60%
Ganho produtividade do trabalho (SMT)
<200
DPPM SMT
2 min
Média. Tempo pesquisa material
99.8%
Precisão do inventário
100%
SN rastreabilidade exaustividade
Auditores industriais e gerentes de compras fazem as mesmas perguntas:
Você pode rastrear uma exibição finalizada até seus componentes críticos? Você consegue identificar a linha de produção, o deslocamento do operador e o registro de inspeção de um número serial específico? Como evitar a escassez de material, problemas materiais errados e erros no envio? Que melhoria mensurável a automação criou?
Na Qtenboard, a automação e os sistemas digitais são projetados não apenas para aumentar a produção, mas também para tomar todas as decisões de produção e qualidade Mensurável, rastreável e auditável. Este artigo analisa nossa arquitetura de fábrica digital-do ERP ao MES ao WMS-e apresenta resultados quantificáveis em produtividade SMT, precisão do armazém e rastreabilidade em série que atendem diretamente aos requisitos de RFP e auditoria de fábrica.
2. Smart Factory Architecture: ERP, MES e WMS trabalhando juntos
2.1 Visão geral do sistema
Cliente PO
→
ERP
→
WMS
→
MÊS
→
FQC/OQC
→
Remessa
| Sistema |
Função Principal |
Informações Chave Controladas |
| ERP |
Encomenda, compras, planejamento de produção, custo e entrega |
PO, BOM, procurement planeiam, ordem de trabalho, entrega data |
| WMS |
Recibo, armazenamento, picking, controle do estoque e contagem do ciclo |
Lote, localização, quantidade, FIFO, estado do material |
| MÊS |
Linha execução, ordens de serviço, qualidade & dados do processo |
Ordem do trabalho, linha, deslocamento, operação, resultados do teste, registros do reparo |
| Módulo Qualidade |
Não conformidade, resultados da inspeção e ações corretivas |
IQC, IPQC, FQC, OQC, NCR, relatórios 8D |
| Rastreabilidade DB |
Rastreabilidade do ciclo de vida de cada número serial |
SN, lotes do componente chave, dados do teste, informação da expedição |
2.2 Fluxo De Dados: Do PO ao Envio
- O PO do cliente entrou no ERP-modelo, quantidade, entrega, empacotamento, exigências feitas sob encomenda confirmadas.
- O ERP gera necessidades e planos de produção baseados em BOM e inventário.
- O WMS recebe materiais-lote, localização, status de qualidade e FIFO gerenciado via código de barras.
- MES emite ordens de trabalho para SMT, montagem, teste e envelhecimento estações.
- Cada estação digitaliza o material, a ordem de serviço ou o histórico de produção do produto SN gravado automaticamente.
- Os resultados FQC/OQC estão vinculados ao SN da unidade.
- Dados de embalagem, cartão, palete e envio vinculados a pedidos e SN.
- O cliente ou equipes internas podem consultar por PO, modelo, lote, contêiner ou SN.
2.3 Integração Benefícios & Data Integrity
- Consistência: Elimina incompatibilidades entre ordem, BOM, chão de produção e armazém.
- Visibilidade: Substitui os registros em papel pelo status em tempo real-escassez de material, gargalos e alertas de qualidade são sinalizados antecipadamente.
- Auditoria: Cada ação do sistema é registrada com ID do usuário e timestamp; dados históricos não podem ser alterados sem rastreamento.
- Controle do acesso: As permissões baseadas em funções garantem que apenas o pessoal autorizado possa modificar os registros de qualidade.
- Dados backup: Backups diários automatizados e servidores redundantes garantem a continuidade do negócio.
3. SMT automatizado: produtividade mensurável e qualidade ganhos
3.1 Escopo Automação
- Solda colar impressão
- SPI (solda pasta inspeção)
- High-speed pick-and-place
- Multi-function pick-and-place
- Solda do refluxo com perfilamento fechado da temperatura
- AOI (inspeção ótica automatizada)-pós-reflow
- Depanelamento automático e ensaio funcional/em circuito (ICT/FCT) quando aplicável
- Barcode scanning e captura dados rastreabilidade PCB
3.2 Baseline vs desempenho atual
Medido sobre 12 meses, mistura comparável do produto, operação normal do deslocamento.
| KPI |
Antes Automação |
Após a automação |
Melhoria |
| Operadores por linha SMT |
6 |
3 |
−50% |
| Saída PCB por operador por turno |
120 |
240 |
+100% |
| Tempo médio do changeover |
Minuto 45 |
Minuto 18 |
−60% |
| Rendimento de primeira passagem SMT |
97.2% |
99.1% |
1.9 p.p.p. |
| Solda DPPM |
380 |
185 |
−51% |
| Taxa do retrabalho |
2.8% |
0.9% |
−68% |
| Dados produção reportando atraso |
Manual do dia seguinte |
Real-time |
Imediato |
3.3 Melhoria Eficiência do Trabalho
- A automação lida com posicionamento e inspeção repetitivos e de alta precisão.
- A equipe passou do trabalho manual para a operação da máquina, inspeção do primeiro artigo, manuseio de exceção e análise de qualidade.
- Produção por hora laboral = PCBs qualificados produzidos ÷ horas de trabalho diretas totais-aumentadas 60% Em média em todas as linhas SMT.
3.4 Melhoria da qualidade e Data Loop
- SPI monitora colar volume, offset e ponte em tempo real.
- O AOI detecta mudanças nos componentes, erros de polaridade, peças ausentes e solda insuficiente.
- Perfis de refluxo são salvos por produto/PCB e auditável.
- Cada PCB carrega um código de barras vinculado à ordem de trabalho, linha, programa do equipamento e resultados da inspeção.
- Quando o DPPM sobe acima do limite, o sistema alerta os engenheiros de qualidade para analisar por linha, turno, lote de material ou modelo.
3.5 Exemplo: Reduzindo um defeito SMT repetido
📌Defeito: Tombstone (elevação componente) em um 86 ″ mainboard específico
Observação (Q2 2024): Tombstone rate atingiu 0.8% na linha #3, acima do alvo 0.3%.
Análise dados: Registros AOI mostrou o problema estava concentrado em um lote componente específico e zona de refluxo.
Actions: Adjusted pick‑and‑place pressure, optimised reflow temperature profile (reduced delta T), and changed solder paste formulation for that batch.
Result (Q3 2024): Tombstone DPPM dropped from 800 to 120 (‑85%). The new parameters were locked in MES and SOP.
4. Smart Warehousing: Faster Picking, Higher Accuracy
4.1 Warehouse Digitalization Scope
- Barcode/QR‑code based receiving
- Electronic inventory by material code, batch, supplier, date and quality status
- Location management and rack coding
- Scan‑based picking, return, replenishment and transfer
- FIFO / FEFO (first‑expired, first‑out) control
- Work‑order‑driven kitting lists
- Cycle counting and variance resolution
- Safety‑stock alerts for critical materials
4.2 Material Receipt and Status Control
- Receiving scans PO and material barcode – creates batch, quantity and temporary location.
- After IQC, system updates material status to approved, quarantined, Ou rejected.
- Only approved materials become available for production kitting.
- Rejected materials are system‑locked to prevent accidental picking.
4.3 Picking Efficiency and Material Search Time
| KPI |
Before (paper‑based) |
After (WMS) |
Melhoria |
| Average material search time |
15 min |
2 min |
−87% |
| Average picking time per work order |
Minuto 45 |
12 min |
−73% |
| Emergency material response time |
30 min |
5 min |
−83% |
| Inventory location accuracy |
92.0% |
99.8% |
+7.8 p.p. |
| Monthly stock‑count variance |
2.5% |
0.3% |
−88% |
4.4 Preventing Wrong Material and Short Material Events
- Work order linked to BOM – system generates exact picking list.
- Warehouse scans barcode – system verifies material code against the order; wrong material triggers an alarm and blocks issue.
- Critical materials require double‑scan verification.
- Production stations scan material before use – records actual batch consumption.
- Automatic alerts for low stock or material shortages to planning and purchasing.
Measured improvement: Wrong‑pick / short‑pick rate dropped from 1.2% to 0.15% (‑87%) over 6 months.
4.5 Smart Warehouse Improvement Case
📦 Case: Reducing Emergency Material Requests
Before (Q1 2024): Frequent urgent material requests due to manual search errors and inaccurate inventory records – average 12 emergency calls per week.
Actions: Implemented WMS with location codes, barcode scanning, and daily cycle counts. Trained all warehouse staff on new workflows.
After (Q3 2024): Emergency requests dropped to 3 per week (‑75%). Inventory accuracy reached 99.8%. Audit evidence: WMS operation logs and cycle count reports.
5. MES: Making Production Execution Visible
5.1 MES Role on the Factory Floor
- Receives work orders from ERP and dispatches to lines
- Displays product model, quantity, version, routing and target delivery
- Records start/complete, exception, rework and scrap at each operation
- Binds operator, equipment, shift and line to each step
- Collects test, quality and repair data
- Provides real‑time output, yield, WIP and bottleneck visibility
5.2 Work‑Order Control
Each work order contains:
- Customer name / project code
- Product model and revision
- Order quantity and planned completion date
- BOM version
- Software version and preload list
- Packaging, label and branding requirements
- Routing and inspection criteria
- Special remarks (logo, interface, language, custom accessories)
5.3 Real‑Time Production Dashboard
- Today’s planned vs. actual output
- Line status (running / idle / changeover / down)
- Current yield and top‑5 defect types
- WIP (work‑in‑process) quantity
- Work order completion rate
- Current bottleneck station
- Units in aging / test
- Estimated completion time and delivery alerts
5.4 Decision‑Making Through Data
- If a line’s yield drops, production is paused and quality/engineering team is alerted.
- If material availability is low, the production sequence is adjusted.
- If a test station becomes a bottleneck, additional fixtures or shifts are arranged.
5.5 Example: Responding to a Production Bottleneck
⚙️ Case: Aging Station Bottleneck
Observação (Q2 2024): WIP accumulated before aging – assembly output exceeded aging capacity.
Data source: MES showed assembly completion rate 40 units/day; aging racks could only handle 32 units/day.
Actions: Added 8 aging racks (increasing capacity to 48 units/day) and adjusted scheduling to prioritise urgent orders.
Resultado: WIP turnover dropped from 4.5 days to 2.0 days; on‑time delivery improved from 94% to 99%.
6. Serial‑Level Traceability: From Finished Product Back to Components
6.1 Traceability Principle
Each finished interactive display is assigned a unique serial number (SN). Depending on the product configuration and project requirements, that SN can be linked to its production order, assembly line, shift, key material batches, software version, inspection data, aging record and shipment information.
Traceability is based on key component batches (panel, touch, PCBA, power supply) – not each individual chip, unless specifically required and contracted.
6.2 Traceability Map
SN
→
PO/Work Order
→
Model/BOM/Software
→
PCBA batch
→
Panel/Touch/Power batch
→
Line/Shift/Operator
→
Test/Aging Data
→
FQC/OQC
→
Remessa
6.3 What Can Be Retrieved by Serial Number
| Categoria |
Example Record |
| Product identification |
Model, screen size, customer brand, configuration |
| Order data |
PO number, work order, production date |
| Material data |
Panel batch, touch module batch, PCBA batch, power supply batch |
| Manufacturing record |
Factory, line, workstation, shift, process timestamps |
| Software record |
Android version, firmware, preload application package, custom UI revision |
| Quality record |
Functional test, touch calibration, aging result, repair history |
| Outgoing record |
FQC/OQC result, carton ID, pallet ID, container, shipment reference |
| Custom config |
Logo version, custom interfaces, pre‑loaded apps specific to customer |
| Service record |
Warranty claim, field failure analysis, corrective action reference |
6.4 Traceability for Quality Incidents
- Customer reports an issue with a specific SN → system retrieves full production history.
- Check if the issue is concentrated on a particular panel batch, touch module, mainboard version, line or shift.
- Identify all potentially affected units (by component batch or date range).
- Implement targeted screening, rework or field upgrades.
- Feed root‑cause findings back to supplier, engineering, quality and after‑sales teams.
6.5 Traceability for Customer Audits
On‑site demonstration:
- Auditor randomly picks a finished unit SN from the production line or warehouse.
- Operator enters SN into MES traceability portal.
- System displays: order, model, production date, line, shift, key component batches, test results, aging log, FQC/OQC records and shipment details.
- Auditor can verify data consistency with physical records and witness the entire chain.
This demonstration is part of our standard factory audit route and can be performed on demand.
7. Quantified Benefits: KPI Framework for Factory Audits
| Área |
KPI |
Measurement Method |
Audit Evidence |
| SMT automation |
Produção por hora laboral |
Qualified PCBs ÷ direct labor hours |
MES production reports |
| SMT quality |
DPPM / FPY / rework rate |
Quality records by line & product |
AOI, SPI, quality reports |
| Warehouse efficiency |
Material search & picking time |
Timestamp from WMS task logs |
WMS operation logs |
| Warehouse accuracy |
Inventory accuracy |
System quantity vs. physical count |
Cycle count reports |
| Material control |
Wrong‑pick / short‑pick rate |
Picking exceptions ÷ total picks |
WMS exception reports |
| Production visibility |
Plan attainment |
Actual output ÷ planned output |
MES dashboard |
| Delivery performance |
On‑time delivery rate |
On‑time shipments ÷ total shipments |
ERP shipment reports |
| Rastreabilidade |
SN record completeness |
Retrievable records ÷ sampled SNs |
SN query demonstration |
| Quality response |
Corrective action closure time |
Date closed − date opened |
NCR / 8D reports |
Measurement Periods
- Daily/Weekly: Output, yield, WIP, picking exceptions
- Monthly: Inventory accuracy, wrong‑pick rate, OTD, rework rate
- Quarterly: Supplier performance, quality improvement, system data completeness
- Annually: Automation ROI, labor productivity, customer audit results
8. Measuring Automation ROI Without Overclaiming8.1 ROI Measurement Dimensions
- Direct labor hours saved
- Output per shift increased
- Rework, scrap and repair cost reduction
- Line stoppages reduced (due to shortages, wrong materials, search time)
- Delivery forecast accuracy improved
- Inventory accuracy and obsolete stock reduction
- Customer complaints and field failure risk lowered
8.2 Basic KPI Formulas
- Labor Productivity = Qualified Units Produced ÷ Direct Labor Hours
- First‑Pass Yield = (Units Passed Without Rework ÷ Total Units Tested) × 100%
- Inventory Accuracy = (Correct Inventory Records ÷ Total Records Checked) × 100%
- On‑Time Delivery Rate = (Orders Shipped On or Before Confirmed Date ÷ Total Orders Shipped) × 100%
- SN Traceability Completeness = (Sampled SNs With Complete Records ÷ Total Sampled SNs) × 100%
8.3 Data Disclosure Approach
- Use percentage changes rather than absolute numbers where sensitive.
- Show 6‑ or 12‑month trends instead of a single snapshot.
- Provide ranges for capacity and lead time.
- Anonymise customer names and specific order volumes.
- For qualified customers under NDA, more detailed data can be shared in the audit package.
9. Factory Audit Evidence Package
9.1 Recommended Audit Documents
- ERP / MES / WMS system architecture diagram
- Order‑to‑shipment data flow chart
- Work order and electronic SOP examples (sanitised)
- SMT equipment list, AOI/SPI logs and line performance reports
- WMS location, barcode, picking and cycle count examples
- SN traceability query screenshots or live demo
- Quality test, aging and FQC/OQC records
- Monthly KPI dashboards: FPY, DPPM, inventory accuracy, OTD, wrong‑pick rate
- NCR (non‑conformance report) and 8D improvement case
- Data backup, access control and system failover procedures
9.2 Factory‑Audit Demonstration Route
1. Conference room
Introduce ERP/MES/WMS architecture and KPI trends.
2. IQC & Warehouse
Show material receipt, status control, location scanning and picking.
3. SMT line
Demonstrate barcode, SPI, AOI and real‑time data capture.
4. Assembly & testing
Show work order, SOP, Poka‑Yoke, station scanning and test result binding.
5. Aging & FQC/OQC
Review aging logs, final test and outgoing inspection records.
6. SN traceability demo
Randomly pick an SN – full history from components to shipment.
7. KPI & improvement cases
Present monthly reports, NCR/8D examples and delivery performance.
8. Q&A / data review
Open discussion on any traceability or quality data point.
9.3 Data Integrity & Business Continuity
- Controle do acesso: Role‑based permissions; quality records cannot be deleted or altered without audit trail.
- System logs: All changes (who, when, what) are automatically recorded and retained.
- Backup: Automated daily backups and off‑site replication; recovery tested quarterly.
- Offline fallback: In case of system downtime, limited paper/Excel records are allowed but must be reconciled and entered into the system within 24 hours.
10. Case Study: From Manual Records to Digital Traceability
📊 Qtenboard Internal Transformation (2023–2024)
Starting point (Q1 2023): Production, warehouse and quality data were scattered across paper forms and Excel files. Material search relied on worker memory; order status updates were manual; quality issue investigations took days.
Actions:
- Deployed integrated ERP, WMS and MES across all production lines.
- Established barcode rules for raw materials, semi‑finished and finished goods.
- Connected work orders, BOM, process steps, test results and packaging records.
- Trained all warehouse, production and quality staff on new workflows.
- Set KPIs: inventory accuracy, picking accuracy, FPY, SN data completeness.
Measurable results (by Q4 2024):
- Average material search time: 15 min → 2 min (‑87%)
- Wrong‑pick / short‑pick rate: 1.2% → 0.15% (‑87%)
- Inventory accuracy: 92% → 99.8% (+7.8 p.p.)
- SN query completion time: several hours → less than 1 minute
- Production report lag: next‑day manual → real‑time dashboard
- Quality incident batch scope: entire order → exact SN / component batch
Audit value:
- Auditors can verify any unit’s history on‑the‑spot.
- Procurement teams trust our delivery and quality data.
- After‑sales teams rapidly isolate affected units during field issues.
- Quality improvement is data‑driven, not experience‑based.
11. Frequently Asked Questions
Can you trace a finished display back to its panel and touch module batches?
Yes. Each SN is linked to the batch numbers of the panel, touch module, PCBA, power supply and other key components. This is standard for all production.
How do you prevent wrong materials from being used on the production line?
WMS validates material codes against the work order BOM before issuing. Production stations also scan material barcodes; any mismatch triggers an immediate alert and blocks usage.
Is the MES data accessible to customers?
We provide periodic production reports and, upon request, can share sanitised traceability data for specific orders. Live system access is available during factory audits.
What happens if the MES/ERP system goes down?
We have automated daily backups and redundant servers. In the rare event of downtime, production can continue with a controlled paper‑based fallback; all records are reconciled and entered into the system within 24 hours.
How do you ensure data integrity and prevent unauthorised changes?
Role‑based access control, automatic audit logs for every action, and regular user permission reviews. Critical quality records cannot be deleted or modified without an approved change request.
🔍 Ready for a digital factory audit?
Request our Digital Factory Audit Checklist Ou
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📧 Info@qtenboard.com
· 🌐 www.qtenboard.com
· 💬 WhatsApp: +86‑181-2471-3748