Keywords

Photonics, Photonic Accelerators, PIC, Optical Computing

Abstract

Matrix and tensor accelerators play indispensable roles in the field of artificial intelligence (AI). Although most of the matrix accelerators, such as graphic processing units (GPUs) and tensor processing units (TPUs), are still electronics based, the energy efficiency and scalability limits of electronic accelerators have presented an opportunity for photonics to perform matrix and tensor acceleration. This dissertation explores silicon photonics as an enabling and cost-effective platform for developing photonic systems, in particular, photonic tensor accelerators.

The thesis presents a detailed design procedure for active and passive components, forming a comprehensive Process Design Kit (PDK) in a foundry-compatible silicon photonic platform. The PDK library includes passive waveguide building blocks as well as active components such as micro ring modulators with an EO bandwidth of more than 20GHz and Ge-on-Si photodetectors with >25GHz bandwidth. Having our own PDK ensures consistency in the layout and fabrication of silicon photonic integrated circuits (PIC) across different foundries. We designed and fabricated multidimensional photonic tensor accelerators, each of which consists of many waveguides, splitters/couplers, coherent modulators, and balanced detectors, and successfully demonstrated PIC-based matrix-vector multiplications.

Completion Date

2024

Semester

Summer

Committee Chair

Li,Guifang

Degree

Doctor of Philosophy (Ph.D.)

College

College of Optics and Photonics

Department

CREOL

Degree Program

Optics and Photonics

Format

application/pdf

Identifier

DP0028609

URL

https://purls.library.ucf.edu/go/DP0028609

Language

English

Rights

In copyright

Release Date

August 2029

Length of Campus-only Access

5 years

Access Status

Doctoral Dissertation (Campus-only Access)

Campus Location

Orlando (Main) Campus

Accessibility Status

Meets minimum standards for ETDs/HUTs

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Restricted to the UCF community until August 2029; it will then be open access.

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