1.
2024 Seed for
Success Acorn Award, Purdue University
2.
2024
Faculty/Staff Recognition Award, Department of Mathematics
3.
2022-23 Purdue
University College of Science Research Award
4.
2021 best
paper award in Engineered Science Materials and Manufacturing Journal
5.
Dean’s
Fellow, College of Science, Purdue University, 2019.
6. Mid-Career Sigma Xi Award, Purdue University Chapter
of Sigma Xi, 2019.
7. University Faculty Scholar, Purdue University, 2019.
8.
2016 National
Science Foundation (NSF) Faculty Early Career Development (CAREER) award from
NSF Division of Mathematical Science, 2016.
9.
2015 Mathematical
Biosciences Institute Early Career Award, Fall 2015
10. 2012 Ronald L. Brodzinski Award for Early Career Exception Achievement (two
awards each year in the whole PNNL with 5000 researchers), April 2012.
11. Department
of Energy Pacific Northwest National Laboratory Early Career
Award, Scalable
Solvers for Uncertainty Quantification of Large-scale Stochastic Partial
Differential Systems, PI: Guang Lin, 2012-2013, $100,000.00.
12. 2010 Department of Energy Advanced Scientific Computing
Research Leadership Computing Challenge (ALCC) award with 2010 Allocation Amount: 5,000,000 processor hours at OLCF, ORNL.
13. Brown University Ostrach
Fellowship, Division of Applied Math, Brown University, Fall 2005.
14. Outstanding Performance Award, Pacific Northwest National Laboratory, 2010.
Research Grants
Recent and
Current Research Grants Received in the Past Ten Years (Received Total 71 Research Projects with $112M Total Research Grants
(personal manages: $20.4M)
1. CDS&E: Integrated Molecular Dynamics and Machine
Learning Investigation of Gas-Liquid Interface in Transcritical
Reacting Flows, NSF, $404,204, Co-PI, 2024-2027.
2. Machine learning of the additive
manufacturing process for optimized fatigue performance, 09/2024-08/2026, $329,983, MRL Materials Resources LLC, Co-PI,
2024-2027.
3. AI-empowered
heterogeneously nanomanufactured imperceptible
human-integrated wearables for personalized digital twins with multimodal
fusion (AI-HEPHAESTUS), Purdue IPAI Postdoctoral Research Program, $280,000,
Co-PI, 2024-2026.
4. Remote monitoring of eating safety and efficiency: an
AI integrated validation approach to improve Veterans’ wellbeing, Purdue
University Health of Forces, $10,000, Co-PI, 2024-2025.
5. Accelerating discovery and diagnostics of plasma-wall
interactions using machine learning, Department of Energy, $2,469,160, Co-PI,
2023-2026.
6. Modeling Mortality in Duchenne Muscular Dystrophy
Cardiomyopathy: Identification of Surrogate Outcome Measures for DMD Drug
Trials, National Institutes of Health, $3,600,000, Purdue PI, 2023-2028.
7. (MOLUcQ) Uncertainty
Quantification for Multifidelity Operator Learning,
Department of Energy, $2,000,000, Co-PI, 2023-2027.
8. Elements: FourPhonon: A
Computational Tool for High-Order Phonon Anharmonicity and Thermal Properties,
National Science Foundation, $600,000, Co-PI, 2023-2026.
9. ASCENT: From sensors to multiscale digital twin to
autonomous operation of resilient electric power grids, NSF, $1,000,000, Co-PI,
2023-2026.
10. Hierarchical Machine Learning-based Optimal
Parameterization Scheme for WECC Composite Load Model under All Disturbances,
Brookhaven National Laboratory, $216,537, PI, 2023-2025.
11. Trustworthy Heterogeneous Data-Aware Bayesian
Federated Learning, Department of Energy, EXPRESS: 2022 Exploratory Research
for Extreme Scale Science, $400,000, PI, 2022-2025.
12. BRITE PIVOT: Machine Learning Enabled Rapid and Robust
3D Nanomanufacturing, NSF, $419,695, Co-PI, 2022-2025.
13. Collaborative Research: Robust Deep Learning in Real
Physical Space: Generalization, Credibility, and Scalability, NSF DMS, $1,000,000, PI, 2021-2025.
14.
Collaborative
Research: Inference and Uncertainty Quantification for High Dimensional Systems
in Remote Sensing: Methods, Computation, and Applications, NSF CDS&E
program, $120,000, Purdue PI, 2021-2025.
Past
Research Grants
1.
Developing
AI-assisted In-situ NDT Testing for Air-Void
Distribution in Fresh and Hardened Concrete, Indiana Department of Transportation, $278,913, Co-PI, 2021-2023.
2.
Trustworthy
Physics-Informed Deep Learning for Predictive Scientific Computing, Department
of Energy, $300,000, PI, 2020-2023
3.
A
Deep learning-based online platform for critical anomaly detection and
emergency control to enhance grid reliability and resiliency, $1,200,000,
Co-PI, U.S. Department of Energy, Office of Electricity Delivery and Energy
Reliability Advanced Grid Modeling Program, Co-PI, 2020-2023.
4.
Smart
Gear Boxes Phase II, Contract from John Deere, $219,846, One of the three PIs,
2021-2023
5.
Designing
for Data-focused Undergraduate Course Innovation: Integrating Data Science into
Undergraduate Courses, Purdue University Innovation Hub, $39,644, Co-PI,
04/2022-12/2022
6.
Development
of a graphic user interface of Wave Logix’s sensing platform, Wave Logix,
$3,000, PI, 2021-2022
7.
Purdue IMPACT
Faculty Development Program, $10,000, PI, 2022
8.
Career: Uncertainty Quantification and Big Data
Analysis in Interconnected Systems: Algorithms, Computations, and Applications, 2016 National Science Foundation (NSF)
Faculty Early Career Development (CAREER) award from NSF Division of
Mathematical Science, $400,759.91 (DMS-1555072), PI, 2016-2022
9.
Revolutionizing
the development and manufacturing of next-generation biologics, Big Ideas Challenges 2.0, Purdue University Discovery
Park, $300,000, Co-PI, 2019-2022
11. Traffic anomaly detection using
diffusion-convolutional neural networks,
Subcontract from Argonne National Laboratory, $12,148, PI, 2020-2021
12. Smart Gear Boxes Phase I, Contract from
John Deere, $108,283, One of the three PIs, 2020-2021
13. Development of a COVID-19 Purdue Campus
Epidemic Model for Evaluating the Effective Control Measure for Protecting
Purdue Campus, Protect Purdue Innovations Faculty Grants competition, $20,000,
PI, 2020-2021
14. Supplement for CAREER: Investigating
Process-Structure-Property Correlations of Nitrides and Oxides for High
Temperature Thermoelectric Applications, awarded from NSF Division of Civil,
Mechanical and Manufacturing Innovation, $70,000,
(CMMI-1560834), Co-PI, 2020-2021
15. Fractional PDEs for Conservation Laws and Beyond:
Theory, Numerics and Applications，U.S. Army Research Laboratory MURI program,
$125,000, Co-PI, 2020-2022
16. SNM: Continuous and Scalable 3D Nanoprinting, awarded from NSF Division of Civil, Mechanical and
Manufacturing Innovation, $70,000,
05/20/2020-07/31/2021, (CMMI-1634832), Co-PI, 2020
17. IMA PI conference grant $5000
for the workshop on “Deep Learning Theory and Applications”, Purdue University,
Oct. 17-18, Co-PI, 2020
18. IMPACT Data Science Education: Preparing
Undergraduates to Lead into the Future, Integrative Data Science Education
Ecosystem Initiative, Purdue University, $70,146, Co-PI, 2019-2020
19. A data science approach to the
qualification of additive manufactured material, Institute for Global Security
and Defense Innovation, Purdue University, $30,000, Co-PI, 2019-2020
20. Integrating Geospatial Information across Disciplines,
Integrative Data Science Education Ecosystem Initiative, Purdue University,
$80,000, Co-PI, 2019
21. IMA PI conference grant $5000 for the workshop on
“Approximation Theory and Machine Learning Conference”, Purdue University, Sep.
29-30, Co-PI, 2018
22. DOE LLNL Subcontract B627599 $19,962, PI, 2018
23. Purdue Mathematics Department CCAM grant $6000 for the
workshop on “Current Trends and Challenges in Data
Science and Uncertainty Quantification”, Purdue University, PI, Mar 31, 2018
24. Collaborative
Research: AMPS: Multi-Fidelity Modeling via Machine Learning for Real-time
Prediction of Power System Behavior, awarded from NSF Division of
Mathematical Science, 2017-2020, $240,000. (DMS-1736364), PI, 2017-2021.
26. Startup Fund from Purdue University, PI, 2014-2020
27. 2015 Mathematical
Biosciences Institute Early Career Award, PI: Guang
Lin, Sep.-Dec., 2015, $17,322
28. Subcontract
from Department of Energy Pacific Northwest National Laboratory, $170,000, Nov.
2014-Nov. 2017.
29. Scalable
Solvers for Uncertainty Quantification of Large-scale Stochastic Partial
Differential Systems, PNNL Early
Career Award, PI: Guang
Lin,
2012-2013, $100,000.00 (Personal manage: $100,000.00).
30. Modeling and
Simulation of High Dimensional Stochastic Multiscale PDE Systems at the
Exascale, PI: Guang Lin,
DOE - Office of Advanced Scientific Computing Research, 10/01/10-09/30/13,
$1,483,863.00. (Six projects were funded
from 90 competitive proposals) (Personal manage: $1,483,863.00).
31. Stochastic
nonlinear data-reduction methods with detection & prediction of critical
rare events, PI: Guang Lin,
DOE - Office of Advanced Scientific Computing Research, 10/01/09-09/30/12,
$1,436,000.00. (10 projects were funded
from 86 competitive proposals) (Personal manages: $1,436,000.00)
32. Uncertainty
Quantification Pipeline, Carbon Sequestration Initiative, Laboratory Directed
Research and Development Program, PI,
Guang Lin, 01/01/11-09/30/13, $650,000.00 (Personal manages: 650,000.00).
33. Scalable
Hierarchical Validation & Calibration for Robust Distributed Control of
Large-scale Complex Systems under Uncertainty, Control of
Complex Systems Initiative, Laboratory Directed Research and Development
Program, Co-PI, Guang Lin, 10/01/14-09/30/17,
$450,000.00 (Personal manages: 240,000.00).
34. The
Multifaceted Mathematics Center for Complex Energy Systems, PI: Mihai Anitescu, Stochastic
Modeling Task Lead: Guang Lin,
DOE - Office of Advanced Scientific Computing Research, 2012-2017,
$15,000,000.00. (Personal manages: $1,000,000.00)
35. Modeling
Mesoscale Processes of Scalable Synthesis, PI: George Karniadakis, Stochastic
Modeling Task 4 Lead: Guang Lin,
DOE - Office of Advanced Scientific Computing Research, 2012-2017,
$15,000,000.00 (Personal manages: $1,500,000.00).
36. Climate
Science for a Sustainable Energy Future, PI: David
Bader, ORNL, Atmosphere and Land
Uncertainty Quantification Tasks PNNL Lead: Guang Lin, 06/01/11-09/30/13,
$16,000,000.00 (Personal manages: $1,250,000.00).
37. Carbon
Capture and Simulation Initiative (CCSI), Uncertainty Quantification Task Co-Chair:
Guang Lin, DOE – Fossil Energy, 10/01/10-09/30/13, $14,000,000.00 (Personal
manages: $1,230,000.00).
38. Multiscale
Methods for Accurate, Efficient, and Scale-Aware Models of the Earth System, PI: Williams Collins, Berkley National Laboratory, PNNL
Uncertainty Quantification Lead: Guang Lin, DOE – Office of Biological and Environmental Research (SciDAC 3 Program), 2012-2017, $20,500,000.00 (Personal
manages: $400,000.00).
39. High Order
Model, Computation, and Stochastic Hybrid Coupling Continuum-Particle Algorithm
with Application to Micro-propulsion, PI: Zhiliang
Xu, University of Notre Dame, Co-PI: Guang Lin, National Science Foundation, 2011-2014, $38,738.00 (Personal
manages: $38,738.00).
40. Towards
understanding interfacial chemistry at reactive solid/liquid interphases, PI: Maria Sushko, Co-PI: Guang
Lin, PNNL Laboratory Directed Research and Development Program, 2012-2013,
$800,000.00 (Personal manages: $200,000.00).
41. Simulating
Interface Growth and Defect Generation in CZT, PI: Chuck Henager,
Co-PI: Guang Lin, 2011-2012, Domestic Nuclear Detection Office,
Department of Homeland Security, $149,776.00 (Personal manages: $40,000.00).
42. Multiscale
Modeling of Energy Storage Materials, PI: Maria Sushko,
Co-PI: Guang Lin, PNNL
Laboratory Directed Research and Development Program, 10/01/11-09/30/12,
$400,000.00 (Personal manages: $200,000.00).
43. A Multi-Modal
Integration Framework for Chemical Imaging, PI: Kerstin Kleese Van Dam, Co-PI: Guang Lin, PNNL Laboratory
Directed Research and Development Program, 10/01/10-09/30/12, $1,179,000.00
(Personal manages: $300,000.00).
44. Multi-Resolution
Data Model and Directed Data Reduction, Reconstruction and Aggregation, PI: Kerstin Kleese Van Dam, Co-PI: Guang Lin, PNNL Laboratory
Directed Research and Development Program, 10/01/10-09/30/12, $975,000.00
(Personal manages: $200,000.00).
45. Modeling of
Distributed Energy Resources in the Smart Grid, PI: Shuai Lu, Co-PI:
Guang Lin, PNNL Laboratory Directed Research and Development Program,
10/01/10-09/30/12, $750,000.00 (Personal manages: $350,000.00).
46. A Statistical
State Prediction Methodology to Improve Reliability and Efficiency of Power
System Operation, PI: Ning Zhou, Co-PI:
Guang Lin, PNNL Laboratory Directed Research and Development Program,
10/01/10-09/30/12, $1,100,000.00 (Personal manages: $240,000.00).
47. Scalable
Sensor Data Management Middleware, PI: Jian Yin, Task Lead: Guang Lin, PNNL Laboratory
Directed Research and Development Program, 10/01/10-09/30/12, $1,050,000
(Personal manages: $200,000.00).
48. Real-time
Model Validation and Calibration for Large Interconnected Time-variant Systems
Using Online Measurement Data, PI: Shuai Lu, Co-PI: Guang Lin, DOE - Office of Advanced Scientific Computing
Research, 10/01/09-09/30/12, $1,707,000.00 (Personal manages: $400,000.00).
49. Property
Improvement in CZT via Modeling and Processing Innovation, PI: Charles H
Jr Henager, Co-PI:
Guang Lin, DOE - Office of Nonproliferation Research and Engineering
(NA-22), 10/01/09-09/30/12, $2,400,000.00 (Personal manages: $600,000.00).
50. Hybrid Model
for Ice Sheet Dynamics, PI: Alexandre M. Tartakovsky, Co-PI: Guang Lin, DOE - Office of Advanced Scientific Computing
Research, 10/01/09-09/30/12, $931,000.00 (Personal manages: $200,000.00).
51. Stochastic
analysis of advection-diffusion-reaction systems with application to reactive
transport in porous media, PI: Alexandre M. Tartakovsky, Co-PI: Guang Lin, DOE - Office of Advanced Scientific Computing
Research, 10/01/2009-09/30/2012, 549, 000.00 (Personal manages: $265,000.00).
52. Advanced
Scalability for STOMP: Subsurface Simulation and Characterization at Extreme
Resolution, PI: Steve Yabusaki, Co-PI: Guang Lin, PNNL Laboratory
Directed Research and Development Program, 10/01/08-09/30/11, $750,000.00
(Personal manages: $250,000.00).
53. Multiscale
investigations of CO2 behavior in subsurface under extreme conditions, PI:
Alexandre M. Tartakovsky, Co-PI: Guang
Lin, PNNL Laboratory Directed Research and Development Program,
10/01/08-09/30/11, $1,389,567.00 (Personal manages: $460,000.00).
54. From
molecular reactions to catalytic reactors: Multiscale modeling, PI: Michael
Dupuis, Co-PI: Guang Lin, PNNL
Laboratory Directed Research and Development Program, 04/01/09-03/30/12,
$1,200,000.00 (Personal manages: $400,000.00).
55. Analytical
approaches for integrated assessments of grid operations & planning, PI: Ning
Zhou, Key Contributor: Guang Lin,
PNNL Laboratory Directed Research and Development Program, 10/01/09-10/30/10,
$200,000.00 (Personal manages: $50,000.00).
56. Materials
Discovery Tool for Radiation Detection Materials: From Crystal Structure and
Property Data to Processing Predictions, PI: Charles
H Jr Henager, Key
Contributor: Guang Lin, DOE - Office of Nonproliferation Research and
Engineering (NA-22), 10/01/2006-09/30/2009, $3,192,000.00 (Personal manages:
$800,000.00).
57. Stochastic
analysis of advection-diffusion-reaction systems with application to reactive
transport in porous media, PI: Alexandre M. Tartakovsky, Key Contributor: Guang Lin, DOE - Office of Advanced Scientific
Computing Research, 10/01/2006-09/30/2009, $537, 000.00 (Personal manages:
$260,000.00).