Metallurgy workspace 09 · additive manufacturing

Metal AM evidence, calculations and validation.

Sixteen directly accessible workbenches spanning alloy and powder, energy delivery, PBF, DED, wire arc, binder jetting, cold spray, monitoring, post-processing and qualification.

  • Browser-localInputs stay on this device
  • Evidence-tieredMeasured, calculated and estimated stay distinct
  • ExportableOpen JSON, CSV and SVG contracts
Result contractAM · 01

Calculated

Model
Declared
Units
Explicit
Domain
Checked
Uncertainty
Visible

No hidden certification. No invented precision.

Tool directory

Start exactly where your question starts.

Open any tool directly. Each keeps inputs, method, applicability checks, uncertainty, provenance and exports together.

16 tools available

01Material design

Alloy & Printability Workbench

Convert composition bases and calculate transparent alloy descriptors before any AM risk interpretation.

Bring
Elemental composition in wt.% or at.%; optional process context and user criteria.
Receive
Normalized composition, basis conversion, descriptor coverage, entropy, size mismatch, VEC and criterion checks.
Open this workbench
02Feedstock

Powder Intelligence Workbench

Characterize powder lots, reuse states and blends without hiding acceptance rules inside a score.

Bring
Lot metadata, PSD, densities, flow, morphology, interstitials, reuse and optional acceptance limits.
Receive
PSD span, packing descriptors, Hausner ratio, Carr index, limit checks and lot-to-reference drift.
Open this workbench
03Thermal process

Melt Pool Digital Twin

Explore a reduced-order moving-source thermal estimate with visible assumptions, domain checks and sensitivity.

Bring
Beam conditions, scan speed, thermophysical properties and optional measured calibration geometry.
Receive
Absorbed power, energy descriptors, Péclet number, estimated melt dimensions, calibration residuals and sensitivity.
Open this workbench
04Process design

Parameter Space Optimizer

Search bounded LPBF parameter ranges and expose feasible trade-offs instead of returning a single “magic” recipe.

Bring
Parameter bounds, material properties, sample budget, objectives and explicit feasibility constraints.
Receive
Candidate table, feasible set, Pareto set, constraint margins and reproducible seed.
Open this workbench
05Path planning

Scan Strategy & Toolpath Planner

Generate inspectable research paths and sequence proxies for simple layer geometries.

Bring
Layer bounds, hatch spacing, rotation, stripe or island size, contour choice and scan ordering.
Receive
Interactive path preview, length, jumps, turn count, coverage proxy, sequence metrics and neutral exports.
Open this workbench
06Mechanics

Residual Stress & Distortion Workbench

Screen thermo-mechanical sensitivity with transparent reduced-order equations and calibration boundaries.

Bring
Geometry, thermal range, elastic/thermal properties, constraint, scan length and optional calibration factors.
Receive
Thermal strain, stress ceiling, normalized risk, curvature/distortion estimate when calibrated and sensitivity.
Open this workbench
07Build preparation

Orientation & Support Explorer

Compare build orientations for primitive or STL geometry using explainable geometric objectives.

Bring
Primitive dimensions or a bounded STL, layer height, build volume, overhang angle and objective weights.
Receive
Feasible orientations, overhang area proxy, height, layer count, footprint, support proxy and Pareto set.
Open this workbench
08Process monitoring

Layerwise Defect Intelligence

Inspect bounded layerwise CSV signals with robust, reproducible anomaly methods.

Bring
Numeric CSV with layer/time/position columns, selected signal, method settings and optional known labels.
Receive
Signal summary, flagged observations, thresholds, confusion metrics when labels exist and annotated CSV.
Open this workbench
09Thermal treatment

Post-Processing Optimizer

Compare family-specific treatment candidates without pretending one schedule applies to every alloy and machine history.

Bring
Alloy family, objective weights, treatment ranges and optional kinetic/calibration coefficients.
Receive
Ranked candidates, declared trend scores, kinetic estimates when supported, caveats and calibration status.
Open this workbench
10Energy delivery

Energy-Source Profile Metrology

Quantify average and Gaussian peak power density, enclosed power and measurement uncertainty before using beam size in a process model.

Bring
Source type, power, reported diameter convention, optional evaluation radius and measurement uncertainty.
Receive
Average and Gaussian peak intensity, line energy when speed is supplied, enclosed-power fraction, uncertainty bounds and a measurement checklist.
Open this workbench
11Directed energy deposition

DED Feed & Bead Mass-Balance

Close the powder or wire mass balance and expose idealized bead-area consistency without pretending to predict final geometry.

Bring
Feedstock route, feed rate, capture efficiency, material density, travel speed, power, duration and optional measured bead width.
Receive
Deposited mass, deposition rate, line energy, ideal deposited cross-section, optional equivalent height and utilization losses.
Open this workbench
12Wire-arc AM

Wire-Arc Thermal & Interpass Planner

Calculate net arc heat input and document interpass timing with an optional user-owned lumped cooling calibration.

Bring
Voltage, current, process efficiency, travel speed, deposition time, dwell time, temperatures and optional calibrated cooling time constant.
Receive
Net power, line energy, duty cycle, cycle time, recorded interpass margin and optional calibrated cooling-time estimate.
Open this workbench
13Binder jetting

Binder-Jet Shrinkage & Densification Planner

Convert measured linear shrinkage and density data into axis-specific oversize factors and consistency checks.

Bring
Green dimensions, final dimensions or target shrinkage, green/final density, and optional target final size.
Receive
Axis shrinkage, volume shrinkage, oversize multipliers, density-derived volume ratio, consistency residual and planned green dimensions.
Open this workbench
14Solid-state deposition

Cold-Spray Impact Window

Compare entered particle velocity with an experimentally justified critical velocity and quantify impact energetics without inventing adhesion.

Bring
Particle diameter, density, impact velocity, impact angle, evidence-backed critical velocity and optional erosion velocity.
Receive
Particle mass, kinetic energy, normal velocity, velocity ratios and an evidence-bounded below/within/above-window classification.
Open this workbench
15Model validation

AM Benchmark & Data-Fusion Auditor

Evaluate measured-versus-predicted AM data with reproducible error metrics, interval coverage and point/track/layer/part context.

Bring
CSV or pasted paired observations, measured/predicted columns, optional lower/upper bounds and hierarchy column.
Receive
Paired-row audit, error metrics, normalized error, interval coverage, hierarchy summaries and validation caveats.
Open this workbench
16Traceability

Qualification & Digital Passport Builder

Build a versioned, hash-aware record across material, machine, build, inspection and evidence.

Bring
Identifiers, material and machine records, process revisions, monitoring, post-processing, inspection, tests and attachments.
Receive
Versioned passport JSON, flattened CSV, printable report, completeness map and integrity hashes.
Open this workbench

Scientific contract

Useful before it is impressive.

  1. Inputs remain identifiable.Source, units and user assumptions travel with each result.
  2. Models stay in their domain.Unavailable predictions fail explicitly instead of being fabricated.
  3. Evidence states are verbs.Estimated is not validated. Recorded is not qualified. A passport is not certification.