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Author:

Sengupta, Agnimitra

Title:

Data-driven Condition Evaluation of Transportation Systems

Graduate Program:

Civil Engineering (PHD)

Keywords:

nondestructive evaluation
impact echo
machine learning
infrastructure systems
traffic prediction
uncertainty
traffic dynamics
deep learning

File:

Download PSU_PhD_Agni.pdf

Committee Members:

Patrick Fox, Program Head/Chair
S. Ilgin Guler, Chair & Dissertation Advisor
Parisa Shokouhi, Outside Field Member
Mehrdad Mahdavi, Outside Unit Member
Sudeepta Mondal, Special Member
Vikash Gayah, Major Field Member

Author:

Li, Yanlin

Title:

Investigation of meteors and their impact on the sodium layer in the mesosphere and lower thermosphere

Graduate Program:

Electrical Engineering (PHD)

Keywords:

meteor
atmospheric sodium layer
atmosphere chemistry
radar
radar signal processing
deep learning

File:

Download Thesis_v6.pdf

Committee Members:

Madhavan Swaminathan, Program Head/Chair
William Bristow, Outside Unit & Field Member
Qihou Zhou, Special Member
Tim Kane, Major Field Member
Julio Urbina, Chair & Co-Dissertation Advisr
Tai-Yin Huang, Major Field Member & Dissertation Advisor

Author:

Ma, Qiaochu

Title:

Learning topology optimization process for compliance minimization with data-driven method

Graduate Program:

Industrial Engineering (PHD)

Keywords:

topology optimization
deep learning
compliance minimization

File:

Download Learning_topology_optimization_process_for_compliance_minimization_with_data-driven_method.pdf

Committee Members:

Steven Landry, Program Head/Chair
Saurabh Basu, Co-Chair & Dissertation Advisor
Ed De Meter, Co-Chair, Dissertation Advisor and Minor Member
Ilya Kovalenko, Outside Field Member
Mary Frecker, Outside Unit Member

Author:

Saha, Gourab

Title:

A Vision Towards Developing a Spatially And Temporally Robust Data-Driven Modeling Framework To Predict Continuous Stream Nitrate Concentration At Data-Scarce Locations

Graduate Program:

Agricultural and Biological Engineering (PHD)

Keywords:

LSTM
stream nitrate modeling
deep learning
machine learning
water quality
c-Q relationship

File:

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Committee Members:

Suat Irmak, Program Head/Chair
Long He, Major Field Member
Cibin Raj, Chair & Dissertation Advisor
Chaopeng Shen, Outside Field Member
Jonathan Duncan, Outside Unit & Field Member

Author:

Zhang, Lan

Title:

Applying machine learning and NLP techniques to Cyber Security: three selected studies

Graduate Program:

Informatics (PHD)

Keywords:

Malware detection
firmware emulation
deep learning

File:

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Committee Members:

Jeffrey Bardzell, Program Head/Chair
Peng Liu, Chair & Dissertation Advisor
Minghui Zhu, Outside Unit & Field Member
Suhang Wang, Major Field Member
Taegyu Kim, Major Field Member