Git Product home page Git Product logo

ft-lpvmpc's Introduction

Fault-tolerant Linear Parameter Varying Model Predictive Control Scheme for Industrial Processes (FT-LPVMPC)

Abstract

This code presents a model-based strategy for fault tolerance in non-linear chemical processes. The structure of the proposed Active Fault-Tolerant Control System (AFTCS) is,

There, the Fault Detection and Diagnosis (FDD) stage uses banks of generalized observers to detect, isolate and estimate multiples faults. Specifically, a group of LPV Reduced-order Unknown Input Observers (LPV-RUIO) and LPV Output Observers with Unknown Input (LPV-UIOO) is used. Subsequently, this information is delivered to a reconfiguration mechanism that compensates the controller's input data, in order to achieve an acceptable post-fault system performance. The selected controller uses an Moving Horizon Estimation (MHE) technique to update the Model-based Predictive Control (MPC) internal model at each iteration time, enhancing the controller fault-tolerance capabilities.

Stability conditions of FDD module and Fault-Tolerant Control (FTC) unit are now guaranteed in terms of Linear Matrix Inequalities (LMI) problems.

Simulation results, based on a typical chemical industrial process, is given to illustrate the implementation and performance of such approach.

Requirements

Packages:

Paper info

Soon...

Send comments and questions to:

Emanuel Bernardi

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.