
• 国家自然科学基金“面上”: 支持张量机的优化理论与快速算法, 2023-2026
• 国家自然科学基金“数学天元基金”: 统计优化与学习天元数学交流项目, 2021-2021
• 国家自然科学基金“数学天元基金”: 统计优化与人工智能天元数学交流项目, 2020-2020
• 北京市自然基金“重点”: 监督学习的降维理论与优化方法, 2019-2023
• 地铁视频监控的高阶张量分解理论与算法研究
• 国家重点实验室: 面向典型时段的城市轨道交通客流-车流协同调度研究, 2019-2022
• 国家重点实验室: 城市轨道交通网络列车实时调度优化控制理论与方法, 2018-2020
• 国家自然科学基金“面上”: 高阶高维张量回归的优化理论与算法, 2018-2021
• 突发事件下铁路应急调度模型与方法研究
• 国家重点实验室: 基于大规模稀疏优化方法的地铁网络列车节能时刻表研究, 2017-2018
• 国家重点实验室: 基于出行需求的城市轨道交通运营优化理论与方法, 2017-2018
• 检索论文（自然）基金: 2015年高水平论文奖励立项+罗自炎, 2016-2016
• 国家重点实验室: 基于实测数据的高铁网络列车运行控制及组织优化问题的研究, 2016-2017
• 国家自然科学基金“重点”: 高速铁路信号系统安全评估基础理论与方法研究-1, 2015-2018
• 国家重点实验室: 轨道交通运营组织中的相关优化方法研究, 2015-2017
• 国家自然科学基金“重点”: 大规模稀疏优化问题的理论与算法-2, 2015-2019
• 国家重点实验室: 低秩半定矩阵优化及其在轨道交通列车定位中的应用, 2014-2015
• 北京市自然基金“面上”: 切换动态复杂网络协调优化模型及其在城市地铁网络中应用, 2014-2015
• 国家重点实验室: 高速列车运行风险形成机理、耦合作用及演化传播研究, 2014-2015
• 城市轨道交通列车停站方案设计模型与算法研究
• 国家自然科学基金"青年基金": 基于矩阵秩极小化模型的无线传感网络定位算法研究, 2014-2016
• Lyapunov方程极小秩解理论与算法研究
• 国家重点实验室: 基于复杂网络与矩阵理论的轨道交通事故建模与分析, 2013-2014
• 国家重点实验室: 轨道交通综合优化控制理论与方法 研究, 2013-2014

教学工作

论文/期刊

[55] Shuangyue Wang, Xinrong Zhang* ,Ziyan Luo and Yingnan Wang, Multimodal sparse support tensor machine for multiple classification learning, International Journal of Machine Learning and Cybernetics, 15 (2024) 1361-1373 (SCI)

[54] Yang Chen* and Ziyan Luo, Group SLOPE penalized low-rank tensor regression, Journal of Machine Learning Research, 352 (2023) 1-30 (SCI)

[53] Ziyan Luo and Liqun Qi*, Optimality conditions for Tucker low-rank tensor optimization, Computational Optimization and Applications, 86 (2023) 1275-1298 (SCI)

[52] Jianqin Sun, Xianchao Xiu, Ziyan Luo* and Wanquan Liu, Learning high-order multi-view representation by new tensor canonical correlation analysis, IEEE Transactions on Circuits and Systems for Video Technology, 33(10)(2023) 5645-5654 (SCI)

[51] Liqun Qi, Ziyan Luo* and Xiangke Wang, Dual quaternion matrices in multi-agent formation control, Communications in Mathematical Sciences, 21(7)(2023) 1865-1874 (SCI)

[50] Xinrong Li and Ziyan Luo*, Normal cones intersection rule and optimality analysis for low-rank matrix optimization with affine manifolds, SIAM Journal on Optimization, 33(3)(2023) 1333-1360 (SCI)

[49] Liqun Qi and Ziyan Luo*, Eigenvalues and singular values of dual quaternion matrices, Pacific Journal of Optimization, 19(2)(2023) 257-272 (SCI)

[48] Shuangyue Wang and Ziyan Luo*, Sparse support tensor machine with scaled kernel functions, Mathematics, 11(2023) 2829 (SCI)

[47] Chunfeng Cui, Ziyan Luo*, Liqun Qi, Hong Yan, The analytic connectivity in uniform hypergraphs: Properties and computation, Numerical Linear Algebra with Applications, 30(2)(2023) e2468 (SCI)

[46] Chen Zhao, Naihua Xiu, Hou-Duo Qi and Ziyan Luo*, A Lagrange–Newton algorithm for sparse nonlinear programming, Mathematical Programming, 195(2022) 903-928 (SCI)

[45] Ziyan Luo*, Xiaotong Yu, Naihua Xiu and Xingyuan Wang, Closed-form solutions for short-term sparse portfolio Optimization, 71(7)(2022) 1937-1953 (SCI)

[44] Liqun Qi, Ziyan Luo, Qing-Wen Wang and Xinzhen Zhang*, Quaternion matrix optimization: motivation and analysis, Journal of Optimization Theory and Applications, 193(2022) 621-648 (SCI)

[43] Shih Yu Chang*, Ziyan Luo and Liqun Qi, Tensor manifold with Tucker rank constraints, Asia-Pacific Journal of Operational Research, 39(2) (2022) 2150022, 30 pages (SCI)

[42] Shenglong Zhou*, Ziyan Luo, Naihua Xiu and Geoffrey Ye Li, Computing one-bit compressive sensing via double-sparsity constrained optimization, IEEE Transactions on Signal Processing, 70(2022) 1593-1608 (SCI)

[41] Yangxin Wei, Ziyan Luo* and Yang Chen, Low-rank tensor Huber regression, Pacific Journal of Optimization, 18(2)(2022) 439–458 (SCI)

[40] Yufang Fu*, Qiuqi Ruan, Ziyan Luo, Gaoyun An and Yi Jin, Orthogonal Tucker decomposition using factor priors for 2D+3D facial expression recognition, IET Biometrics, 10(2021) 664-678 (SCI)

[39] 王双月, 罗自炎*，一类基于L0/1软间隔损失函数的低秩支持张量机，运筹学学报, 25(3)(2021) 160–172

[38] Xiaotong Yu, Ziyan Luo*, A sparse tensor optimization approach for background subtraction from compressive measurements, Multimedia Tools and Applications, 80 (2021) 26657–26682 (SCI)

[37] Yang Chen, Ziyan Luo* and Lingchen Kong, ℓ2,0-norm based selection and estimation for multivariate generalized linear models, Journal of Multivariate Analysis, 185 (2021) 104782 (SCI)

[36] Xiaotong Yu, Ziyan Luo, Liqun Qi* and Yanwei Xu, SLRTA: A sparse and low-rank tensor-based approach to internet traffic anomaly detection, Neurocomputing, 434 (2021) 295–314 (SCI)

[35] 赵晨*，罗自炎，修乃华，稀疏优化理论与算法若干新进展，运筹学学报, 24(4)(2020) 1–24

[34] 李鑫荣*，修乃华，罗自炎，低秩矩阵优化若干新进展，运筹学学报, 24(2)(2020) 23–41

[33] Ziyan Luo, Liqun Qi* and Philippe L. Toint, Tensor Bernstein concentration inequalities with an application to sample estimators for high-order moments, Frontiers of Mathematics in China, 15(2) (2020) 367–384 (SCI)

[32] Ziyan Luo, Defeng Sun*, Kim-Chuan Toh and Naihua Xiu, Solving the OSCAR and SLOPE models using a semismooth Newton-based augmented Lagrangian method, Journal of Machine Learning Research, 20 (106) (2019) 1-25 (SCI)

[31] Ziyan Luo, Xiaotong Yu* and Xiaoyu Li, An l0-norm minimization for energy-efficient timetabling in subway systems, IEEE Access, 7(2019) 59422-59436 (SCI)

[30] Chen Zhao*, Ziyan Luo, Weiyue Li, Hou-duo Qi and Naihua Xiu, Lagrangian duality and saddle points for sparse linear programming, Science China Mathematics, 62(10) (2019) 2015-2032 (SCI)

[29] Zhiyong Huang*, Ziyan Luo and Naihua Xiu, High-dimensional least-squares with perfect positive correlation, Asia-Pacific Journal of Operational Research, 36(4) (2019) 1950016 (SCI)

[28] Yunfang Fu*, Qiuqi Ruan, Ziyan Luo, Jin Yi, Gaoyun An and Jun Wan, FERLrTc: 2D + 3D facial expression recognition via low-rank tensor completion,Signal Processing, 161 (2019) 74–88 (SCI)

[27] Ziyan Luo, Xiaoyu Li* and Naihua Xiu, A sparse optimization approach for energy-efficient timetabling in metro railway systems, Journal of Advanced Transportation, 2018, 19 pages, ID 1784789 (SCI)

[26] Weiyang Ding, Ziyan Luo and Liqun Qi*, P-tensors, P0-tensors, and their applications, Linear Algebra and its Applications, 555(1) (2018) 336-354 (SCI)

[25] Lili Pan*, Ziyan Luo and Naihua Xiu, Restricted Robinson constraint qualification and optimality for cardinality-constrained cone programming, Journal of Optimization Theory and Applications, 175(1) (2017) 104-118 (SCI)

[24] Ziyan Luo*, Liqun Qi and Naihua Xiu, The sparsest solutions to Z-tensor complementarity problems, Optimization Letters, 11(3)(2017)  471-482 (SCI)

[23] Ziyan Luo* and Liqun Qi, Completely positive tensors: properties, easily checkable subclasses, and tractable relaxations, SIAM Journal on Matrix Analysis and Applications, 37(4) (2016) 1675-1698 (SCI)

[22] Changqing Xu*, Ziyan Luo, Liqun Qi and Zhibing Chen, {0,1} completely positive tensors and multi-hypergraphs, Linear Algebra and its Applications, 510 (2016) 110-123 (SCI)

[21] Ziyan Luo* and Naihua Xiu, On minimal rank solutions to symmetric Lyapunov equations in Euclidean Jordan algebra, Optimization, 2(65) (2016) 433-442 (SCI)

[20] 罗自炎,祁力群*, 半正定张量, 中国科学:数学, 5 (2016) 639-654

[19] Chen Zhao*, Ziyan Luo and Naihua Xiu, Low-order penalty equations for semidefinite linear complementarity problems, Operations Research Letters, 3(44) (2016) 342-347 (SCI)

[18] Shenglong Zhou*, Naihua Xiu, Ziyan Luo and Lingchen Kong, Sparse and low-rank covariance matrix estimation, Journal of the Operations Research Society of China, 3 (2015) 231-250

[17] Jinchuan Zhou*, Naihua Xiu, Soonyi Wu and Ziyan Luo, Subderivative and subdifferential of dual gap functions in variational inequalities, Pacific Journal of Optimization, 11 (2015) 177-193 (SCI)

[16] Ziyan Luo*, Liqun Qi and Yinyu Ye, Linear operators and positive semidefiniteness of symmetric tensor spaces, Science China Mathematics, 58 (2015) 197-212 (SCI)

[15] Yongqiang Chen*, Ziyan Luo and Naihua Xiu, Half thresholding eigenvalue algorithm for semidefinite matrix completion, Science China Mathematics, 58(9) (2015) 2015-2032 (SCI)

[14] Lingchen Kong*, Jiyuan Tao, Ziyan Luo and Naihua Xiu, Some new results on Z-transformations on the Lorentz cone, Pacific Journal of Optimization, 11(4) (2015) 751-762 (SCI)

[13] Jiyuan Tao*, Lincheng Kong, Ziyan Luo and Naihua Xiu, Some majorization inequalities in Euclidean Jordan algebras, Linear Algebra and Its Applications, 461 (2014) 92-122 (SCI)

[12] Ziyan Luo*and Naihua Xiu, Exact relaxation for the semidefinite matrix rank minimization problem with extended Lyapunov equation constraint, Electronic Journal of Linear Algebra, 27 (2014) 683-691(SCI)

[11] Ziyan Luo*, Jiyuan Tao, Naihua Xiu, Lowest-rank solutions of continuous and discrete Lyapunov equations over symmetric cone, Linear Algebra and its Applications, 452 (2014) 68-88 (SCI)

[10] Ziyan Luo*, Linxia Qin, Lingchen Kong and Naihua Xiu, The Nonnegative zero-norm minimization under generalized Z-Matrix measurement, Journal of Optimization Theory and Applications, 160 (2014) 854-864 (SCI)

[9] Xin Ma, Keping Li*, Ziyan Luo and Jin Zhou, Analyzing the causation of a railway accident based on a complex network, Chinese Physics B, 23(2) (2014) 028904 (SCI)

[8] Liping Zhang*, Liqun. Qi and Ziyan Luo, The dominant eigenvalue of an essentially nonnegative tensor, Numerical Linear Algebrawith Applications, 20 (2013) 929–941 (SCI)

[7] Ziyan Luo*, Keping Li, Xin Ma and Jin Zhou, A new accident analysis method based on complex network and Cascading Failure, Discrete Dynamics in Nature and Society, Volume 2013, Article ID 437428, 9 pages, 2013 (SCI)

[6] Ziyan Luo*, Keping Li, Xin Ma and Jin Zhou, Analyzing Railway Accidents Based on Complex Network and Cascading Failure. the 2013 International Conference on Electrical and Information Technologies for Rail Transportation (EITRT2013)

[5] Ziyan Luo*, Naihua Xiu and Lincheng Kong, Lyapunov-type least-squares problems over symmetric cones, Linear Algebra and its Applications, 437 (2012) 2498-2515 (SCI)

[4] Yingnan Wang*, Naihua Xiu and Ziyan Luo, A regularized strong duality for nonsymmetric semidefinite least squares problem, Optimization Letters, 5 (2011) 665-682(SCI)

[3] Ziyan Luo* and Naihua Xiu, Feasibility and solvability of Lyapunov-type linear programming over symmetric cones, Positivity, 14 (2010) 481-499 (SCI)

[2] Ziyan Luo* and Naihua Xiu, Path-following interior point algorithms for Cartesian $P_*(\kappa)-LCP$ over symmetric cones, Science in China Series A, 52 (2009) 1769-1784(SCI)

[1] Ziyan Luo* and Naihua Xiu, An $\mathcal{O}(rL)$ infeasible interior-point algorithm for symmetric cone LCP via CHKS function, Acta Mathematicae Applicatae Sinica English Series, 25 (2009) 593-606(SCI)

专著/译著

1. 修乃华，罗自炎，《半定规划》，北京交通大学出版社，2014年6月 

2. Liqun Qi, Ziyan Luo, Tensor Analysis: Spectral Theory and Special Tensors, SIAM, April 2017

专利

获奖与荣誉

1. 2020年中国运筹学会青年科技奖提名奖

2. 北京交通大学第十三届青年教师教学基本功比赛一等奖

3. 2021年北京高校第十二届青年教师教学基本功比赛二等奖、最佳现场展示奖、最受学生欢迎奖、最佳教学反思奖

4. 北京交通大学优秀主讲教师

5. 2021年度北京交通大学理学院贡献奖

6. 北京交通大学教学名师

7. 2022年度教育部自然科学奖二等奖

8. 2022年北京市高校本科优秀毕业论文优秀指导教师

9. 2023年北京交通大学智瑾奖教金优秀青年教师

10. 2023年入选国家级青年人才

软件著作权

学术会议邀请报告

1. 2016年北京运筹学会年会特邀大会报告

2. 2017年第十一届中国运筹学会数学规划分会年会青年专题特邀报告

3. 2020年亚太运筹学会Pre-APORS会议代表中国运筹学会做国家贡献论文报告

4. 2022年华为第十三届STW会议专题邀请报告

5. 2022年中国运筹学会第十六届年会专题邀请报告

6. 2023年中国数学会计算机数学大会青年邀请报告

7. 2023年第四届大数据与人工智能科学大会专题邀请报告

社会兼职

• 中国运筹学会数学规划分会副秘书长
• 中国运筹学会算法软件与应用分会理事
• 中国运筹学会女性工作委员会委员
• CSIAM 会员
• SCI期刊Pacific Journal on Optimization客座编辑（Guest Editor）
• 期刊审稿人：MOR, Math Program, IEEE Trans Signal Process, J. Sci Comput., J. Global Optim., J Optim Theory Appl, Linear Algebra Appl, JIMO, Optimization,Sci China Math, JORSC, Commun. Math Sci, Acta Math  Appl  Sinica.