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1. Deep Reinforcement Learning Based Energy-Efficient Heating Controller for Smart Buildings

open_access
Open Access
Author:
Gupta, Anchal
Title:
Deep Reinforcement Learning Based Energy-Efficient Heating Controller for Smart Buildings
Graduate Program:
Engineering Science
Keywords:
Deep reinforcement learning
Simulation
Occupant thermal comfort
Heating controller
HVAC
File:
Download Thesis_Final_Report.pdf
Committee Members:
Youakim Badr, Thesis Advisor/Co-Advisor
Ashkan Negahban, Committee Member
Guanghua Qiu, Committee Member
Colin Neill, Program Head/Chair

2. Discrete structural optimization as a sequential decision process solved using deep reinforcement learning

restricted_to_institution
Restricted (Penn State Only)
Author:
Ororbia, Maximilian Edward
Title:
Discrete structural optimization as a sequential decision process solved using deep reinforcement learning
Graduate Program:
Civil Engineering (PHD)
Keywords:
Discrete structural optimization
Sequential decision process
Markov decision process
Deep reinforcement learning
File:
Login to Download
Committee Members:
Timothy Simpson, Outside Unit Member
Gordon Warn, Chair & Dissertation Advisor
Kostas Papakonstantinou, Major Field Member
Patrick Fox, Program Head/Chair
C Lee Giles, Outside Field Member

3. Deep Reinforcement Learning Approaches to Perimeter Metering Control Problems

open_access
Open Access
Author:
Zhou, Dongqin
Title:
Deep Reinforcement Learning Approaches to Perimeter Metering Control Problems
Graduate Program:
Civil Engineering (PHD)
Keywords:
Macroscopic fundamental diagram
Perimeter metering control
Deep reinforcement learning
File:
Download Doctoral_Dissertation_-_Dongqin_Zhou_2024.03.06__final_.pdf
Committee Members:
Farshad Rajabipour, Program Head/Chair
S. Ilgin Guler, Major Field Member
Satadru Dey, Outside Unit & Field Member
Vikash Gayah, Chair, Minor Member & Dissertation Advisor
Kostas Papakonstantinou, Major Field Member