The 3D companion simulator treats the autoinducer as instantly and perfectly mixed — one shared number for the whole chamber. Real signal molecules don't teleport: they diffuse outward from each secreting cell through the medium. This 2D version solves that honestly as a genuine reaction-diffusion PDE on a spatial grid:
∂A/∂t = D·∇²A + S(x,y) − δ·A
S(x,y) = Σ_cells (p0 if OFF, p1 if ON) · splat(x−x_i, y−y_i)
D = diffusion coefficient, δ = dilution / degradation rate
Each cell reads only the local concentration under itself — not the domain average — and switches ON with the same cooperative Hill-type probability as the well-mixed model:
P(ON | A_local) = A_local^n / (A_local^n + K^n), n ≈ 3
This produces genuinely different behaviour a well-mixed model cannot show: a tight, dense pocket of cells can locally exceed K and ignite a self-reinforcing patch — visible as a bright core on the heatmap — even while the field's domain-wide average is still below threshold. If diffusion is fast enough (large D) and cells are close enough, that patch expands as a spreading activation front until the whole population is quorate; if diffusion is slow or δ washes the signal away faster than it can accumulate locally, isolated pockets can stay permanently dark even at cell densities that would trigger the well-mixed 3D model. In the fast-diffusion limit this 2D model's steady state converges back to the same well-mixed balance the 3D sim computes — diffusion homogenizes the field once D is large enough relative to the domain size.
- Cell density — more cells packed into the same area raise local secretion density, the classic quorum trigger, but now unevenly across space.
- Diffusion coefficient D — how fast the signal spreads from each secreting cell; low D keeps quorum sensing hyper-local (small clusters ignite independently), high D approaches the well-mixed limit.
- Dilution / flushing rate δ — an open system (flowing medium) washing the signal away vs. a closed one letting it accumulate.
- Receptor threshold K — how much local autoinducer the LuxR-type receptor needs to bind before triggering transcription.
- Induced feedback gain — how much harder an ON cell secretes than an OFF cell (p1/p0), setting how sharp and self-reinforcing the local ignition is.