Smart Sorting Systems
for unstructured environments

Smart Sorting Where Variety Is the Norm

Inthe Agri & Foodand Recycling & Waste Management sectors, product and material flows are often variable, contaminated, or unpredictable. Shape, color, texture, location, and quality vary by batch, season, or flow. Traditional automation quickly reaches its limits in these situations.

RIWO helps OEMs and mass-production machine builders with smart sorting systems that incorporate RIBOTIC Perception, RIBOTIC Manipulation , and machine control. This allows you to translate complex variations into reliable sorting actions within an industrially viable machine concept.

Discuss your sorting challenge

For OEM machine builders

Do you develop production-line machines for end customers in the Agri & Food or Recycling & Waste Management sectors? If so, you’re increasingly dealing with product and material flows that aren’t entirely predictable.
End customers are looking for greater automation, higher reliability, and flexible solutions that can adapt to changing requirements.

RIWO collaborates on the integration of perception, robotics, and machine control into new or existing machine concepts. From the initial feasibility study through to industrial application, we work with you to address engineering, safety, software, integration, and manufacturability.

On Perception
to the sorting event

A smart sorting system must be able to perceive, make decisions, and act reliably within the overall process. To achieve this, RIWO combines perception, manipulation, and machine control into a single integrated solution.

RIBOTIC Perception
Recognizes and classifies objects using Vision AI, even when products or materials vary in shape, color, texture, orientation, damage, or degree of contamination. Examples include recognition of product type, material type, quality grade, defects, or contamination.

RIBOTIC Manipulation
Enables automated object movement in dynamic situations. For example, when objects are scattered randomly, have different shapes, or are located among obstacles.

Machine Control
Connects sensing, decision-making, and motion with the rest of the machine, such as PLC control, robot controllers, HMI, safety systems, industrial communication, and interfaces with higher-level systems.
This results in a sorting system that not only recognizes objects but also performs reliable sorting actions.

Can be integrated into your machine architecture

RIBOTIC Perception is not a standalone AI experiment, but rather part of the complete machine system. RIWO ensures that perception, decision-making, and execution align with the existing or newly developed machine architecture. Among other things, we focus on PLC control, robot controllers, HMI, MES and SCADA integrations, edge computing, industrial communication, safety and security architecture, and customer-specific machine design.

As a systems integrator , RIWO combines robotics, vision, software, safety, and machine control all under one roof. This ensures clarity, speed, and manageability. You stay in control; we provide reliable technical integration.

RIWO_Solution_Sorting Systems_Agri_Vision

The digitization of machines and production processes is advancing at a rapid pace. Stricter regulations require organizations to take digital resilience seriously. How can you ensure you’re compliant in a timely manner? Find out in our TechTalk on Digital Threats.

Need help with development, integration, or feasibility?

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Applications in
Recycling & Waste Management

Recognition and Classification in Mixed Material Streams

In recycling and waste processing, material streams are often mixed, contaminated, and unpredictable. Objects vary in shape, color, material, orientation, and condition. This makes reliable detection and classification challenging, especially when speed and continuity are important.

Possible applications include:

Recognition of different types of materials;
Classification of waste items in mixed streams;
Detection of contamination, anomalies, or foreign objects;
Sorting based on visual characteristics;
Analysis and optimization of fluctuating material flows.

This makes it possible to develop sorting technology that adapts to changing waste streams, stricter requirements, and the need for more efficient processing.

Applications in
Agri & Food

Smart Sorting Where Natural Variation Is the Norm

In the Agri & Food sector, no two products are exactly the same. Shape, color, size, texture, ripeness, and damage can vary by batch, season, or growing conditions. This calls for sorting technology that can accommodate natural variation.

Possible applications include:

Sort by shape, color, size, or texture;
Classification of organic products;
Identification of abnormalities, damage, or deformities;
Quality control of natural products;
Processing of waste streams, byproducts, or varying product streams.

This results in a sorting system that is better suited to the realities of the Agri & Food sector: variable, seasonal, and often less predictable than standard industrial processes.

It all starts with an idea

An idea for a smart sorting system often emerges early in the conversation with your end customer. The need is clear, but the technical path isn’t yet. Which objects need to be recognized? What level of variation is acceptable? Which technology is best suited to the process? With RIWOLUTION “Boost your innovation,” RIWO helps you explore such an idea in a manageable way before you make major investments. We provide support with:

Exploration of the application;
Technical feasibility analysis;
Concept Development;
Platform and integration choices;
Possible grant opportunities.

Start with a feasibility study

In practice

A smart sorting system must not only work in a test setup, but also function reliably in your end customer’s environment. That is why RIWO focuses on industrial applicability, safety, and maintainability from the very beginning. We take the following into account:

Reliability under real-world conditions;
Validation of recognition and sorting decisions;
Safety and safety architecture;
Documentation and maintainability;
Cybersecurity and digital resilience;
Expansion to include new objects, materials, or sorting classes.

RIWO has been working with OEMs and machine builders for many years in environments where continuity and reliability are crucial—from the initial concept through to long-term field deployment.