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A study of ecosystem in Julia, as an alternative to Matlab

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Matlab or Julia

!!! warning

This Project is far from complete, if you are interested to know the replacement of a Matlab functionality in Julia, PLEASE FILE AN ISSUE!

Table of content

The following list is arranged like

#DD3300 Item Julia lose

  • Julia Package 1: descriptions.
  • Julia Package 2: descriptions.
  • ...

#0033DD Item Julia win

#888888 Item hard to say

Products and Services in Matlab

According to the official site, matlab contains the following products and features

MATLAB

Parallel Computing

#888888 Parallel Computing Toolbox

Math and Optimization

#888888 Curve Fitting Toolbox

#888888 Optimization Toolbox

#0033DD Global Optimization Toolbox

  • Evolutionary.jl: Evolutionary & genetic algorithms
  • JuMP.jl Modeling language for Mathematical Optimization (linear, mixed-integer, conic, semidefinite, nonlinear)

#888888 Symbolic Math Toolbox

#888888 Mapping Toolbox

#0033DD Partial Differential Equation Toolbox

AI, Data Science, and Statistics

#888888 Statistics and Machine Learning Toolbox

#0033DD Deep Learning Toolbox

#888888 Reinforcement Learning Toolbox

#888888 Text Analytics Toolbox

#888888 Predictive Maintenance Toolbox

Code Generation

#888888 MATLAB Coder

#888888 Embedded Coder

#888888 HDL Coder

#888888 HDL Verifier

#888888 Filter Design HDL Coder

#888888 Fixed-Point Designer

#0033DD GPU Coder

Application Deployment [skipped]

Database Access and Reporting

#888888 Database Toolbox

  • JuliaDB.jl: Parallel analytical database in pure Julia

#888888 MATLAB Report Generator

Simulink

  • System Composer

Event-Based Modeling

  • Stateflow
  • SimEvents

Physical Modeling

  • Simscape
  • Simscape Driveline
  • Simscape Electrical
  • Simscape Fluids
  • Simscape Multibody

Real-Time Simulation and Testing

  • Simulink Real-Time
  • Simulink Desktop Real-Time

Code Generation

  • Simulink Coder
  • Embedded Coder
  • AUTOSAR Blockset
  • Fixed-Point Designer
  • Simulink PLC Coder
  • Simulink Code Inspector
  • DO Qualification Kit (for DO-178)
  • IEC Certification Kit (for ISO 26262 and IEC 61508)
  • HDL Coder
  • HDL Verifier

Application Deployment

  • Simulink Compiler

Verification, Validation, and Test

  • Simulink Requirements
  • Simulink Check
  • Simulink Coverage
  • Simulink Design Verifier
  • Simulink Test
  • Polyspace Bug Finder
  • Polyspace Code Prover

Simulation Graphics and Reporting

  • Simulink 3D Animation
  • Simulink Report Generator

APPLICATION PRODUCTS

Signal Processing

  • Signal Processing Toolbox
  • Phased Array System Toolbox
  • DSP System Toolbox
  • Audio Toolbox
  • Wavelet Toolbox

Image Processing and Computer Vision

Control Systems

  • Control System Toolbox
  • System Identification Toolbox
  • Predictive Maintenance Toolbox
  • Robust Control Toolbox
  • Model Predictive Control Toolbox
  • Fuzzy Logic Toolbox
  • Simulink Control Design
  • Simulink Design Optimization
  • Reinforcement Learning Toolbox
  • Motor Control Blockset

Test and Measurement

  • Data Acquisition Toolbox
  • Instrument Control Toolbox
  • Image Acquisition Toolbox
  • OPC Toolbox
  • Vehicle Network Toolbox
  • ThingSpeak

RF and Mixed Signal

  • Antenna Toolbox
  • RF Toolbox
  • RF Blockset
  • Mixed-Signal Blockset
  • SerDes Toolbox

Wireless Communications

  • Communications Toolbox
  • WLAN Toolbox
  • LTE Toolbox
  • 5G Toolbox

Autonomous Systems

  • Automated Driving Toolbox
  • Robotics System Toolbox
  • Navigation Toolbox
  • ROS Toolbox
  • Sensor Fusion and Tracking Toolbox
  • RoadRunner
  • RoadRunner Asset Library

FPGA, ASIC, and SoC Development

  • HDL Coder
  • HDL Verifier
  • Wireless HDL Toolbox
  • Vision HDL Toolbox
  • Filter Design HDL Coder
  • Fixed-Point Designer
  • SoC Blockset

Automotive

  • Model-Based Calibration Toolbox
  • Powertrain Blockset
  • Vehicle Dynamics Blockset
  • Automated Driving Toolbox
  • IEC Certification Kit (for ISO 26262 and IEC 61508)
  • Vehicle Network Toolbox
  • AUTOSAR Blockset
  • RoadRunner
  • RoadRunner Asset Library

Aerospace

  • Aerospace Blockset
  • Aerospace Toolbox
  • DO Qualification Kit (for DO-178)

Computational Finance

  • Econometrics Toolbox
  • Financial Toolbox
  • Datafeed Toolbox
  • Database Toolbox
  • Spreadsheet Link (for Microsoft Excel)
  • Financial Instruments Toolbox
  • Trading Toolbox
  • Risk Management Toolbox

Computational Biology

  • Bioinformatics Toolbox
  • SimBiology

Code Verification

  • Polyspace Bug Finder
  • Polyspace Bug Finder Access
  • Polyspace Bug Finder Server
  • Polyspace Code Prover
  • Polyspace Code Prover Access
  • Polyspace Code Prover Server
  • Polyspace Products for Ada

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A study of ecosystem in Julia, as an alternative to Matlab

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