📦 Resource template

CSTR Stability Analysis Template (Python Jupyter Notebook)

The CSTR Stability Analysis Template is a Python Jupyter Notebook resource designed to systematically analyze the steady-state and dynamic stability of Continuous Stirred-Tank Reactors (CSTRs) using numerical and analytical methods. It integrates reaction kinetics, mass and energy balances, and linearized stability theory to identify stable, unstable, and multiplicity regimes. The template enables engineers and students to visualize bifurcation diagrams, compute eigenvalues of the Jacobian matrix, and assess parametric sensitivity.

📖 Overview

CSTR stability analysis centers on determining whether a reactor’s steady-state operating point remains robust under small disturbances—a critical concern in exothermic reactions where thermal runaway or multiple steady states may occur. The template implements first-principles modeling: component mass balances (e.g., dC_A/dt = F(C_{A,in} − C_A)/V − r_A) and an energy balance (e.g., dT/dt = (FρC_p(T_in − T) + (−ΔH_r)r_A V)/ρC_pV + Q_dot/VρC_p) form the nonlinear ODE system. Steady states are found numerically (e.g., via fsolve), and local stability is assessed by linearizing the system around each steady state and evaluating the eigenvalues of the resulting Jacobian matrix—negative real parts indicate asymptotic stability. The notebook further supports parameter continuation (e.g., varying inlet temperature or coolant temperature) to generate S-shaped or N-shaped steady-state curves and detect limit points (saddle-node bifurcations) and Hopf bifurcations. Interactive widgets, plots (phase portraits, eigenvalue loci, bifurcation diagrams), and modular code structure facilitate pedagogical use and industrial process safety evaluation.

📑 Key Components

1 Nonlinear ODE system solver (mass & energy balances)
2 Jacobian matrix construction and eigenvalue analysis
3 Bifurcation parameter sweep with visualization

🎯 Applications

  • Identifying safe operating regions for exothermic catalytic reactors
  • Teaching nonlinear dynamics and bifurcation theory in chemical engineering courses
  • Supporting hazard and operability (HAZOP) studies for reactor design and control strategy development

📐 Key Formulas

Component Mass Balance

dC_i/dt = (F/V)(C_{i,in} - C_i) + r_i

Time rate of change of species concentration accounting for convection and reaction generation

Energy Balance

dU/dt = FρC_p(T_in - T) + (−ΔH_r)∑r_i V + Q_cool + W_s

Unsteady energy balance including enthalpy flow, heat of reaction, cooling/heating, and shaft work

Jacobian Matrix Element

J_{ij} = ∂f_i/∂x_j |_{x^*}

Partial derivative of the i-th ODE right-hand side with respect to the j-th state variable, evaluated at steady state x*

🔗 Related Concepts

Bifurcation theory Linearization of nonlinear systems Multiple steady states (MSS)

📚 References

#CSTR #stability analysis #Jupyter notebook