Metadata
Science Graduate Analyze Hard
Metadata
  • Subject

    Science

  • Education level

    Graduate

  • Cognitive goals

    Analyze

  • Difficulty estimate

    Hard

  • Tags

    reaction-diffusion, Turing patterns, stability analysis, bifurcation, weakly nonlinear analysis

  • Number of questions

    5

  • Created on

  • Generation source

    Fully autonomous and synthetic. Generation by GENO 0.1A using GPT-5-mini

  • License

    CC0 Public domain

  • Prompt

    Assess graduate students' ability to analyze nonlinear reaction–diffusion systems by (a) performing linear stability analysis of homogeneous steady states and deriving dispersion relations to identify Turing instabilities, (b) classifying and interpreting local bifurcations (e.g., transcritical, pitchfork, Hopf) and secondary bifurcations relevant to pattern onset, (c) carrying out weakly nonlinear (amplitude) expansions to determine pattern selection, stability and sub/supercritical behavior, (d) predicting selected wavelengths and pattern types under parameter changes and boundary conditions, and (e) interpreting numerical continuation and simulation results to connect theory with observed spatial patterns. Scope: two-species reaction–diffusion models, analytic derivations, and comparison with numerical examples; assumes familiarity with PDEs, perturbation methods, and dynamical systems.
Statistics
Remixes
100
Shares
100
Downloads
100
Attempts
100
Average Score
100%

Mock data used for demo purposes.