Industrial evidence Exafuse-linked Public sources only

Exafuse public context map

The industrial context behind the lab.

This page connects public Exafuse stories to the technical themes I write about here: large-part LMD, repairability, build-and-coat workflows, material breadth, process monitoring, AI image processing, and inspection-aware decision support.

Claim boundary

These are public company examples. They support technical context and buyer education; they are not engineering approval, certification, guaranteed outcomes, or confidential project details.

Open context JSON

Documented examples

Four public stories that make the expertise tangible

The strongest public context is not just a number. It is the chain from damaged or designed part, through route selection, deposition, finishing, monitoring, inspection, and release planning.

Exafuse public case

Duisburg Bridge Components: large-part LMD from CAD adaptation to evidence planning

Large structural metal components for a pedestrian bridge in Duisburg.

750+ kg · Documented components 6 nodes · Structural nodes 219 h · Single-node build

Large-scale LMD requires evidence planning, monitoring context, and an inspection boundary.

It is not a blanket approval for another bridge or safety-critical component.

Large LMD-manufactured bridge node component from the Duisburg project
Exafuse — Duisburg bridge components Large structural LMD proof component from the Duisburg bridge story. View the Exafuse source

Exafuse public case

Nobufil Extrusion Screw Repair: make the damage boundary visible before rebuilding

A high-value extrusion screw in a production environment with no immediate replacement available.

Repair/RFQ quality depends on complete facts, downtime context, and service context.

It does not establish certified performance, exact tolerance, or service-life extension.

Repaired extrusion screw after final milling
Exafuse — Nobufil screw repair Final repaired geometry after mechanical finishing. View the Exafuse source

Exafuse public case

Valve-Seat Ring Cladding: turn visible inspection into a bounded evidence step

Anonymous valve-seat and wear-ring geometries with wear-critical functional surfaces.

Surface function needs material, heat, finishing, inspection, and acceptance context.

It does not guarantee crack-free performance for another material, substrate, or ring geometry.

Valve seat ring after dye inspection in the photographed condition
Exafuse — Valve-seat ring cladding Dye-test image for the anonymous valve-seat ring coating proof. View the Exafuse source

Exafuse public case

130 mm Drill Build-and-Coat: plan geometry and surface function together

A public 130 mm drill demonstrator in the Exafuse build-and-coat context.

130 mm · Drill demonstrator

Build-and-coat routes need geometry, surface function, material, finishing, and validation.

It does not certify performance for another drilling application.

130 mm drill during a Laser Metal Deposition build-and-coat workflow
Exafuse — 130 mm drill build-and-coat Process image from the public 130 mm drill build-and-coat proof story. View the Exafuse source

Knowledge signals

What the Exafuse articles add to this site

The articles are useful because they are practical and bounded: they explain fit, limits, inputs, evidence and what not to claim.

A03

What LMD is and when buyers should use it

LMD is framed around local melt-pool deposition, repair, modification, cladding, and hybrid routes. It is a useful source for process-family boundaries and buyer vocabulary.

Source

A04

LMD vs SLM process selection

LMD is positioned for large parts, repair, local feature addition, and cladding; SLM / PBF is positioned for compact parts, fine geometry, and internal channels.

Source

A06

Large-part LMD productivity

Large LMD depends on bead width, overlap, heat management, machining allowance, fixturing, and inspection planning.

Source

A12

Monitoring and control

Monitoring tracks process consistency through melt-pool behavior, path execution, deposition continuity, and thermal history; it does not replace final inspection or qualification.

Source

A21

BreitBahnDED research spotlight

Wide-bead LMD research is useful context for productivity, deposition strategy, and model limits, but should not be treated as production qualification evidence.

Source

A25

2024 Year in Powder

Material-consumption summaries can provide public scale context, but they should not be overread as process qualification or customer proof.

Source

A29

Forging hammer repair evaluation

Repair fit should be framed around local accessible damage, viable base material, metallurgical bond, machinability, inspection, and explicit release criteria.

Source

A37

Neural image processing in LMD

Image models are research and interpretation tools for segmentation, normalization, and visual understanding; outputs must be validated against process context and inspection evidence.

Source

Interpretation

How I use these examples

The site should read like technical interpretation over real industrial work, not a generic portfolio.

More case-led

Use bridge, hammer, screw and drill examples to explain decisions, not just define acronyms.

More inspection-led

Every monitoring or AI statement should route back to inspection, release evidence and claim boundaries.

More RFQ-led

The best content asks for material, geometry, damage, finish, inspection and timeline before recommending a process.

More materials-aware

Material names are useful only when tied to substrate, duty, dilution, heat input, machining and validation.

Sources

Public Exafuse pages used

Exafuse homepage Verified production Exafuse route. Open Exafuse services Verified production Exafuse route. Open Exafuse metal additive manufacturing Verified production Exafuse route. Open Exafuse repair and modification Verified production Exafuse route. Open Exafuse laser cladding Verified production Exafuse route. Open Exafuse technology Verified production Exafuse route. Open Exafuse quality Verified production Exafuse route. Open Exafuse materials Verified production Exafuse route. Open Exafuse case studies Verified production Exafuse route. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Request Exafuse review Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Request Exafuse review Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Exafuse contact Commercial RFQ and company contact route. Open CS15 Duisburg Bridge Components Verified production Exafuse route. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open CS10 Nobufil Extrusion Screw Repair Verified production Exafuse route. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open