- 侯庆志 副教授 博导
- 天津大学水利工程仿真与安全国家重点实验室，天津市认知计算与应用重点实验室
- 地 址: 天津市津南区海河教育园区雅观路135号，55楼B320
- Email: qhou@tju.edu.cn
专业：计算机应用技术，科学计算
最高学位及获取院校：博士，Eindhoven University of Technology / 埃因霍芬理工大学
主要研究兴趣
- 人工智能（基于物理信息的深度神经网络）
- 科学计算及流场可视化
- 计算环境流体动力学（偏微分方程数值解法，高性能计算）
- 计算人体声学
主要讲授课程
- 信号与系统（本科）
- 统计数据分析（研究生/全英文）
- 工程数值计算方法（研究生）
- 计算流体力学（研究生）
- 智能制造前沿技术（博士研究生）
>>> 教育及工作经历
2021.05-至 今 青海民族大学（对口支援），土木与交通工程学院，副教授，教授，副院长
2018.09-至 今 天津大学，建工学院，副教授
2016.07-2018.08 天津大学，计算机学院，副教授，博士生导师
2015.09-2016.06 天津大学，计算机学院，助理研究员，硕士生导师
2013.01-2015.08 天津大学，超算中心，助理研究员
2012.10-2012.12 香港城市大学，深圳研究院，Research fellow，合作者：Prof. K.M. Liew
2010.10-2011.03 诺丁汉大学，劳斯莱斯引擎研究中心，访问学者，合作者：Dr. A. Kruisbrink,
2008.2-2012.6 埃因霍芬理工大学, 数学与计算机系，博士，导师：
2007.4-2008.1 同济大学，桥梁工程系，博士肄业，导师：顾明
2004.9-2007.3 西北工业大学，振动工程研究所，硕士，导师：任建亭
2000.9-2004.7 西北工业大学，土木工程系，学士
>>> 主要科研项目
1. 青海省科技厅应用基础研究计划项目，南水北调西线工程长距离隧洞快速充水过程建模及调控机理研究（2022-ZJ-704），项目负责人，2022-01至2023-12
2. 国家自然科学基金面上项目，城市雨洪深隧中的气液耦合瞬变流建模及实验研究（52079090），项目负责人，2021-01至2024-12
3. 科技部国家重点研发计划项目，基于‘大智物云’的焦化污染场地生物修复一体化智能装备研究（2020YFC1807900），子课题负责人，2020-11至2023-12
4. 科技部国家重点研发计划项目，海上丝绸之路运输环境安全保障服务系统集成与应用示范（2018YFC1407400），子课题负责人，2018-07至2021-12
5. 科技部国家重点研发计划项目，刑事执行监督控制技术研究（2018YFC0806800），子课题负责人，2018-07至2020-12
6. 天津市科学技术局新一代人工智能科技重大专项，基于认知计算技术的金融云平台系统（19ZXZNGX00030），项目骨干，2019-10至2022-09
7. 国家自然科学基金面上项目，城市雨洪蓄排水系统中的气液混流与冲击的拉格朗日建模及实验研究（51478305），项目负责人，2015-01至2018-12
8. 教育部留学回国人员科研启动基金，液体段塞对管端结构高速冲击的计算机仿真与实验验证，项目负责人，2015.01-2016.12
9. 水利工程仿真与安全国家重点实验室开放课题项目，水轮机系统振动中水力共振机理研究（HESS-1408），项目负责人，2014.07-2016.06
10. 国家自然科学基金项目，基于超声图像的静音语音识别关键技术研究（61304250），第2完成人，2014.01-2016.12
11. 公益性行业科研专项，基于云服务的水利仿真计算系统生成平台（201401033），第4完成人，2014.01-2015.12
12. 国家自然科学基金面上项目，基于自适应频率尺度变换的骨导鼾声识别关键技术研究（61471259），第3承担人，2015.01-2018.12
13. 欧盟项目，UNSTEADAY FRICTION IN PIPES AND DUCTS（RII3-CT-2006-022441），主要完成人
14. 欧盟项目，TRANSIENT VAPOROUS AND GASEOUS CAVITATION IN PIPELINES（RII3-CT-2006-022441），主要完成人
15. 国家自然科学基金，组合结构行波与驻波杂交振动控制理论及应用技术研究（10202020），主要完成人
16. 国家自然科学基金，基于波动理论管道边界参数辨识与在线预警技术研究（50475147），主要完成人
>>> 期刊论文
[48] J. Liu, Q. Hou* , Z. Sun, J. Wei. ESR-PINNs: Physically informed neural networks with extended-shrinkage resampling selection strategies. Chinese Physics B, 2023, online, https://doi.org/10.1088/1674-1056/acc1d5
[47] W. Ke, J. Wei, Q. Hou*, H. Feng. Rethinking text rectification for scene text recognition. Expert Systems with Applications, 2023, 219, 119647.
[46] P. Yan, Z. Zhang, Q. Hou, X. Lei, Y. Liu, H. Wang. A novel IBAS-ELM model for prediction of water levels in front of pumping stations. Journal of Hydrology, 2023, 616, 128810.
[45] W. Ke, J. Wei, N. Xiong, Q. Hou*. GSS: A group similarity system based on unsupervised outlier detection for big data computing. Information Sciences, 2023, 620, 1-15.
[44] W. Liu,Q. Hou*, X. Lei, J. Lian, J. Dang. SPH modeling of substance transport in flows with large deformation. Frontiers in Environmental Science, 2022, 10, 991969, 1-21
[43] Q. Hou, Z. Sun, L. He, A. Karemat*. Orthogonal grid physics-informed neural networks: A neural network based simulation tool for advection-diffusion-reaction problems. Physics of Fluids, 2022, 34(7), 077108, 1-12
[42] Q. Hou, C. Miao, S. Chen, Z. Sun, A. Karemat*. A Lagrangian particle model on GPU for contaminant transport in groundwater. Computational Particle Mechanics, 2022, online
[41] 施吉, 路家俊，侯庆志*. 明渠污染物输运的二阶半隐半拉格朗日格式研究. 计算物理，2023，已投稿。
[40] 侯庆志，范怀诚，苏志伟，陈西凤，宋友煦，康竞澜，刘宇宁. 管道倾角和壁面粗糙度对高速运动液体段塞脱落率影响的数值模拟研究. 水利水电技术, 2022, 53(12): 65-71.
[39] 康竞澜，侯庆志*，李源，林磊，刘昉. 高压蒸汽管道内单个凝结段塞的运动学特性研究. 工程热物理学报，2023，已录用。
[38] 戚园春，刘昉，侯庆志*. TVD格式求解对流扩散方程的最优限制器研究. 计算机仿真, 2023, 已录用。
[37] 康竞澜，刘昉，侯庆志*，何军龄，林磊. 段塞流对弯管瞬态冲击的三维CFD数值模拟研究. 振动与冲击, 2022, 23, 322-329.
[36] Q. Zhang, T. Wang, Q. Hou, K. Song, W. Hu, X. Wu. Thermal hydraulic performance augmentation by petal-shaped ribs in a two-pass cooling channel. Case Studies in Thermal Engineering, 2022, 40, 102542.
[35] J.L. He, Q. Hou*, J. J. Lian, A. S. Tijsseling, Z. Bozkus, J. Laanearu, L. Lin. Three-dimensional CFD analysis of liquid slug acceleration and impact in a voided pipeline with end orifice. Engineering Applications of Computational Fluid Mechanics, 2022, 16(1), 1444-1463
[34] J.L. He, Q. Hou*, Y.J. Cai, S.K. Chen, R.X. Gao. Study of the weakly compressible SPH method for improving pressure distribution of violent fluid-structure impact flows. IWA Water Supply, 2022, 22(6), 5771-5784
[33] P. Yan, Z. Zhang, X. Lei, Q. Hou, H. Wang. A multi-objective optimal control model of cascade pumping stations considering both cost and safety. Journal of Cleaner Production, 2022, 345(7): 131171
[32] A. Keramat, H. F. Duan, B. Pan, Q. Hou. Gradient-based optimization for spectral-based multiline-leak identification. Mechanical Systems and Signal Processing, 2022, 171(8): 108840.
[31] Y. Cai, J. Wei, Q. Hou*, R. Gao. An optimized GPU implementation of weakly-compressible SPH using CUDA-based strategies. Lecture Notes in Computer Science, 2022, 13155, 354–369
[30] 刘昉，戚园春，侯庆志，吴敏睿，冉聃颉，冯卫鹏. 冻土条件下无黏性土堤漫顶溃决试验研究. 水利水电技术，2021, 52(12): 146-156.
[29] Q. Hou*, S. Li, A. S. Tijsseling, J. Laanearu. Discussion of rigid water column model for simulating the emptying process in a pipeline using pressurized air. Journal of Hydraulic Engineering, 2020, 146(3), 07020001, 1-6.
[28] W. Liu, Q. Hou*, J.J. Lian, A.M. Zhang, J. Dang. Coastal pollutant transport modeling using smoothed particle hydrodynamics with diffusive flux. Advances in Water Resources, 2020, 146, 103764, 1-11.
[27] Q. Hou, J. Liu, J.J. Lian and W.H. Lu*. A Lagrangian particle algorithm (SPH) for an autocatalytic reaction model with multicomponent reactants. Processes 2019, 7(7), 1-18.
[26] A.S. Tijsseling, Q. Hou*, Z. Bozkus. Rapid liquid-filling of a pipe with venting entrapped-gas: analytical and numerical solutions. ASME J. Pressure Vessel Technol., 2019, accepted.
[25] 侯庆志，李顺达，林磊，Arris Tijsseling. 蒸汽管内运动水团对管端结构瞬态冲击研究综述. 核科学与工程, 2019. 已接收.
[24] 侯庆志，李顺达，林磊. 核电厂蒸汽管道中高速运动水团冲击研究. 核科学与工程, 2019, 39(1): 18-23.
[23] Z. Song, Y. Xing, Q. Hou, W. Lu*. Second-order symmetric smoothed particle hydrodynamics method for transient heat conduction problems with initial discontinuity. Processes, 2018, 6(11), 215, 1-18. (EI: 18169861)
[22] F. Wang, Q. Hou*, D. Pan, J. Wei, J. Dang. A hybrid method for acoustic analysis of the vocal tract during vowel production. Lecture Notes in Artificial Intelligence, Springer, 2018, 10733, 68-77. (EI: 18153887)
[21] F. Wang, Q. Hou*, J. Deng, S. Wang, J. Dang. Particle interaction adaptivity and absorbing boundary conditions in the Lagrangian particle aeroacoustic model. Lecture Notes in Artificial Intelligence, Springer, 2018, 10733, 48-57. (EI: 18169861)
[20] W. Lu, Y. Cai, J. Wei, Q. Hou*, Z. Wang and J. Dang. Simulation of heat conduction in fluids on GPU with particle method. Comput. Syst. Sci. Eng., 2017, 32(6): 481-489. IF: 0.524
[19] A.S. Tijsseling, Q. Hou*, Z. Bozkus and J. Laanearu. Improved one-dimensional models for rapid emptying and filling of pipelines. ASME J. Pressure Vessel Technol., 2016, 138(3), 031301, 1-11. IF: 0.357
[18] A.S. Tijsseling, Q. Hou and Z. Bozkus. An improved 1D model for liquid slugs travelling in pipelines. ASME J. Pressure Vessel Technol., 2016, 138(1), 011301, 1-8. (SCI: 000351328000002, EI) IF: 0.357
[17] 韩江，魏建国，侯庆志*，王颂，党建武. 声道中气动声学问题的光滑粒子动力学模拟. 清华大学学报，2016, 56(11): 1242-1248.
[16] J. Laanearu, Q. Hou, I. Annus, A.S. Tijsseling. Water-column mass losses during emptying of a large-scale pipeline by pressurized air. Proceedings of the Estonian Academy of Sciences, 2015, 64(1), 8-16. (SCI: 000351328000002, EI) IF: 0.455
[15] J. Wei, S. Wang, Q. Hou*, J. Dang. Generalized finite difference time domain method and its application to acoustics. Math. Prob. Eng., 2015, 640305, 1-13. (SCI: 000357894600001, EI: 15543289) IF: 0.762
[14] Q. Hou, A.S. Tijsseling, J. Laanearu, I. Annus, T. Koppel, A. Bergant, S. Vučkovič, A. Anderson and J.M.C. van’t Westende. Experimental investigation on filling of a large-scale pipeline. ASCE J. Hydraul. Eng., 140(11), 2014, 04014053, 1-14. (SCI: 000344005700002, EI: 201448266590) IF: 1.621
[13] Q. Hou, A.C.H Kruisbrink, F. Pearce, A.S. Tijsseling and T. Yue. Smoothed particle hydrodynamics simulations of flow separation at bends. Comput. Fluids, 90, 2014, 138-146. (SCI: 000330916000014, EI: 14588910) IF: 1.619, 引用9次
[12] Q. Hou, A.S. Tijsseling and Z. Bozkus. Dynamic force on an elbow caused by a traveling liquid slug. ASME J. Pressure Vessel Technol., 136(3), 2014,031302, 1-11. (SCI: 000336442100008, EI: 20141017433727)
[11] Q. Hou, L.X. Zhang, A.S. Tijsseling and A.C.H Kruisbrink. SPH simulation of free overfall in open channels with even and uneven bottom. Appl. Mech. Mater., 444-445 (2014), 889-893. (WOS: 000338974900155, EI: 14423537)
[10] A. Bergant, Q. Hou, A. Keramat and A. S. Tijsseling. Waterhammer tests in a long PVC pipeline with short steel end sections. J. Hydraul. Struct., 2014, 1(1): 23-34.
[9] A. Keramat, A.S. Tijsseling, Q. Hou and A. Ahmadi. Fluid-structure interaction with pipe-wall viscoelasticity during water hammer. J. Fluids Struct., 28 (2012) 434-455. (SCI: 000301161800027, EI: 20120414719530) IF: 2.021, 引用128次
[8] J. Laanearu, I. Annus, T. Koppel, A. Bergant, S. Vučkovič, Q. Hou, A.S. Tijsseling, A. Anderson and J.M.C. van’t; Westende. Emptying of large-scale pipeline by pressurized air. ASCE, J. Hydraul. Eng., 138, 12 (2012), 1090–1100. (SCI: 000312708000009, EI: 20131816293574) IF: 1.621
[7] Q. Hou, L.X. Zhang, A.C.H Kruisbrink and A.S. Tijsseling. Rapid filling of pipelines with the SPH particle method. Procedia Eng., 31 (2012), 38–43. (WOS:00031409460007, EI: 20121114857380)
[6] 侯庆志, 任建亭, 顾明. 埋地管线轴向振动特性的行波方法分析 (Analysis of Behaviour of Axial Vibration of Buried Pipelines By Travelling Wave Method). 同济大学学报, 2009, 37(5): 618-622. (EI: 11065818)
[5] 任建亭, 侯庆志. 脉动激励下的土埋管道轴向应力分析 (Axial stress analysis of shallowly buried fluid-conveying pipeline under impulsive excitation). 岩土力学, 2008, 29(3): 645-650. (EI: 20081611206389)
[4] 侯庆志, 任建亭. 输液管线中的地震动水压力及其影响因素 (Earthquake induced hydrodynamic pressures in liquid-conveying pipeline). 振动与冲击, 2007, 26(6): 129-132. (EI: 20073110726692)
[3] 韩爱红, 武宗良, 侯庆志, 张新中. 埋地管道抗震设计参数研究. 人民黄河，2010, 4, 118-119.
[2] 袁秀霞, 武宗良, 侯庆志, 韩爱红. 土体特性对埋地管道的影响. 人民黄河，2010, 5, 103-105.
[1] J. Ren, C. Deng and Q. Hou. Vibration and sound radiation of truss core panels. Key Engineering Materials, 2007, 334-335: 969-972. (WOS: 000245033100243, EI: 20070810435365)
>>> 会议论文
[26] A.S. Tijsseling, Q. Hou and Z. Boskus Moving liquid column with entrapped gas pocket and fluid-structure interaction at a pipe’s dead end: a nonlinear spring-mass system.. ASME 2018 Pressure Vessels & Piping Conference, July 15-20, 2018, Prague, Czech Republic, PVP2018- 84570.
[25] Q. Hou, X. Zhao, C. Huang, A.S. Tijsseling, H. Duan. Hydraulic transient analysis using SPH in density summation form. Proceedings of the 8th International Symposium on Environmental Hydraulics (ISEH 2018) 4 – 7 June, 2018, University of Notre Dame, Indiana, USA
[24] 侯庆志，刘婉莹，李顺达，邢亚璇. 国外雨洪深隧快速充水过程中的水动力学问题. 2018第五届中国（国际）水生态安全战略论坛，2018年4月11日-14日，郑州，河南
[23] C. Huang, J. Deng, Y. Xing, Q. Hou*, A.S. Tijsseling. Simulating shock waves with corrective smoothed particle method (CSPM). The SHERIC Beijing International Workshop, Beijing, China, October 16-20, 2017.
[22] C. Huang, W. Lu, Y. Xing, Q. Hou*, X. Cheng. Image processing with SPH method. The SHERIC Beijing International Workshop, Beijing, China, October 16-20, 2017.
[21] J. Shen, W. Lu, Q. Hou*, Y. Xing, A.S. Tijsseling. Particle trajectory calculation in SPH. The SHERIC Beijing International Workshop, Beijing, China, October 16-20, 2017.
[20] F. Wang, Q. Hou*, D. Pan, J. Wei, J. Dang. A hybrid method for acoustic analysis of the vocal tract during vowel production. The 11th International Seminar on Speech Production (ISSP2017), Poster, Tianjin, China, October 16-19, 2017
[19] F. Wang, Q. Hou*, J. Deng, S. Wang, J. Dang. Particle interaction adaptivity and absorbing boundary conditions in the Lagrangian particle aeroacoustic model. The 11th International Seminar on Speech Production (ISSP2017), Poster, Tianjin, China, October 16-19, 2017
[18] A.S. Tijsseling, Q. Hou and Z. Boskus. Analytical solutions for liquid slugs and PIGS traveling in pipelines with entrapped gas. ASME 2017 Pressure Vessels & Piping Conference, July 16-20, 2017, Waikoloa, Hawaii, United States, PVP2017-65755, 1–8 (EI: 20174704419969)
[17] Q. Hou, C. Huang, J. Wei, L. Zhou, H. Duan. Meshless particle methods for solving the water hammer equations. The Second Conference of Global Chinese Scholars on Hydrodynamics (CCSH’2016) Wuxi, Jiangsu, China, November 20-23, 2016. pp 315-320.
[16] 黄春营，侯庆志，魏建国. 含有移动界面管道瞬变流的拉格朗日粒子模型. 第九届全国流体力学学术会议, 2016年10月20-23, 南京.
[15] J. Wei, W. Guan, Q. Hou*, D. Pan, W. Lu, J. Dang. A new model for acoustic wave propagation and scattering in the vocal tract. Interspeech 2016. pp 3574-3578.
[14] A.S. Tijsseling, Q. Hou and Z. Boskus. Analytical and numerical solution for a rigid liquid-column moving in a pipe with fluctuating researvoir-head and venting entrapped-gas. ASME 2016 Pressure Vessels Piping Conference, Vancouver, British Columbia, Canada, July 17-21, 2016, PVP2016-63193, pp 1-8.
[13] Z. Wang, O. Delestre, Q. Hou*, J. Wei and J. Dang. SPH simulation of pollutant transport in rivers. International Conference on Civil, Transportation and Hydraulic Engineering (ICCTHE 2016), Shenzhen, China,April 16-17, 2016, DB2609, pp 1-4.
[12] Q. Hou, S. Wang, A.C.H. Kruisbrink and A.S. Tijsseling. Lagrangian modeling of fluid transients in a pipe with entrapped air. Proceedings of BHR 12th International Conference on Pressure Surges (Editor, A. S. Tijsseling), Dublin, Nov. 18-20, 2015, pp 215-227.
[11] J. Laanearu, Q. Hou and A.S. Tijsseling. Experimental and analytical modelling study of air-water front dynamics of two-phase unsteady flows in a large-scale pressurized pipeline. Proceedings of BHR 12th International Conference on Pressure Surges (Editor, A. S. Tijsseling), Dublin, Nov. 18-20, 2015, pp 625-637.
[10] A. Bergant, R. Mavric, A. S. Tijsseling, Q. Hou, B. Svingen, Structural response of a pipeline apparatus to pulsating flow at resonance and non-resonance conditions. 6th IAHR Meeting of the Work Group, IAHRWG 2015 Ljubljana, Slovenia, September 9-11, 2015.
[9] A.S. Tijsseling, Q. Hou and Z. Boskus. Analytical solutions for liquid slugs travelling in pipelines with entrapped air. ASME 2015 Pressure Vessels, Piping Conference, Boston, July 19-23, PVP2015-45184, pp 1-8.
[8] A.S. Tijsseling, Q. Hou and Z. Boskus. An improved 1D model for liquid slugs travelling in pipelines. ASME 2014 Pressure Vessels; Piping Conference, California, July 20-24, PVP2014-28693, pp 1-7. (EI)
[7] A.S. Tijsseling, Q. Hou, B. Svingen and A. Bergant. Acoustic resonance experiments in a reservoir-pipeline-orifice system. ASME 2013 Pressure Vessels; Piping Conference, Paris, July 14-18, PVP2013-97534, pp 1-8. (EI)
[6] Q. Hou, A.C.H Kruisbrink, A.S. Tijsseling and A. Keramat. Simulating transient pipe flow with corrective smoothed particle method. BHR 11th International Conference on Pressure Surges, Lisbon, Portugal, October 24-26, BHR2012-19, pp 1-17.
[5] A.S. Tijsseling, Q. Hou, B. Svingen and A. Bergant. Acoustic resonance in a reservoir-double pipe-orifice system. ASME 2012 Pressure Vessels Piping Conference, Toronto, Ontario, Canada, July 15-19, Paper 2-78085, pp 1-8. (WOS: 000323865600028; EI: 20133716713605)
[4] A.S. Tijsseling, Q. Hou, B. Svingen and A. Bergant. Acoustic resonance in a reservoir-pipeline-orifice system. ASME 2010 Pressure Vessels Piping Conference, July 18-22, 2010 Bellevue, Washington, USA, Paper PVP2010-25083, pp. 303-314. (WOS: 000291334900040; EI: 20114514483237)
[3] A. Bergant, J.M.C. van’t Westende, T. Koppel, J. Gale, Q. Hou, Z. Pandula and A.S. Tijsseling. Water hammer and column separation due to accidental simultaneous closure of control valves in a large scale two-phase flow experimental test rig. ASME 2010 Pressure Vessels & Piping Conference, July 18-22, 2010 Bellevue, Washington, USA, Paper PVP2010-26131. (WOS:000291335500114; EI: 20114514483188)
[2] A. Bergant, Q. Hou, A. Keramat and A.S. Tijsseling. Experimental and Numerical Analysis of Water Hammer in a Large-Scale PVC Pipeline Apparatus. 4th IAHR WG Meeting, Oct. 26-27, 2011, Belgrade, Serbia.
[1] A. Vardy, A. Bergant, S. He, C. Ariyaratne, T. Koppel, I. Annus, A.S. Tijsseling and Q. Hou. Unsteady skin friction experimentation in a large diameter pipe. 3rd IAHR International Meeting of the Workgroup on Cavitation and Dynamic Problems in Hydraulic Machinery and Systems (Editor P. Rudolf), October 14-16, 2009, Brno, Czech Republic, Paper P10, pp. 593-602.
>>> 发明专利&软件著作权
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