cstr

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Collection of Matlab codes to solve typical CRE (Chemical Reaction Engineering) problems

The application of a Physics Informed Neural Network on modelling the parameters of a Continuously Stirred Tank Reactor, based on the data generated by a Simulink model.

This study explores using RL for CSTR control, assessing effectiveness vs. traditional controllers (PID, MPC). RL learns optimal behavior to maximize rewards, outperforming NMPC with exploration and lower computational load.

An interactive app for studying dynamic and multiple steady-state behavior of CSTR.

Autonomous Systems Training Environment

Simple models for simulating reactive flows

Simulator gated AI fault diagnosis and action selection for chemical process control.

This is my final project of the course "Process Control" that I managed to get full GPA marks on my 4th year of bachelor's chemical engineering program at sharif university of technology.

[stable] Safe and efficient creation of "CStr" with zero-byte checking and support for concatenating multiple values.

Python Library for Calculating Chemical Equilibrium and Simulate Reactors

Mathematical modelling for engineering

AI-powered CSTR simulator and multi-objective optimizer using surrogate neural networks (MLP, LSTM/GRU, CNN), NSGA-II, Dash, FastAPI and TensorFlow.

First-principles nonlinear CSTR model for exothermic reaction dynamics with MATLAB/Simulink PID control, actuator saturation, anti-windup, derivative filtering, disturbance rejection, controller comparison, and an Aspen Plus validation workflow.

A better macro for working with C string

MATLAB simulation of a nonlinear CSTR and transfer-function identification from cooling-water step-response data.

Complete multi-phase modern control project: nonlinear modeling, linear analysis, state-feedback control, observer design, and robustness validation for a non-isothermal CSTR reactor.

PI temperature control of a non-isothermal CSTR using Python and Optuna

Chemical reactor design toolkit for CSTR, PFR, and batch calculations in MoonBit

APP - DTR in Chemical Engineering