Beta: Pre-engineering estimate. Final cure dose depends on the real substrate absorbance + film thickness + line speed + the exact lamp layout — validate against a coating datasheet and ideally a sample cure pass before scaling up. The lamp wavelength must match the photoinitiator. Coverage is a conservative point-source estimate; area-LED modules spread more evenly than shown.