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498sm_final

Final for ECE 498 SM

adaptive_optics_ml

Adaptive optics machine learning experiments

claraphasespaceanalysisml

The application of machine learning to study the beam optics and emittance at Daresbury Lab's CLARA.

complexpytorch

A high-level toolbox for using complex valued neural networks in PyTorch

deeplearning-models

A collection of various deep learning architectures, models, and tips

dispersion

A system for handling the creation of refractive index spectral data from a database of files

fibermodes

Multilayers fiber mode solver

fso-simulator-c

A free-space optical (FSO) commuication link simulator written in C language

glass-classification

contains input csv, python notebook for Glass identification through machine learning techniques

image-segmentation-keras

Implementation of Segnet, FCN, UNet , PSPNet and other models in Keras.

kitti_object_vis

KITTI Object Visualization (Birdview, Volumetric LiDar point cloud )

laserpulse

LaserPulse is a class for storing and handling time-frequency pulses, like for example femtosecond laser pulses

ldbp

Physics-Based Deep Learning for Fiber-Optic Communication Systems

lg-oam-simulations-with-tensors

LG-OAM Simulations, TensorFlow, GPU

mfree

A matlab toolkit for meshfree approximation schemes

mmf-simulator

modesolverpy

Photonic mode solver with a simple interface.

multi-layer-perceptron

Implements a MLP for predicting glass types from elemental components and refractive index.

multi-pedestrian-tracking

navier-stokes-numerical-solution-using-fdm-fvm-python-scripting

Python script for Linear, Non-Linear Convection, Burger’s & Poisson Equation in 1D & 2D, 1D Diffusion Equation using Standard Wall Function, 2D Heat Conduction Convection equation with Dirichlet & Neumann BC, full Navier-Stokes Equation coupled with Poisson equation for Cavity and Channel flow in 2D using Finite Difference Method & Finite Volume Method.

neareststokesletsswimmers

Code supporting the report 'Meshfree and efficient modelling of swimming cells'

netron

Visualizer for neural network, deep learning, and machine learning models

optical-comm-ml

Machine learning for optical communication over a dispersive fiber

optical-fiber-based-intrusion-detection

Optical fiber based Physical intrusion detection using machine learning

opticalcnn

hybrid optical electronic convolutional neural networks

opticspy

python optics module

osa-networks-one-shot-learning

This repository contains the implementation used to generate the results presented in the paper "One-Shot Learning for Modulation Format Identification in Evolving Optical Networks" presented at the Postdeadline Paper Session of the 2019 OSA Advanced Photonics Congress.

population-rollup

pymmf

Simple module to find numerically propagation mode profiles and propagation constants of multimode fibers of arbitrary radial index profiles.

pyswarms

A research toolkit for particle swarm optimization in Python