AI Chips Running Hot: Why Three-Roll Mills Become the "Efficiency Amplifier" for Graphene Thermal Pads?

2026-07-15 13:56

If you were told that a thermal pad less than 1mm thick must shoulder the heat dissipation responsibility for a 300W+ chip inside an AI server, you might find it a bit hard to believe.

Even more unbelievable: even if the formula includes top-tier graphene, if these nanoscale lamellar materials aren't "properly handled" during processing, the thermal conductivity of the pad could be cut in half.

Driven by AI large models, high-performance GPUs, and new energy vehicles, chip power consumption continues to rise. Traditional thermal silicone greases and ordinary graphite sheets are beginning to show their limitations. Graphene thermal pads, with their extremely high theoretical thermal conductivity, lightweight properties, and excellent flexibility, have become a "star material" in the thermal management field. From AI servers to power batteries, from 5G base stations to power semiconductors, their presence is becoming increasingly common.

 

But a consensus is forming across the industry: thermal performance is 70% determined by material formulation and 30% by processing technology—and within that 30%, one of the most critical pieces of equipment is the three-roll mill.

 

Does Adding Graphene Guarantee Better Thermal Conductivity?
Many people assume that as long as graphene is added, thermal conductivity will definitely improve. In reality, during the production of thermal materials, graphene sheets have a large specific surface area and are prone to agglomeration due to van der Waals forces. At the same time, thermal systems typically also incorporate high-loading thermal fillers such as boron nitride, aluminum oxide, magnesium oxide, and aluminum nitride—these powders also readily form agglomerates with each other.

 

If the material is not sufficiently dispersed, a series of problems may arise:

  • The thermal conduction network cannot form continuously, and overall thermal conductivity decreases;
  • Thermal fillers aggregate locally, affecting the material's flexibility and compression performance;
  • Batch-to-batch consistency deteriorates, compromising quality stability;
  • Defects such as particles and scratches are prone to appear during coating and calendering processes.

Therefore, the microscopic dispersion state of the material often determines the ultimate performance of thermal materials.

 

Why Have Three-Roll Mills Become "Standard Equipment" in Thermal Pad Factories?
During thermal paste processing, high-speed mixing equipment can complete raw material pre-mixing. However, for nanomaterials and high-filler systems, mixing alone typically cannot achieve uniform dispersion at the microscopic level. Three-roll mills apply high shear forces generated between three rollers with different linear speeds, with material passing continuously through micron-level roll gaps, achieving thorough dispersion of agglomerated particles.

Compared to conventional mixing, three-roll mills offer the following advantages:

  • Higher dispersion uniformity: Effectively improves the distribution of thermal fillers such as graphene, boron nitride, and aluminum oxide, helping to establish a more continuous thermal conduction network.
  • More stable processing quality: Through precision gap control, each batch of material achieves more consistent processing results, improving product stability.
  • Suitable for high-viscosity materials: For high-viscosity systems such as thermal greases, thermal gels, and thermal pastes, three-roll mills provide sustained and stable high-shear capability.
  • Reduced particle agglomeration risk: Further minimizes microscopic agglomeration in the material, providing a better foundation for subsequent coating, calendering, and molding processes.

▲ ZYE three-roll mill processing graphene material effect

▲ Resin + graphene: microscopic comparison before and after milling

Beyond Thermal Pads: The Broad Battlefield of Precision Dispersion Processes
This logic of precision dispersion has long since permeated multiple corners of advanced manufacturing. In silicon-carbon anode slurries for new energy batteries, in silver pastes for semiconductor packaging, in photovoltaic conductive inks, and even in the efficient dispersion of carbon nanotubes—three-roll mills play the role of "unsung heroes."

 

As material systems race toward nanoscale dimensions, higher filler loadings, and higher viscosities, fine milling is no longer an "option"—it is the critical factor determining whether a product can transition from the laboratory to mass production.

Hard Power Support: The Self-Cultivation of a Precision Three-Roll Mill
In recent years, R&D on high-performance materials has placed ever-higher demands on equipment precision. To stably handle these high-value-added materials, the three-roll mill itself must also be "hardcore" enough. A precision three-roll mill that you can rely on typically needs to possess the following capabilities:

  • Micron-level roll gap adjustment capability, improving milling precision;
  • Stable linear speed ratio control, enabling repeatable processes;
  • High-hardness wear-resistant rollers, suitable for high-filler, abrasive materials;
  • Water-cooling or temperature control system, reducing thermal impact on materials;
  • Easy disassembly and cleaning design, meeting multi-formulation R&D needs in laboratory settings.

For high-value-added products such as thermal materials and electronic pastes, even a slight fluctuation in equipment performance can devalue an entire batch. Cutting costs on precision often comes with paying a much greater price in yield loss.

 

ZYE Technology: Making Precision Milling a Reliable Cornerstone of Thermal Management Innovation
As an equipment supplier deeply rooted in the precision three-roll mill field, ZYE Technology has long served industries including new energy, electronic materials, semiconductors, and thermal materials. For complex systems such as graphene thermal pads, TIM interface materials, and high-thermal-conductivity greases, our equipment features high-precision roll gap adjustment and wear-resistant designs, helping customers optimize microstructure and improve product consistency and stability.

Looking ahead, as AI computing power, new energy, and advanced packaging continue to evolve, the high-performance materials market will welcome new opportunities. As a key piece of equipment for high-shear dispersion, precision three-roll mills are helping enterprises solve real-world challenges—agglomeration, uneven dispersion, and batch fluctuations. For material R&D and manufacturing companies, choosing a stable and reliable precision three-roll mill is not just equipment upgrading, but also an important step toward enhanced competitiveness and R&D efficiency.