Particle Size Distribution

Particle Size Distribution: Controlling PSD in Ceramic Bodies

Particle size distribution is one of the main variables that controls how a ceramic body behaves from forming through firing. It can affect packing, permeability, burnout response, sintering rate and the final microstructure. Although ceramic powder particle size is often reported as a single value such as d50, that number does not describe the full distribution. The proportions of fine, intermediate and coarse particles, along with their interactions during compaction, drying and firing, often have a greater influence on production behavior.

In practice, many ceramic defects can trace back to particle size distribution rather than chemistry. Lamination, bloating, uneven shrinkage and inconsistent fired density may appear even when raw material chemistry has not changed. Particle size distribution therefore needs to be treated as a production control variable.

Particle Size Distribution in Ceramic Systems

Particle size distribution (PSD) is typically described using cumulative values such as d10, d50 and d90, along with span and curve shape. These values represent the particle diameters below which 10%, 50% and 90% of the measured sample falls, based on the measurement method. Together, they help identify the fine fraction, median size, distribution width and coarse tail.

  • Narrow distributions tend to pack in a predictable way but can limit achievable green density.
  • Broad/bimodal distributions allow fines to fill voids between larger particles, which can increase green density while reducing permeability.
  • Multimodal distributions are often used in refractories and porous ceramics where gas flow, thermal shock behavior or crack deflection are part of the design target.

PSD should never be considered alone. Particle shape and surface area also affect processing. Angular particles raise interparticle friction during forming, while fine powders have more surface area per unit mass. This can accelerate sintering reactions, but it also increases binder and dispersant demand, promotes agglomeration and changes burnout behavior.

Particle Size Distribution Measurement & Characterization

The choice of measurement method depends on size range and material type. Sieve analysis is still widely used for coarse grogs, aggregates and refractory fillers above roughly 45 µm. Finer powders are commonly evaluated using laser diffraction particle analysis or sedimentation based methods. In many plants, laser diffraction is used to compare lots over time and to detect shifts in fines content or coarse tails rather than to predict forming or firing behavior by itself.

Measurement quality depends heavily on how the sample is prepared. Poor sampling can hide lot-to-lot variation. Inadequate dispersion can make a powder appear coarser than it really is, while overly aggressive dispersion can break weak agglomerates that are present during actual toll processing. Both cases lead to misleading conclusions.

Interpreting a PSD curve also requires context. Two ceramic materials can share a similar d50 while behaving very differently if one distribution is narrow and unimodal and the other is broad / bimodal. Particle shape adds another layer of complexity. Angular or high-aspect ratio particles often behave as larger effective sizes during packing and forming than their reported equivalent spherical diameter would suggest.

Particle Size Distribution

PSD Effects on Green Body Packing & Density

As fines content increases, several effects can occur at the same time:

  • Green density increases as fines fill interstitial voids
  • Permeability decreases, limiting gas flow through the body
  • Thick sections become more sensitive to burnout constraints
  • Pressed bodies may require changes to compaction pressure, binder loading or lubrication as die wall friction increases
  • Extruded bodies show higher torque and a narrower moisture window

These effects are tightly linked. Increasing fines can improve density but often raises risk during burnout and forming. The right balance depends on forming method, section thickness and firing schedule.

Particle Size Distribution & Binder Burnout Behavior

During binder decomposition, particle size distribution controls how easily gases can move through the body. Systems with excessive fines or very dense packing can restrict gas pathways during binder decomposition. If sintering begins before decomposition products have escaped, pores may close around the remaining gases.

Burnout behavior shifts as fines increase. Bodies rich in sub 5 µm particles often need slower heating rates through roughly 200-500 °C to avoid pressure buildup, blistering or lamination. Coarser distributions can tolerate faster schedules but usually give up some green strength. This tradeoff is easy to overlook (and often shows up only after firing problems appear).

PSD Control During Raw Material Processing

Particle size distribution is established and modified during crushing, milling and classification. Different milling routes create different distributions.

  • Ball milling produces broad distributions through impact and attrition.
  • Attrition milling generates fines quickly and raises surface area.
  • Jet milling produces tighter distributions but is typically limited to finer technical powders.
  • Wet milling tends to give uniform size reduction but increases the chance of reagglomeration during drying.
  • Dry milling can maintain sharper cutoffs but may generate excess fines through abrasion.

Classification steps such as screening or air separation are often needed to stabilize distributions in production. Nominal mesh designations alone are not sufficient. Materials sold as fine grades can still contain small amounts of oversize particles that drive surface defects, lamination or localized shrinkage if they are not managed.

Recycled and repurposed materials add another layer of variability. Differences in hardness, prior firing history and contamination make PSD drift more likely, which is why tighter incoming controls and frequent checks are usually required.

Challenges of Fine Ceramic Powders

Fine ceramic powders can accelerate sintering and support more uniform fired microstructures, but reducing particle size also changes how the material behaves during mixing, forming, drying and burnout.

Agglomeration

Fine powders have high surface area and surface energy, which makes them prone to agglomeration. Weak agglomerates may break apart during mixing or forming, while harder agglomerates can remain in the body and behave as oversized particles.

Poor dispersion can produce variations in packing density, binder distribution and local shrinkage. Dispersants, mixing sequence, solids loading and milling conditions may need to be adjusted as the fine fraction increases. Measuring the dispersed primary particles without evaluating the agglomerates present in production can also give an incomplete picture of actual processing behavior.

Processing Time and Energy Use

Producing finer powders generally requires longer milling cycles and more energy. As particle size decreases, additional milling may generate a relatively small reduction in d50 while creating more fines, contamination or heat.

This makes the finest achievable powder different from the most practical powder for production. Milling targets should be based on forming behavior, fired properties and allowable process time rather than particle size alone.

Handling and Safety

Fine powders are more prone to dusting, static accumulation and loss during transfer. Some materials may also present inhalation or combustible dust hazards, depending on their chemistry and particle characteristics.

Powder handling procedures may require enclosed transfer, dust collection, grounding and bonding, appropriate respiratory protection and controlled housekeeping practices. Material-specific safety data and facility hazard assessments should guide these controls.

PSD Impacts on Sintering & Fired Microstructure

Particle size distribution has a direct effect on sintering onset and densification rate. Fine particles accelerate diffusion and neck formation, which lowers initial sintering temperature but increases total shrinkage.

Broad distributions promote uneven sintering. Fines densify early while coarse particles lag, which affects pore shape and grain growth. Too many fines can cause early pore closure and exaggerated grain growth. Coarse-dominated systems may retain open porosity even at peak temperature. Managing PSD allows fired density and pore structure to be adjusted without changing chemistry.

Application-Specific PSD Targets

Dense structural and technical ceramics often use controlled bimodal distributions to balance density and burnout behavior. Porous ceramics used for filtration or catalyst supports rely on controlled coarse fractions to maintain interconnected porosity after firing.

Refractories commonly use multimodal systems that combine fines, grog and intermediate fractions to manage thermal expansion, slag penetration and thermal shock response. Extruded and granulated bodies need distributions that remain workable during forming and stable during handling.

Spray-dried granules add a second size scale that should be considered when interpreting powder PSD data, especially when correlating lab measurements with forming behavior.

Guidelines for Controlling Particle Size Distribution

Control starts with setting PSD targets that match forming method, section thickness and firing conditions. Specifications should address not only median size but also span and fines content.  Routine monitoring helps catch drift early:

  • Watch fines percentage and coarse tail movement
  • Link PSD shifts to changes in forming pressure, torque, or moisture response
  • Recheck PSD when defects such as lamination, bloating, or uneven shrinkage appear
  • Review PSD together with binder loading and firing adjustments

When corrections are needed, changes to milling time, fines balance or classification are often more effective than altering chemistry.

Contact IntoCeramics for Toll Manufacturing Support

IntoCeramics works with ceramics manufacturers to diagnose particle size distribution issues, adjust formulations and align raw material processing with forming and firing constraints. This work often combines plant data with particle size distribution measurements, including laser diffraction where it makes sense, to support root-cause analysis, incoming material comparisons and verification of process changes.

Contact ourceramic engineering team to discuss particle size distribution challenges in your toll manufacturing process.