Rail Wagon Recognition System: How INFOCOM's Software Supports Modern Railway Logistics

In railway logistics, efficiency often depends on how quickly and accurately individual wagons can be identified. Manual recording of wagon numbers is time-consuming, prone to mistakes and difficult to manage when traffic volumes are high.

To address this, INFOCOM offers a rail wagon number recognition system as part of a broader solution for logistics accounting, weighing and process automation.

The system uses artificial intelligence and OCR technologies to automatically detect and recognise wagon numbers and transfer the result to higher-level business and logistics systems.

Why does automatic wagon recognition matter?

At industrial sites, rail terminals and loading stations, wagons often move in large volumes and within short time windows.

Each wagon may be linked to a specific cargo, order, destination, process step or weighing record.

When identification is performed manually, companies typically face several issues:

• slower data processing,
• a higher risk of recording errors,
• dependence on operators,
• more complicated tracking of records,
• lower transparency across logistics operations.

Automatic recognition helps turn wagon movements into reliable digital records in real time.

How does the system work?

INFOCOM’s solution is based on image capture, image analysis and character recognition.

As a wagon passes the identification point, the system can:

• capture the wagon image using cameras,
• detect the relevant area containing the wagon number,
• analyse the image using AI algorithms,
• recognise the characters using OCR,
• transfer the result to connected systems.

The entire process is performed automatically without manual data entry.

The result is fast and accurate identification that can be immediately linked to other operational and logistics data.

Why combine AI and OCR?

In industrial practice, OCR alone is not always sufficient.

Rail wagons may differ in number placement, surface condition, dirt levels, shooting angle or lighting conditions.

For this reason, INFOCOM combines conventional character recognition with artificial intelligence methods.

This approach helps the system:

• locate wagon numbers more accurately,
• work better with different marking styles,
• maintain accuracy in more difficult conditions,
• reduce false recognition results,
• provide more stable performance in real operation.

Recognition accuracy can reach up to 99%, depending on image quality, installation conditions and the surrounding environment.

More than recognition: part of a complete logistics system

Recognising the wagon number is only the first step.

The real value comes when the recognised data is integrated into the company’s operating processes.

That is why the INFOCOM solution is designed to work as part of a broader control and logistics environment.

The system can be integrated with:

• weighing systems,
• logistics databases,
• inbound and outbound material records,
• dispatching systems,
• ERP or MES platforms,
• material-flow monitoring systems.

This allows the recognised wagon number to be automatically linked to a specific event or process step.

Integration with wagon weighing

One of the most practical applications is integration with weighing systems.

If a company needs to record which wagon was weighed, when it passed through the weighing point and what result was registered, automatic identification significantly simplifies the entire process.

For each wagon, the system can automatically generate a record including, for example:

• the wagon identification number,
• the time of passage,
• the direction of movement,
• the weighing result,
• a link to the corresponding operation or cargo.

This improves data reliability and makes auditing and record tracing much easier.

Where can the system be used?

The solution is particularly suitable wherever rail wagons move regularly and automatic registration is required.

Typical applications include:

• industrial plants,
• transshipment facilities,
• logistics terminals,
• loading and unloading stations,
• railway weighing points,
• companies with private rail sidings,
• facilities with intensive flow of raw materials or finished products.

In all these environments, automatic recognition can reduce manual work while improving data quality.

Less human error, more reliable data

One of the main benefits of automation is reducing the impact of the human factor.

With manual recording, companies often face:

• typing errors,
• incomplete records,
• delayed data entry,
• inconsistent data quality between shifts.

An automated recognition system can significantly reduce these problems.

It also creates a consistent and standardised method of processing data regardless of the traffic volume.

Proper installation matters

System accuracy does not depend only on software.

Correct camera selection, positioning, viewing angle, lighting quality and the physical conditions of the installation are equally important.

When designing the system, factors such as the following need to be considered:

• wagon speed,
• camera distance,
• lighting conditions,
• dust or contamination,
• wagon marking style,
• required identification points.

Reliable operation in real conditions depends on the right combination of hardware and software.

INFOCOM: from recognition to process integration

The real value of the solution is not created by number recognition alone.

It comes from turning recognised data into a functional part of the company’s operational process.

INFOCOM therefore approaches such projects comprehensively – from solution design and technology selection to implementation and integration with existing business systems.

The objective is to help companies:

• speed up wagon identification,
• improve recording accuracy,
• automate logistics operations,
• gain better visibility of wagon movements,
• reduce errors caused by manual processing.

Automatic identification as the foundation of modern railway logistics

Digitalisation of logistics does not begin only in enterprise software. It begins with reliable acquisition of data from real physical processes.

INFOCOM’s rail wagon recognition system makes it possible to connect the physical movement of a wagon with a digital record and thereby create faster, more accurate and more transparent railway logistics processes.

That is why automatic wagon recognition can become an important step towards more modern and efficient logistics management.