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1. Data driven decision making under uncertainty for intelligent life-cycle control of the built environment

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Open Access
Author:
Andriotis, Charalampos
Title:
Data driven decision making under uncertainty for intelligent life-cycle control of the built environment
Graduate Program:
Civil Engineering
Keywords:
Structural Fragility
Hidden Markov Models
Partially Observable Markov Decision Processes
Deep Reinforcement Learning
Stochastic Mechanics
Life-cycle systems management
File:
Download PhD_Dissertation_CPAndriotis_Final.pdf
Committee Members:
Konstantinos Papakonstantinou, Dissertation Advisor/Co-Advisor
Konstantinos Papakonstantinou, Committee Chair/Co-Chair
Gordon Patrick Warn, Committee Member
Sukran Ilgin Guler, Committee Member
Clyde Lee Giles, Outside Member

2. Deep Learning Approach to Large-Scale Systems

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Restricted (Penn State Only)
Author:
Altamimi, Abdulelah Lafi
Title:
Deep Learning Approach to Large-Scale Systems
Graduate Program:
Electrical Engineering
Keywords:
Deep Reinforcement Learning
Wildfire Mitigation
Stochastic Model Predictive Control
Classification
System Identification
Parameters Estimation
Deep Learning
Neural Network
File:
Login to Download
Committee Members:
Minghui Zhu, Major Field Member
Constantino Lagoa, Chair & Dissertation Advisor
Jing Yang, Major Field Member
Kostas Papakonstantinou, Outside Unit & Field Member
Madhavan Swaminathan, Program Head/Chair