Sim time08:00:00
Speed60×
Shift A · Day 1

Lamination

Station #11 · module side · ×3 parallel · 480s cycle
running
Availability
97.3%
Performance
92.4%
Quality
95.6%
WIP
0
804 processed · 30 rejected

Lamination — cure kinetics, bubble nucleation, spatial signature

Recipe schedule · vacuum / pressure / plates · 700 s cycle
Evacuate (0–300s) Evacuate phase: chamber pulled to target vacuum (~5 mbar) to extract dissolved gases from EVA before crosslinking begins. Gas removal capacity scales as ΔP/η.EvacuateEvacuate phase: chamber pulled to target vacuum (~5 mbar) to extract dissolved gases from EVA before crosslinking begins. Gas removal capacity scales as ΔP/η.Press (300–600s) Press phase: diaphragm pressurises to ~1 bar against heated plates. Plate heat conducts into the laminate; α(t) rises through the autocatalytic regime.PressPress phase: diaphragm pressurises to ~1 bar against heated plates. Plate heat conducts into the laminate; α(t) rises through the autocatalytic regime.Cure (600–660s) Cure phase: temperature held at peak; α progresses past gel-point (0.60). After gel, residual gas is locked in as bubbles — no further removal possible.CureCure phase: temperature held at peak; α progresses past gel-point (0.60). After gel, residual gas is locked in as bubbles — no further removal possible.Cool (660–700s) Cool phase: plates step-down; Tg rises above plate T → vitrification freezes the network. Cool-rate too fast → CTE-mismatch microcracks.CoolCool phase: plates step-down; Tg rises above plate T → vitrification freezes the network. Cool-rate too fast → CTE-mismatch microcracks.Vacuum (mbar, log)Chamber pressure on log scale. Setpoint ~5 mbar during evacuate/press. Higher residual pressure → less driving force for gas removal → bubble risk ↑.Vacuum (mbar, log) min 4.00 · max 1013.25 · final 988.07 Chamber pressure on log scale. Setpoint ~5 mbar during evacuate/press. Higher residual pressure → less driving force for gas removal → bubble risk ↑.Pressure (bar)Diaphragm pressure pushing the laminate stack onto plates. Step-up at end of evacuate; held through press/cure to maintain plate contact.Pressure (bar) min 0.00 · max 1.00 · final 0.03 Diaphragm pressure pushing the laminate stack onto plates. Step-up at end of evacuate; held through press/cure to maintain plate contact.Plate temp (°C)Top (red) and bottom (blue) plate temperatures. ΔT skew > 2 °C drives asymmetric cure and predictable bubble patterns toward the colder edge.Plate temp (°C) min 25.00 · max 150.00 · final 62.25 Top (red) and bottom (blue) plate temperatures. ΔT skew > 2 °C drives asymmetric cure and predictable bubble patterns toward the colder edge.Plate bottom (°C) final 62.3 °C — paired with plate top to detect ΔT skew.0s175s350s525s700s
Cure α(t) · gel-point & target band
Target cure band: α_final ∈ [0.85, 0.92]. Below 0.85 → undercure (delamination risk). Above 0.92 → overcure (brittle, CTE mismatch). Landing inside this band is the QC pass criterion.Gel-point threshold (α = 0.60). When the cure curve crosses this line, EVA stops flowing and any dissolved gas still present is locked in as bubbles.α gel = 0.60Critical conversion at which the EVA network percolates and the melt loses fluidity. Bubble removal capacity drops to zero past this point.α(t) — Kamal–Sourour autocatalytic cure. Final α = 0.456 gel-point not reached within cycle0.000.250.500.751.00700s
α_final = 0.456 · t_gel · t_vitrify
Tg(t) °C · η(t) Pa·s log scale
Plate average temperature (°C). final 62.3 °C — drives the heat input that pushes α and Tg upward.Tg(t) — DiBenedetto glass-transition temperature. final -4.6 °C When Tg crosses plate T, the network vitrifies and reaction effectively stops.log η(t) — Arrhenius + cure-dependent viscosity (Pa·s, log scale). final η = 2.00e+2 Pa·s Gas-removal capacity ∝ ΔP/η — once η explodes past gel, bubbles can no longer be evacuated.Tg °CGlass-transition temperature (DiBenedetto). Higher → stiffer, more durable encapsulant. Target ≳ 60 °C for field reliability.log ηLog-10 viscosity in Pa·s. Drops on heat-up, then rises sharply past gel-point as the network locks in.plate T (dashed)Plate temperature reference, plotted on the Tg axis to show the Tg-vs-plate convergence that defines vitrification.
Tg_final -4.6°C · η_final 2.00e+2 Pa·s
Bubble-risk heatmap · 6 × 12 module footprint
Cell row 1, col 1 Bubble risk: 0.128 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 1, col 2 Bubble risk: 0.111 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 1, col 3 Bubble risk: 0.100 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 1, col 4 Bubble risk: 0.103 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 1, col 5 Bubble risk: 0.134 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 1, col 6 Bubble risk: 0.148 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 1, col 7 Bubble risk: 0.167 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 1, col 8 Bubble risk: 0.209 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 1, col 9 Bubble risk: 0.228 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 1, col 10 Bubble risk: 0.227 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 1, col 11 Bubble risk: 0.151 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 1, col 12 Bubble risk: 0.132 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 2, col 1 Bubble risk: 0.123 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 2, col 2 Bubble risk: 0.122 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 2, col 3 Bubble risk: 0.098 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 2, col 4 Bubble risk: 0.102 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 2, col 5 Bubble risk: 0.111 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 2, col 6 Bubble risk: 0.172 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 2, col 7 Bubble risk: 0.238 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 2, col 8 Bubble risk: 0.335 (watch) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 2, col 9 Bubble risk: 0.393 (watch) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 2, col 10 Bubble risk: 0.341 (watch) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 2, col 11 Bubble risk: 0.231 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 2, col 12 Bubble risk: 0.158 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 3, col 1 Bubble risk: 0.112 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 3, col 2 Bubble risk: 0.125 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 3, col 3 Bubble risk: 0.103 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 3, col 4 Bubble risk: 0.118 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 3, col 5 Bubble risk: 0.129 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 3, col 6 Bubble risk: 0.220 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 3, col 7 Bubble risk: 0.360 (watch) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 3, col 8 Bubble risk: 0.519 (fail) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 3, col 9 Bubble risk: 0.598 (fail) Zone: active (RIL 198) Threshold for defect: > 0.500.60Cell row 3, col 10 Bubble risk: 0.536 (fail) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 3, col 11 Bubble risk: 0.365 (watch) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 3, col 12 Bubble risk: 0.204 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 4, col 1 Bubble risk: 0.122 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 4, col 2 Bubble risk: 0.129 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 4, col 3 Bubble risk: 0.100 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 4, col 4 Bubble risk: 0.114 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 4, col 5 Bubble risk: 0.156 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 4, col 6 Bubble risk: 0.214 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 4, col 7 Bubble risk: 0.386 (watch) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 4, col 8 Bubble risk: 0.605 (fail) Zone: active (RIL 198) Threshold for defect: > 0.500.61Cell row 4, col 9 Bubble risk: 0.699 (fail) Zone: active (RIL 198) Threshold for defect: > 0.500.70Cell row 4, col 10 Bubble risk: 0.609 (fail) Zone: active (RIL 198) Threshold for defect: > 0.500.61Cell row 4, col 11 Bubble risk: 0.401 (watch) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 4, col 12 Bubble risk: 0.209 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 5, col 1 Bubble risk: 0.096 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 5, col 2 Bubble risk: 0.128 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 5, col 3 Bubble risk: 0.114 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 5, col 4 Bubble risk: 0.098 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 5, col 5 Bubble risk: 0.155 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 5, col 6 Bubble risk: 0.207 (nominal) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 5, col 7 Bubble risk: 0.361 (watch) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 5, col 8 Bubble risk: 0.508 (fail) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 5, col 9 Bubble risk: 0.609 (fail) Zone: active (RIL 198) Threshold for defect: > 0.500.61Cell row 5, col 10 Bubble risk: 0.535 (fail) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 5, col 11 Bubble risk: 0.368 (watch) Zone: active (RIL 198) Threshold for defect: > 0.50Cell row 5, col 12 Bubble risk: 0.189 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 6, col 1 Bubble risk: 0.109 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 6, col 2 Bubble risk: 0.130 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 6, col 3 Bubble risk: 0.125 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 6, col 4 Bubble risk: 0.117 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 6, col 5 Bubble risk: 0.114 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 6, col 6 Bubble risk: 0.157 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 6, col 7 Bubble risk: 0.237 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 6, col 8 Bubble risk: 0.349 (watch) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 6, col 9 Bubble risk: 0.398 (watch) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 6, col 10 Bubble risk: 0.349 (watch) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 6, col 11 Bubble risk: 0.258 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.50Cell row 6, col 12 Bubble risk: 0.149 (nominal) Zone: inactive (RIL 199) Threshold for defect: > 0.500.000.250.500.751.00
Predicted RIL 198 (active) 9 · RIL 199 (inactive) 0 · max risk 0.70
Membrane / press health
Membrane health0.95
Peel strength39.67 N/mm
EVA moisture5.00%
Plate ΔT skew0.00 °C
Cycles since replace: 400 · projected service ≈ 1520 cycles
Last 12 modules out of lamination
Mseed_39
α0.87
br0.04
Mseed_3a
α0.88
br0.03
Mseed_3b
α0.90
br0.05
Mseed_3c
α0.87
br0.02
Mseed_3d
α0.87
br0.01
Mseed_3e
α0.87
br0.06
Mseed_3f
α0.90
br0.05
Mseed_3g
α0.87
br0.05
Mseed_3h
α0.90
br0.03
Mseed_3i
α0.87
br0.05
Mseed_3j
α0.90
br0.06
Mseed_3k
α0.88
br0.04
Bubble nucleation = race between dissolved-gas saturation in EVA (rising with T) and removal capacity (∝ ΔP/η). Once α > 0.6 (gel), residual gas is locked in. Spatial pattern attributes to plate ΔT, membrane health, and EVA roll moisture.

Live physics — recipe levers

Adjustments mutate the active recipe and propagate through the physics chain on the next tick. Changes are logged in the lever tracker.
Plate top T150.00 °C
range 140160
Plate bottom T150.00 °C
range 140160
Vacuum level4.00 mbar
range 150
Vacuum hold300 s
range 120480
Press time300 s
range 120480

Recent events

Lever-tracker filtered to this station:
tParamOld → New
284.6vacuumHoldSec300320
255.9lamPlateTopC150152