Photonic Matrix Processor Using Optical Adders for High-Speed Computing
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Solution Overview
Problem
Deep learning and machine learning algorithms, such as those involving neural networks and matrix-based operations, face significant processing time challenges due to the computational intensity of mathematical matrix operations like matrix multiplication.
Innovation Solution
A photonic processor is designed to perform matrix multiplication using optical components, including encoders, multipliers, and an optical adder, which leverage the speed of light and immunity to parasitic capacitance to enhance processing efficiency.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Speed
If conventional electronic processors are used for matrix multiplication, then device complexity is manageable, but processing speed is limited and computational time is excessive
Solution Approach 1:
The patent replaces electronic computation mechanisms with optical computation mechanisms. Specifically, it uses optical encoders to convert input values into optical signals, optical multipliers to perform multiplication operations using optical interference, and optical adders to sum the products. This substitution of electronic systems with optical systems enables parallel processing of multiple matrix elements simultaneously, achieving processing speeds in excess of 15 GHz and dramatically reducing computational time for matrix multiplication operations.
2Productivity
If optical components are used to perform matrix multiplication, then processing speed increases beyond 15 GHz, but device complexity increases due to multiple optical components
Solution Approach 1:
The patent merges multiple optical operations into a unified optical processing architecture. The optical encoder, optical multipliers, and optical adder are integrated into a cohesive system where input values are encoded once and then simultaneously processed through multiple optical paths. This merging allows parallel computation of multiple matrix elements without requiring separate electronic-to-optical conversion for each operation, thereby improving computational efficiency while managing overall device complexity through systematic integration.
3Speed
If optical encoders and multipliers are used, then immunity to parasitic capacitance improves processing speed, but manufacturing precision requirements increase
Solution Approach 1:
The patent operates optical components at specific parameter ranges optimized for high-speed operation. The optical encoders modulate light at frequencies exceeding 15 GHz, and the optical multipliers are designed with specific interference patterns that maintain stability across manufacturing tolerances. By carefully selecting and controlling operational parameters such as optical wavelength, modulation frequency, and interference path differences, the system achieves high clock frequencies while maintaining robustness against manufacturing variations through parameter optimization rather than requiring extreme manufacturing precision.
Applied Scientific Principles
This section explains which scientific principles are used to turn an abstract innovation direction into a practical engineering solution.
Function Achieved in This Case
The photonic processor achieves faster and more efficient matrix multiplication compared to conventional electronic processors, supporting clock frequencies in excess of 15 GHz and improving computational speed and efficiency for matrix-based operations.
Implementation Method 1
a vertical cavity surface emitting laser (VCSEL) configured to generate light with a wavelength less than 1.1 μm
Implementation Method 2
a silicon nitride waveguide configured to couple the light with the wavelength less than 1.1 μm to the optical adder
Data Source
AI summary
Photonic processors are described. The photonic processors described herein are configured to perform matrix multiplications (e.g., matrix vector multiplications). Matrix multiplications are broken down in scalar multiplications and scalar additions. Some embodiments relate to devices for performing scalar additions in the optical domain. One optical adder, for example, includes an interferometer having a plurality of phase shifters and a coherent detector. Leveraging the high-speed characteristics of these optical adders, some processors are sufficiently fast to support clocks in the tens of gigahertz of frequency, which represent a significant improvement over conventional electronic processors.


