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Author:

Shakerian, Shahrad

Title:

Digital Twin Enabled Facilities Maintenance Management through the Integration of Artificial Intelligence and Sensory-Level Data

Graduate Program:

Architectural Engineering (PHD)

Keywords:

Facility maintenance
digital twins
machine learning
signal processing
failure prediction
early failure detection
anomaly detection

File:

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Committee Members:

Bill Sitzabee, Co-Chair & Dissertation Advisor
Somayeh Asadi, Major Field Member
Houtan Jebelli, Co-Chair & Dissertation Advisor
Asok Ray, Outside Unit & Field Member
Somayeh Asadi, Professor in Charge/Director of Graduate Studies

Author:

Hughey, Jordan

Title:

In-silico modeling gene expression utilizing genomic activity and 3D contact information

Graduate Program:

Bioinformatics and Genomics (PhD)

Keywords:

gene regulation
transcriptome
association studies
machine learning
epigenomics
epigenetics

File:

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Committee Members:

Dajiang Liu, Chair & Dissertation Advisor
Shaun Mahony, Major Field Member
James Broach, Outside Unit & Field Member
Santhosh Girirajan, Major Field Member
George H Perry, Program Head/Chair

Author:

Shreedharan, Srisharan

Title:

Frictional mechanics of stable and unstable fault slip: Insights from ultrasonic imaging of experimental fault zones

Graduate Program:

Geosciences

Keywords:

Fault mechanics
fault friction
slow slip events
machine learning
asperity stiffness
lab earthquakes

File:

Download Srisharan_Dissertation_V25.01.21.pdf

Committee Members:

Chris J Marone, Dissertation Advisor/Co-Advisor
Chris J Marone, Committee Chair/Co-Chair
Charles James Ammon, Committee Member
Donald Myron Fisher, Committee Member
Jacques Riviere, Outside Member
Demian Saffer, Special Member
Mark E Patzkowsky, Program Head/Chair

Author:

Polasky, Andrew

Title:

Statistical Climate Model Downscaling: Methods and Application to the Midwest United States and West Africa Regions

Graduate Program:

Meteorology and Atmospheric Science (PHD)

Keywords:

climate change
downscaling
self-organizing maps
machine learning
statistical downscaling

File:

Download polasky_dissertation_final.pdf

Committee Members:

George Young, Major Field Member
C Lee Giles, Outside Unit & Field Member
Jenni Evans, Chair & Dissertation Advisor
Jose Fuentes, Major Field Member
David Stensrud, Program Head/Chair

Author:

Julien, Chris

Title:

Collective Identity, Sexual Coercion, and Hegemonic Masculinity: Machine Learning and the Discourse of the Manosphere

Graduate Program:

Sociology (PHD)

Keywords:

sociology
masculinity
digital sociology
gender
machine learning
text analysis
reddit
manosphere

File:

Download CJulien_Final_Diss_v4.0.pdf

Committee Members:

David Baker, Professor in Charge/Director of Graduate Studies
Daniel DellaPosta, Major Field Member
Burt Monroe, Outside Unit & Field Member
Charles Seguin, Major Field Member
Diane Felmlee, Chair & Dissertation Advisor

Author:

Zawadzki, Brianna

Title:

Investigating Planet Formation Through Simulation, Observation, and Machine Learning

Graduate Program:

Astronomy and Astrophysics (PHD)

Keywords:

astronomy
protoplanetary disks
exoplanets
planet formation
machine learning
interferometry
imaging

File:

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Committee Members:

Bradford Foley, Outside Unit & Field Member
Rebekah Dawson, Major Field Member
Kevin Luhman, Major Field Member
Robin Ciardullo, Program Head/Chair
Ian Czekala, Chair & Dissertation Advisor
Eric Ford, Major Field Member

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:

Zhou, Chen

Title:

Application of machine learning to optical sensing and imaging

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Optical sensing
optical imaging
machine learning

File:

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Committee Members:

Zhiwen Liu, Chair & Dissertation Advisor
Christine Keating, Outside Unit & Field Member
Seyedehaida Ebrahimi, Major Field Member
Madhavan Swaminathan, Program Head/Chair
Xingjie Ni, Major Field Member

Author:

Shen, Jia Tracy

Title:

AI in Education: Effective Machine Learning Methods To Improve Data Scarcity and Knowledge Generalization

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

AI
machine learning
education
BERT
nlp
Deep Generative models
time series
model generalization
transfer learning
knowledge generalization
transformer
LSTM

File:

Download AIinED_Dissertation_final_submission.pdf

Committee Members:

Dongwon Lee, Chair & Dissertation Advisor
C Lee Giles, Major Field Member
Amulya Yadav, Major Field Member
Rebecca Passonneau, Outside Unit & Field Member
Jeffrey Bardzell, Program Head/Chair

Author:

La Chat, Grant

Title:

Identification of Rossby Wave Breaking Flavors using Self-Organizing Maps

Graduate Program:

Meteorology and Atmospheric Science (MS)

Keywords:

machine learning
self-organizing maps
anticyclones
cyclogenesis
Potential vorticity
Rossby waves
Wave breaking
Synoptic meteorology
moisture transport

File:

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Committee Members:

David Stensrud, Program Head/Chair
Melissa Marie Gervais, Thesis Advisor/Co-Advisor
Steven B Feldstein, Committee Member
Kevin Andrew Bowley, Thesis Advisor/Co-Advisor
Colin M. Zarzycki, Committee Member