Electrical & electronics

Smart manufacturing for electrical & electronics.

E&E is Malaysia's largest export sector, and its customers expect tight yield, fast ramp-ups and complete traceability. DMIS shows where first-pass yield and line time are lost on high-mix assembly and test lines, and ranks what to fix first.

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The challenge

Where electrical and electronics plants lose margin.

Small stops and micro-downtime

Feeder jams, nozzle errors and short waits rarely reach a report, yet together they cost hours every shift.

Rework and test failures

Defects found at test or inspection mean rework, retesting and late shipments.

High-mix changeovers

Frequent model changes and new product introductions eat into line time and stability.

Customer traceability

Customers want to know which lot, line and setting produced each unit, often within hours of asking.

How DMIS helps

Smart manufacturing, configured for electrical and electronics.

DMIS is a smart manufacturing platform, not a fixed product. It starts from the records you already keep, with no new sensors, and is configured to your products, machines and KPIs.

Station-level analytics

Bring test, inspection and machine exports together to see yield and stops by line, station, shift and model.

Defect root causes

Machine learning links defect codes to materials, settings and stations, so engineers start from the likeliest cause.

Connect existing systems

Pull data from MES, test equipment and ERP through the Data Hub API, without replacing what already works.

Shared know-how

Capture fixes for recurring faults as playbooks, so every shift solves them the same way.

What you measure

The KPIs that matter in electrical and electronics.

Every KPI is calculated from your own data, by line, shift and product, and every loss is costed in ringgit so you know what to fix first.

First-pass yield by product and station
OEE and small-stop frequency
Defects per million and top defect codes
Rework and retest rate
Changeover time per model
Lot and serial traceability

Example

What this looks like on the floor

An assembly line misses its yield target every Monday. DMIS shows that most Monday failures trace back to one component lot and one placement station after the weekend restart. The engineer fixes the restart procedure and records it as a playbook for every shift.

An illustrative example. Results in your plant are measured during the pilot.

Integrity

Ready for customer audits.

E&E manufacturers usually work to ISO 9001 and their customers' own quality requirements. DMIS keeps the validated, audited production records and genealogy that make audits and failure investigations faster.

Lot and serial genealogy across stations
Audit log of every change to production records
Defect history linked to material lots and settings
Role-based access with two-factor sign-in

FAQ

Questions from electrical and electronics manufacturers.

We already have an MES. Do we need DMIS?

Many E&E plants keep their MES for execution and add DMIS for analytics and decisions. DMIS reads data from the MES and other systems and ranks the losses by value.

Can DMIS handle high-mix production?

Yes. KPIs, products and stations are configured to your process, and results can be filtered by model, line, station and shift.

How is our data protected?

DMIS uses two-factor sign-in, 36 server-enforced permissions, audit logs and nightly backups. Each customer's data is used only for that customer.

How fast can we start?

A pilot on one or two lines starts from existing exports and records, so first results usually arrive within weeks.

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