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Author:

Rangachar Srinivasa, Srivatsa

Title:

MONOLITHIC-3D (M3D) INTEGRATION BASED ROBUST IN-MEMORY COMPUTING SYSTEMS

Graduate Program:

Electrical Engineering

Keywords:

SRAM
Monolithic 3D integration
in-memory computing
memory design

File:

Download Thesis_draft_18.pdf

Committee Members:

Vijaykrishnan Narayanan, Dissertation Advisor/Co-Advisor
Swaroop Ghosh, Committee Chair/Co-Chair
John Morgan Sampson, Committee Member
Abhronil Sengupta, Committee Member
Saptarshi Das, Outside Member
Vijaykrishnan Narayanan, Committee Chair/Co-Chair
Kultegin Aydin, Program Head/Chair

Author:

Challapalle, Nagadastagiri Reddy

Title:

DESIGN OF PROCESSING-IN-MEMORY ARCHITECTURES FOR DEEP LEARNING AND GRAPH APPLICATIONS

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Hardware Accelerator
Deep Learning Architecture
Deep Learning Hardware
Processing in Memory
Memory Augmented Neural Networks
Graph Convolution Neural Networks

File:

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Committee Members:

Chitaranjan Das, Major Field Member
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
John Sampson, Major Field Member
Saptarshi Das, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Ramanathan, Akshay Krishna

Title:

Stacked-3D and Processing-in-memory Solutions for Data-intensive and Persistent Applications

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Processing-in-memory
Computer Architecture
Persistent Applications
SRAM
Neural Network Acceleration
Non-volatile memory
VLSI

File:

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Committee Members:

Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Swaroop Ghosh, Major Field Member
Abhronil Sengupta, Major Field Member
Mehdi Kiani, Major Field Member
Ying Liu, Outside Unit & Field Member
Kultegin Aydin, Program Head/Chair

Author:

Homan, Eric

Title:

Context-Aware Perception for Edge and Embedded Devices

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Neural Network
Context Awareness
Reinforcement Learning
Autonomy

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Bradley Wyble, Outside Unit & Field Member
John Sampson, Major Field Member

Author:

Singh, Sonali

Title:

Co-Architecting Brain-inspired Algorithms and Hardware for Performance and Energy Efficiency

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Spiking Neural Networks
Neuromorphic Computing
Gradient descent
Low-power architectures
bio-inspired sensors

File:

Download NeuroCompDissertationDraftFinal.pdf

Committee Members:

Vijaykrishnan Narayanan, Co-Chair & Dissertation Advisor
Chitaranjan Das, Co-Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Saptarshi Das, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Li, Zheyu

Title:

Accelerating Data-intensive Bioinformatic Workloads

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Bioinformatic
Genome sequencing
FPGA
In-memory computing
Whole Silde Imaging
Max Cut
Nanopore Sequencing
Sorting

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
John Sampson, Major Field Member
Santhosh Girirajan, Outside Unit & Field Member

Author:

Jao, Nicholas

Title:

Non-Volatile Memory Design Based On Crossbar Architecture Towards Low Power Systems and Processing In-Memory

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Emerging Non-Volatile Memory
Computing In-Memory
Modelling
in-situ computing
ferroelectric tunnel junction
magnetic tunnel junction
device-circuit codesign
circuit-architecture codesign
phase change memory

File:

Download Dissertation_Jao_Final.pdf

Committee Members:

Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Swaroop Ghosh, Major Field Member
Abhronil Sengupta, Major Field Member
John Sampson, Outside Field Member
Saptarshi Das, Outside Unit Member
Kultegin Aydin, Program Head/Chair

Author:

Khan, Md Fahim

Title:

Constraint Driven Multimodal Edge Intelligence

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Quantization
Mixed Precision
Deep Learning
Online Learning
Quantization
Mixed Precision
Deep Learning
Computer Vision
Online Learning
ReRAM
Crossbar
Energy Harvesting
Power Predictor
Depth Completion
Generative Adversarial Networks
GAN
Image Compression
Sensor Sampling
Sparse Depth
Multimodal Sensing
Sensor Fusion
Sensor Failure
Robustness

File:

Download PSUThesis_Faysal.pdf

Committee Members:

Madhavan Swaminathan, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Mehrdad Mahdavi, Major Field Member
Hadi Hosseini, Outside Unit & Field Member
Siddharth Advani, Special Member