NCN CUSTOMER CASES · REAL PRODUCTION

Food Packaging End-of-Line Automation Case Studies

Real Production Projects in Weighing, Labelling, AI Vision, Quality Inspection and Data Integration

NCN Automation has deployed weighing and labelling, print-and-apply systems, AI product recognition, vision verification, checkweighing, metal detection, conveying and production-data integration at food-processing sites. These published projects help manufacturers assess solution design and implementation issues under comparable operating conditions.

Weighing & Labelling AI Recognition / Vision Verification Checkweighing / Metal Detection Top & Bottom Labelling Integrated Conveying API / MES / ERP Ongoing Customer Relationships
Validated in ProductionThese examples are drawn from equipment and systems already used in actual production.
Operation & Continuous ImprovementSome projects have been updated over time to accommodate changes to labelling, software or production rules.
Repeat Orders & ExpansionSome customers extended their installations to additional lines, equipment or facilities after the initial project.
Equipment + Software + DataThe examples cover both stand-alone machines and integrated automation with interfaces and production records.
HOW TO READ THESE CASES

What to Look for in a Case Study Beyond the Equipment Photos

The same equipment type can require different configurations depending on product dimensions, weights, packaging, throughput and environmental conditions. These cases explain the engineering choices, the connections between machines and the matching of products, labels and data, including whether the approach was adopted again after running in production.

01 · PRODUCT

Product and Pack Format

Trays, flexible bags, cartons and heavy boxes have different conveying, weighing and application requirements.

02 · THROUGHPUT

Production Throughput & Continuity

The system must run reliably at actual line speed, not merely meet a machine’s published maximum.

03 · LABEL & QUALITY

Labelling & Quality Control Logic

Projects may combine weighing, variable labels, scanning, vision verification, metal detection and reject handling.

04 · DATA

Software & Data Relationships

When product information, orders, weights and labels come from a host system, machinery forms part of the production data flow.

FEATURED CASES

Two Examples of Longer-Term Engineering Work

One shows continuing cooperation and adoption across facilities after production trials. The other shows how weighing and labelling equipment remains connected to a customer’s business systems as requirements change.

PROJECT CASES

Further Production Case Studies

The following projects include frozen-food tray sealing and labelling, AI identification and post-labelling vision checks, cooked-food integrated lines, scanning and warehouse API connections, heavy seafood cartons with two-sided labels, metal detection with weighing and labelling, and top/bottom labelling.

Huai'an Frozen-Food Tray Sealing and Print-and-Apply Labelling in Production
Frozen Foods · Tray Packaging · In Production

Huai’an Frozen-Food Factory — Tray Sealing & Print-and-Apply Labelling

After film sealing and transfer, trays of wontons enter an automatic print-and-apply labelling station. The installed line focuses on synchronising conveyor transfer and production rates between upstream packaging and downstream labelling.

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AI Recognition and Vision-Verified Labelling of Chilled Meat
AI · WEIGHING · VISION

Chilled Meat — AI Recognition, Weighing, Labelling & Vision Verification

AI product recognition, in-motion weighing, variable-data label printing and application, and post-labelling vision inspection are integrated for multiple SKUs of chilled meat trays.

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Ningxia Cooked-Food Integrated Weighing, Labelling and Metal Detection Line
COOKED FOOD · ENDLINE

Ningxia Cooked-Food Factory — Integrated Weighing, Labelling & Inspection

Two automated lines were installed initially and a third was added later. The project includes weighing, on-demand label printing and application, metal detection, rejection, merged conveying and end-of-line collection.

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Cooked-Food Scanning and Weighing Data Warehouse API Integration
SOFTWARE · SCAN · API

Cooked-Food Factory — Scanning and Warehouse Data Integration

PLC-triggered scanning, industrial-PC barcode reception, product data retrieval through an API and aggregated weighing records establish a searchable relationship between items, barcodes, weights and warehouse receipts.

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Food Factory Metal Detection, Weighing, Labelling and Conveying Line
METAL DETECTION · WEIGHING · LABELLING

Food Factory — Metal Detection, Weighing, Labelling & Conveying

Two metal-detection/rejection machines, two integrated weighing-and-labelling units and two custom conveyor sections form a continuous food-packaging end-of-line system.

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Seafood Heavy Carton Weighing and Two-Sided Print-and-Apply Labelling
AQUATIC · HEAVY CARTON

Seafood Processing — Heavy Carton Weighing & Two-Sided Labelling

For heavy cartons weighing 20–60 kg, varying box formats and cold, humid operating conditions, the system weighs each carton and prints and applies labels to both sides.

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Seafood Weighing and Labelling Automation Project
SEAFOOD · WEIGHING LABELLING

Seafood Weighing & Labelling Automation

Dynamic weighing, label generation and downstream end-of-line automation for different seafood product formats.

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Top and Bottom Print-and-Apply Labelling for Packed Foods
TOP & BOTTOM LABELLING

Top & Bottom Print-and-Apply Labelling for Packed Food

Print and apply labels to the top and underside of packed foods during continuous conveying, alongside related transfer and inspection stations.

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Integrated Two-Sided Labelling and Inspection for Food Trays
INTEGRATED LABELLING LINE

Two-Sided Smart Labelling & Inspection Line for Food Trays

Product spacing, top and bottom print-and-apply units, vision recognition and exception routing form a continuous automated workflow.

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About Disclosure of Customer Projects Some projects can be published with the customer’s name and on-site details. Where confidentiality limits disclosure, we describe the industry, location or application instead. Only information approved or suitable for public release is shown.
PROJECT MATCHING

Which Case Is Most Relevant to Your Line?

Do not choose a reference only because it is from the same industry. These four comparisons usually provide a better indication of what can be transferred.

Does the product format match?

Trays, bags, standard cartons and heavy boxes differ in stability and therefore affect conveying and weighing design.

Are the weights, dimensions and throughput comparable?

Assess your actual product range and target rate rather than relying on an equipment category.

Are the labelling and inspection requirements similar?

Check whether the process needs fixed or variable labels, multiple labels, scanning, vision inspection or metal detection.

Is production data integration needed?

If orders, SKUs, labels or traceability information come from MES/ERP, the interface is part of the engineering scope.

About NCN Automation

Founded in 2015, NCN Automation Technology (Shanghai) Co., Ltd. specialises in food packaging end-of-line automation, covering weighing and labelling, on-demand print-and-apply, online checkweighing, AI product recognition, vision inspection, robotic labelling and production data integration.

Learn About NCN
FAQ

Frequently Asked Questions About Our Case Studies

Can I use the same equipment configuration on my production line?
Not without reviewing your products, dimensions, weight range, throughput, labels, inspection requirements and layout. A case study helps identify an engineering approach and potential risks; it does not replace project-specific equipment selection.
Why do some case studies identify the customer while others do not?
Disclosure depends on the project’s publication and confidentiality requirements. Where customer identities or factory details cannot be shared, the website describes the industry, region or application using information suitable for public release.
Why do weighing and labelling projects often require software or MES/ERP integration?
When production orders, SKUs, label templates, batches or traceability data are managed centrally, equipment needs agreed interfaces to retrieve the relevant job and return weighing, printing or application results.
Can I refer to a project with similar products but different throughput?
Yes, for process and system logic. However, machine design, weighing time, product spacing, print content, applicator motion and inspection stages can affect achievable speed. Performance must be checked against actual products, operating conditions and, where needed, sample testing.

Planning a Similar Food Packaging Automation Project?

Send product photos or videos, dimensions and weights, line speed, label samples, application positions and a layout drawing. These details help us identify which reference projects offer useful guidance.

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