Why Does This Production Line Keep Stopping? The Impact of Particle Behavior on Manufacturing and the Importance of DEM Analysis

Why Does This Production Line Keep Stopping? The Impact of Particle Behavior on Manufacturing and the Importance of DEM Analysis


Unexpected production stoppages, efficiency losses, and rising maintenance costs are among the most common challenges faced by manufacturers today. In many cases, these issues are initially attributed to mechanical failures, equipment malfunctions, or control system problems. However, the root cause is often hidden within the process itself: particle behavior.

Conveyors may be operating properly. Sensors may be functioning as expected. Motors and mechanical components may show no signs of failure. Yet the system still fails to achieve its target performance.

The reason may lie in the movement, interaction, and behavior of the particles flowing through the process.

From mining and cement production to food processing and chemical manufacturing, bulk materials are transported and processed in the form of powders, granules, pellets, ores, and aggregates. The way these particles move, collide, accumulate, and break directly impacts operational efficiency, equipment life, and product quality.

Hidden Problems in Production Systems

Many issues associated with particulate materials are difficult to observe directly. Over time, however, they can lead to significant operational and financial consequences.

Blockages and Flow Interruptions

Irregular material flow can cause blockages in:

  • Chutes
  • Hoppers
  • Silos
  • Feeding systems
  • Transfer points

These blockages not only stop production but also require maintenance interventions, resulting in lost productivity and increased operating costs.

Even a few hours of downtime can represent substantial losses in high-volume manufacturing environments.

Equipment Wear

Particles continuously collide with equipment surfaces during operation.

Over time, these repeated impacts can cause:

  • Surface erosion
  • Material degradation
  • Reduced equipment lifespan
  • Increased replacement costs
  • Unplanned maintenance shutdowns

Wear is a major concern in industries such as mining, cement, power generation, and bulk material handling, where equipment is constantly exposed to abrasive materials.

Particle Breakage and Product Quality Issues

In some applications, particle breakage is desired. In others, it must be minimized.

Uncontrolled particle fragmentation can lead to:

  • Changes in particle size distribution
  • Reduced product quality
  • Increased energy consumption
  • Material losses
  • Process inefficiencies

Understanding when, where, and why particles break is critical for optimizing production processes.

Inefficient Material Flow

The flow behavior of particles directly affects process performance.

Poor material distribution can result in:

  • Uneven loading
  • Reduced throughput
  • Increased energy consumption
  • Lower operational efficiency

Without a clear understanding of particle dynamics, identifying the source of these problems can be extremely difficult.

Can These Problems Be Identified Before Production Begins?

Traditionally, manufacturers relied on physical testing and trial-and-error approaches to identify process issues.

While effective in some cases, physical testing is often:

  • Time-consuming
  • Expensive
  • Limited in scope
  • Difficult to repeat

Today, advanced engineering simulation technologies make it possible to predict and eliminate many of these problems before equipment is manufactured or installed.

This is where DEM technology becomes essential.

What Is DEM Analysis?

DEM (Discrete Element Method) is a numerical simulation technique used to model and analyze the behavior of particulate materials.

In a DEM simulation, each particle is individually represented and its interactions with other particles and surrounding equipment are calculated.

DEM enables engineers to study:

  • Particle motion
  • Collisions
  • Friction
  • Rolling behavior
  • Material accumulation
  • Breakage mechanisms
  • Equipment interaction

By visualizing and analyzing particle behavior, engineers gain valuable insight into what is happening inside a process that would otherwise remain invisible.

With DEM analysis, it becomes possible to:

  • Evaluate material flow
  • Identify blockage zones
  • Predict wear locations
  • Analyze particle breakage
  • Optimize equipment designs
  • Improve process efficiency

Advanced DEM Analysis with Ansys Rocky

Ansys Rocky is one of the world's leading Discrete Element Method simulation solutions.

Developed specifically for particle dynamics applications, Rocky provides highly realistic particle modeling capabilities and exceptional computational performance.

Realistic Particle Shapes

In reality, particles are rarely perfect spheres.

Many materials possess irregular, elongated, fibrous, or angular geometries that significantly influence their behavior.

Ansys Rocky accurately models:

  • Irregular particle shapes
  • Fibers
  • Shell-like particles
  • Custom geometries

This capability enables more realistic simulations and more reliable engineering decisions.

Multi-GPU Technology

Particle simulations often require significant computational resources.

Ansys Rocky utilizes advanced Multi-GPU technology to dramatically accelerate simulation performance.

Benefits include:

  • Faster solution times
  • Large-scale particle simulations
  • Millions of particles analyzed efficiently
  • Reduced product development cycles
  • Improved engineering productivity

This allows organizations to evaluate more design alternatives within shorter project timelines.

CFD-DEM Coupling for Fluid-Particle Interactions

Many industrial processes involve both particles and fluids.

Examples include:

  • Cyclone separators
  • Pneumatic conveying systems
  • Filtration equipment
  • Fluidized beds
  • Dust collection systems
  • Industrial mixers

To accurately predict system performance, both fluid flow and particle motion must be analyzed simultaneously.

Ansys Rocky integrates seamlessly with Ansys Fluent to perform CFD-DEM simulations.

This coupling enables engineers to study:

  • Air-particle interactions
  • Fluid-particle forces
  • Particle transport behavior
  • Separation efficiency
  • Pressure losses

The result is a more comprehensive understanding of complex industrial processes.

Structural Analysis Integration

Particles do more than simply move through equipment.

Their impacts generate forces that affect structural integrity.

Through integration with Ansys Mechanical, Rocky enables engineers to evaluate:

  • Impact loads
  • Pressure distributions
  • Stress concentrations
  • Structural durability
  • Fatigue effects

This capability helps improve equipment reliability while reducing maintenance costs and operational risks.

Simulating Particle Behavior in Moving Equipment

Many industrial systems involve moving components that influence particle flow.

Examples include:

  • Crushers
  • Screens
  • Conveyors
  • Mixers
  • Rotating drums
  • Heavy machinery

Ansys Rocky integrates with Ansys Motion to simulate interactions between particles and moving mechanical systems.

This provides engineers with a realistic representation of operational conditions and helps optimize machine performance.

Advanced Particle Breakage Modeling

Particle breakage plays a critical role in many industrial processes.

Ansys Rocky includes advanced breakage models capable of predicting:

  • Impact-induced fragmentation
  • Crack initiation
  • Particle size evolution
  • Product size distribution

These capabilities are particularly valuable in mining, mineral processing, crushing, milling, and material handling applications.

Industries That Benefit from DEM Analysis

DEM simulation is widely used across multiple industries, including:

Mining

Ore handling, crushers, screens, conveyors, and material transfer systems.

Cement

Raw material handling, grinding operations, and storage systems.

Power Generation

Coal transportation and fuel feeding systems.

Chemical Processing

Powder handling, granulation, and mixing applications.

Food Processing

Grains, sugar, animal feed, and bulk ingredient transportation.

Pharmaceutical Manufacturing

Tablet production, coating, blending, and powder processing.

Recycling

Material separation, shredding, and sorting operations.

Defense and Heavy Industry

Advanced material handling and specialized process simulations.

 

Many production challenges originate from particle behavior that cannot be directly observed during operation.

Blockages, wear, breakage, and inefficient material flow can significantly impact productivity, equipment life, and operational costs.

DEM simulation provides engineers with the ability to understand these hidden phenomena before they become costly problems.

With its advanced particle modeling capabilities, Multi-GPU performance, and seamless integration with Ansys Fluent, Ansys Mechanical, and Ansys Motion, Ansys Rocky empowers organizations to optimize designs, reduce maintenance costs, improve product quality, and increase overall production efficiency.

In modern engineering, seeing what cannot be seen is often the key to building more reliable, efficient, and competitive systems.