This projects aims at creating a simulator for the NARX (Nonlinear AutoRegressive with eXogenous inputs ) architecture with neural networks. The system can fallback to MLP ( multi layer perceptron ), TDNN ( time delay neural network ), BPTT ( backpropagation through time ) and a full NARX architecture.
The system is intended to be used as a time series forecaster for educational purposes.
This projects is my personal master thesis developed at the Master of Artificial Intelligence at Universitat Polytecnica de Catalunya, Barcelona
The project presents artificial generated data but also real data tests from temperature, weather, economy.
Please refer to the documentation for test results.
If you want to improve or be part of this project, please send me a message.

Features

  • NARX simulation engine

Project Samples

Project Activity

See All Activity >

License

Educational Community License, Version 2.0

Follow NARX simulator with neural networks

NARX simulator with neural networks Web Site

Other Useful Business Software
AI-powered service management for IT and enterprise teams Icon
AI-powered service management for IT and enterprise teams

Enterprise-grade ITSM, for every business

Give your IT, operations, and business teams the ability to deliver exceptional services—without the complexity. Maximize operational efficiency with refreshingly simple, AI-powered Freshservice.
Try it Free
Rate This Project
Login To Rate This Project

User Reviews

Be the first to post a review of NARX simulator with neural networks!

Additional Project Details

Operating Systems

Windows

Intended Audience

Science/Research, Education

User Interface

Qt

Programming Language

C++

Related Categories

C++ Artificial Intelligence Software

Registered

2012-04-18