Mengwu Guo
Scholar

Mengwu Guo

Google Scholar ID: eON6MykAAAAJ
Associate Professor, Centre for Mathematical Sciences, Lund University
scientific computingmodel reductionuncertainty quantificationscientific machine learning
Citations & Impact
All-time
Citations
1,235
 
H-index
12
 
i10-index
12
 
Publications
20
 
Co-authors
49
list available
Contact
No contact links provided.
Resume (English only)
Academic Achievements
  • Docent (readership) in Numerical Analysis, Faculty of Science, Lund University, 2024; Italian National Scientific Habilitation (ASN) in Numerical Analysis (level 2), 2023; Research Award of Young Investigator Training Program 2019 funded by the Association of Foundations and Banks Saving SpA (Italy), 2021; Tsinghua Zijing Scholar, 2017; Top Award for Outstanding Doctoral Dissertation at Tsinghua University (top 2%), 2017; Outstanding Doctoral Graduate honored by the Beijing Municipal Commission of Education (top 5%), 2017; China National Petroleum Corporation Scholarship, 2016; Academic Rising Star Award at Tsinghua University's Department of Civil Engineering, 2016; Chinese National Scholarship for Doctoral Candidate, 2015; Outstanding Graduate honored by Tsinghua University (top 1%), 2013; Outstanding Graduate honored by the Beijing Municipal Commission of Education (top 5%), 2013; Outstanding Undergraduate Thesis at Tsinghua University, 2013; Bao Steel Scholarship, 2012; Chinese National Scholarship for Undergraduate Student, 2010; First Prize in Hebei Province in the Chinese Physics Olympiad (CPhO), 2008.
Research Experience
  • Associate Professor at Centre for Mathematical Sciences, Faculty of Science, Lund University since April 2024; Assistant Professor at Mathematics of Imaging & AI group, Department of Applied Mathematics, University of Twente from February 2021 to March 2024; Visiting Researcher at Laboratory for Modeling and Scientific Computing (MOX), Politecnico di Milano from September 2021 to October 2021; Postdoctoral Fellow at Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin from February 2020 to January 2021, mentored by Prof. Karen E. Willcox; Postdoctoral Researcher at Institute of Mathematics, Ecole Polytechnique Fédérale de Lausanne (EPFL) from September 2017 to January 2020, mentored by Prof. Jan S. Hesthaven; Visiting PhD Student at Department of Mathematics, The University of Iowa from October 2015 to February 2016, mentored by Prof. Weimin Han.
Education
  • Ph.D. in Civil Engineering with top honors, Tsinghua University, August 2013 - July 2017, supervised by Prof. Hongzhi Zhong; B.Eng. in Civil Engineering with top honors, Tsinghua University, August 2009 - July 2013, grade average: 93.11/100, ranking 1st out of 104.
Background
  • Research interests include data-driven predictive modeling, model order reduction, uncertainty quantification, and verification & validation in the context of scientific/physics-aware machine learning. Dedicated to developing novel numerical methods for real-world scientific and engineering applications.