CCN_600_5 · 612 W · 1100 mm·min⁻¹ · CoCrNi → AISI 4140 (300 °C preheat)

Single-track melt pool: steady, coarse transient, med transient and measurement

Three simulations of one process condition, CCN_600_5. All geometry goes through the experiment's own measuring function measure() (fusion line at peak temperature 1771 K, outer contour, symmetrisation and smoothing: the same ruler as the 0822 targets). Measured: fusion width 974.2 µm, depth 181.5 µm, bead height 98.4 µm, pool area 117 175 µm², dilution 0.677.

The three models

Steady S: a steady solution in the frame moving with the beam; the free surface is iterated to normal-stress (Young–Laplace) balance and then held fixed; the mixing of composition and heat by the flow fluctuations of the transient is compensated by an equivalent diffusion (D32). Transient: VOF free surface, powder feed and solidification, computed from rest to 250 ms. All three share the material properties, the σ(f, T) table, and the beam and powder rules.

ModelCells (half domain)η (calibrated)ComputeCase

Pool cross-section: one ruler

Sections are drawn at true aspect (one scale for both axes); z = 0 is the original substrate surface. The measurement is the 0822 curve (baseline frame); S is the fusion envelope and top surface at the outlet; each transient is one section in the middle of its solidified stretch. Dashed lines are the cold estimates of the transients (see "The transient reads a hot state" below).

ModelWidth W / µmDepth D / µmBead height H / µmPool area / µm²Bead area / µm² DilutionD/W

Composition after cooling (CoCrNi mass fraction f)

One physical grid (every 25 µm in y and 10 µm in z; the half width mirrored). The transients average the fully solid sections 100–120 ms after the beam has passed; S takes the outlet. Only each model's fused zone and bead are drawn; white lines are that model's fusion line and outer contour.

f ≤ 0.15≥ 0.40
ModelMeanSDPool bottom z −170…−100Lower −100…−50Upper −50…0Bead 0…100 Point-wise difference from med

Composition after cooling as an EDS reading (prediction)

Element mass fractions mix linearly between the two end members, w = f·wCoCrNi + (1 − f)·w4140, normalised without C as EDS reports them. A difference of 0.01 in f is about 1 wt% of Fe; EDS quantification is good to about 1–2 wt%. Both features in the table below differ between the three models by more than that, so measured line scans can tell the models apart.

ModelUpper fLower fUpper − lower, Fe wt%Centre fEdge fEdge − centre, Fe wt%
fFe / wt%Co / wt%Cr / wt%Ni / wt%
Scan plan: a vertical scan on the centreline from the bead top to about 50 µm below the fusion line, for the difference between upper and lower pool (mixed or layered); a horizontal scan across the fused zone at mid-depth, for the difference between the centre and the edges. Steps of 5 µm or less, each point averaged over about 20 µm across the scan direction; leave out about 15 µm on either side of the fusion line (the model cells are 10–25 µm). Co Kα overlaps Fe Kβ, so Co reads high where Fe is high; Ni and Cr are more reliable. Save measured line scans as CSV (columns scan, y_um, z_um, Fe, Co, Cr, Ni) and run 06_对标/提取/预测EDS.py compare: it back-calculates f point by point and compares it with each model.

Why the steady model needs flow compensation

The time-averaged flows of the two models agree; the transient has, in addition, fluctuations of the same order as the mean flow, driven by Marangoni stresses. S, with its fixed surface, is itself steady: where streamlines close, only molecular diffusion acts across them, and the composition map stratifies and does not converge under mesh refinement. The compensation restores the mixing by the fluctuations as an equivalent diffusion (of composition and heat); its value is taken from the fluctuation statistics of the transient, not fitted to the experiment (D32).

Quantity (symmetry plane, liquid pool)Coarse transientMed transientSteady S
Mean flow speed / (m/s)0.0240.0280.026
Fluctuation rms / (m/s)0.0300.0590.09–0.16 × mean (detrended)
Vertical velocity changes sign between snapshots53%44%2–4%
Equivalent diffusivity u′ℓ / (m²/s)2–3×10⁻⁶ (both meshes agree; 2.5×10⁻⁶ used)—
Map SD without compensation (25 / 12 / 6 µm mesh)med 0.0450.157 / 0.209 / 0.188
In the twin transient with a constant σ, the 3-D mean flow speed in the pool drops to 0.0047 m/s (0.0186 m/s with the σ table): the fluctuations come from Marangoni stresses. The S column is the production form of 2026-09-24 (η 0.397). Sources: D32, grounds 1–3; D29 §16.7 and §17.3–17.8; 07_文档/推导/核算_S与VOF流动的时均与脉动.py, 核算_S非定常检验.py.

The transient reads a hot state

In the transient the metal density depends on temperature. At the snapshot the solidified sections are still at about 1000–1400 K, expanded relative to the initial cold state (573 K), and the whole section is lifted towards the free surface; the experiment measures the cold state. S uses a constant density and has no such term.

Observation

Cold estimate

Thermal expansion is removed column by column: lift = Σ dz·(1 − ρ/ρref) over the metal cells below that height, with ρref the initial cold state (A4140 not austenitised, 573 K). The outer contour is corrected with the section's current temperatures; after the correction the far field returns to near z = 0 (a check). The fusion line is moved down by the peak lift over the thermal cycle, which gives only an order of magnitude: the digest is cropped near the pool (z ≥ −585 µm), and heating below the crop would make the lift larger; the hot zone under the beam is local and part of the expansion goes sideways, which would make it smaller.

The absorptivity gap: item-by-item audit

S is calibrated on the measured pool area to η 0.395; the transient uses 0.45. Calibrated on the same area, the transient's hot reading corresponds to η 0.456 and its cold estimate to about 0.438 (A ∝ η4.5). The transient must absorb 11–15% more power to melt a pool of the same size.

CandidateCheckVerdict
Surface losses (radiation, convection, evaporation)below 10 W in both, against an absorbed power of about 240–275 Wnot the cause
Energy taken by the powderthe same formula cp(T − Tp) + L and the same feed rateidentical
Laser power deposited on the gas side of the interface13–18% in the transient; the coarse mesh has a larger share yet melts more; the gas near the pool carries away only 0.03 Wends up in the metal
Hot reading of the transientthe cold-estimate area is 13–18% larger than the hot readingexplains about a quarter
Heat transport by the fluctuationsadded to S, it lowers the η that S needsopposite direction
Remainderwith both calibrated and similar fusion areas (production S against med): the section area at ≥ 2000 K is 15 799 µm² in the transient and 2 500 µm² in S; inside the 1300 K isotherm the transient is 8% largerthe extra power absorbed by the transient goes into superheating the upper pool and heating its surroundings, not into more melting; the reason is open

1188 W / 1100 mm·min⁻¹: prediction against measurement

The second process condition. The absorptivity and all other settings keep the 612 W calibration, with no recalibration. The measured fusion width, 1929.7 µm, equals the 2 mm beam width (the 612 W pool is narrower than the beam), so this group also tests whether the shape deficit comes from the beam intensity profile. The criteria were written down before the transient started: an area within ±10% means η carries over across power; an aspect-ratio error of −20% to −35% means the deficit does not depend on power.

ModelWidth W / µmDepth D / µmBead height H / µmPool area / µm²Bead area / µm² DilutionD/W
f ≤ 0.30≥ 0.60

Where the shape deficit comes from: conduction only against with flow, across power

The first stage of every S run solves the energy equation only (flow off); the final field has the flow on. The two stages of one run share the mesh and the outline. For each power, two runs on one mesh that differ only in η are interpolated, each stage separately, to the measured pool area through A ∝ ηk, and the width, depth and aspect ratio are read at that area. Nameplate beam (D4σ 2 mm, r0 707 µm), fusion line at 1771 K, same ruler.

Aspect ratio D/W at the measured area

  • 792 W: conduction alone matches the measured shape. At the measured area the width is +3%, the depth +4%, D/W 0.182 (measured 0.180); the model's flow lowers D/W by 31%, to 0.126. At this power the whole shape deficit comes from the model's flow.
  • 612 W: the model's flow does little (D/W 0.138 → 0.128), in line with the earlier transient Marangoni-off and reversed-Marangoni controls (fusion boundary unchanged to the cell, D28). Conduction alone is also too shallow (D/W 0.138, measured 0.186), so the deficit lies in how the heat is delivered or where the fusion line is drawn: for conduction to match 612 W the beam needs r0 ≈ 480 µm (D4σ ≈ 1.36 mm); drawing the fusion line at the solidus closes only 24–43% of the aspect-ratio gap at the three powers (D5 §7).
  • 1188 W: with a self-consistent free surface the model with flow is off by only -9% (D/W 0.135, measured 0.147; anchored on the area-matched calibration final). Against conduction only (0.205) the real flow flattens the pool by 28%, the model's by 34%: close.
  • The shape deficit is a low-power effect: the model with flow is off in aspect ratio by -31% at 612 W, -30% at 792 W and -9% at 1188 W. A beam narrower than the nameplate, plus the model's existing flow, is consistent with 612 and 792 W: r0 480 µm raises the 612 W conduction D/W by 35%, and if the factor is the same at 792 W both come within 10% of the measurement (07_文档/推导/光斑宽度的导热诊断.md §6). At 1188 W the nameplate beam is already only 9% off, so a narrower beam can raise D/W there by about 9% at most. The nameplate beam with a weaker or inward flow cannot explain 612 W. Conduction-only and full runs at r0 480 µm are running; a burn-paper shot measures how wide the beam really is.
PowerMeasured D/WConduction only (stage 1), at the measured area With flow (final field), at the measured area
ηWidthDepthD/WηWidthDepthD/W

Conclusions so far and open questions

  • The shape deficit is present in both models; in S it shrinks once heat is compensated too. S (η 0.395): width +17%, depth -20%; with composition compensation only, +21% and -26%. Med transient: width +17%, depth -19% (hot reading; cold estimate -10%). The coarse and med transients differ by about 3%, and S gives the same depth on the 12 µm and 6 µm near-surface meshes: the deficit is not caused by the mesh.
  • Bead. S gives a bead height of 101.2 µm and a dilution of 0.672, close to the measurement; but the bead width and area are inputs to S, and the bead height is the Young–Laplace shape under those two. The transient bead is wider and flatter: bead height 92.0 µm (hot), cold estimate 72.1 µm.
  • Composition. The cooled composition maps of S with flow compensation and of the med transient differ point by point by 0.046 (coarse transient against med: 0.024). S without compensation stratifies and does not converge under near-surface refinement; it has been retired (D32).
  • Absorptivity. S calibrates to η 0.395, the transient to about 0.438–0.456 (cold estimate / hot reading). The item-by-item audit is in the table above; the remaining gap sits near the pool, and its cause is open.
  • Heat compensation. In liquid metal, eddies carry heat less effectively than solute: the eddy Péclet number Dt/α ≈ 0.4, so the Kays correlation gives Prt ≈ 2.6 and an eddy conductivity of 5.3 W/(m·K) (liquid conductivity about 36). Prt = 1 (Reynolds analogy, 14 W/(m·K)) is the upper bound: at η 0.391 the depth is 156 µm and D/W 0.140.
  • The shape deficit is a low-power effect (previous section): with the nameplate beam and a self-consistent free surface, the model with flow is off in aspect ratio by -9% at 1188 W, -31% at 612 W and -30% at 792 W. At 792 W conduction alone matches the measurement, so the deficit comes from the model's flow (σ(f, T), which near f ≈ 0.3 depends on the oxygen-content assumption, D29 §19); at 612 W the model's flow does little and the deficit lies in how the heat is delivered or where the fusion line is drawn. A beam narrower than the nameplate is a candidate at the low-power end, and a burn-paper shot can settle it. The real degree of mixing in the pool has to come from EDS.
  • 1188 W. The S prediction with the 612 W η (0.395): width -2%, depth -38%, pool area -47%; by the criterion fixed beforehand, η depends on power and has to be calibrated per condition. A diagnostic run at η 0.586 on the same mesh gives pool area +41%; through the two runs A ∝ η2.49 gives η ≈ 0.510 for the measured area, but the free surface of both runs is self-consistent only at η 0.395. The calibration final, with η, the bead and the free surface iterated together: η 0.462 (17% above 612 W), width +16%, depth +5%, pool area -1%, aspect ratio -9%; fused-zone f 0.422 (measured 0.442). With the free surface self-consistent, the liquid surface behind the beam sinks and the pool deepens: most of the 1188 W shape deficit goes. The 1188 W transient is on the workstation and is expected back on 09-27; both are compared with the measurement through the same ruler as on this page. The energy account (07_文档/推导/送粉与光束的能量账.md): at matched area about 18% of the net heat is missing; light absorbed by the powder in flight supplies about a quarter of it as a central estimate and about nine tenths at the larger estimate, so it may be the main source; settling it needs measured powder speeds and size distribution.