Tag: AI semiconductor

  • AI Semiconductor Stacked Packages: Why the Grinding Process Became the Starting Point for Yield

    AI Semiconductor Stacked Packages: Why the Grinding Process Became the Starting Point for Yield

    Multiple wafers stacked vertically

    In semiconductor packaging, controlling thickness was long regarded as simply grinding materials thin enough. However, with the arrival of high-performance artificial intelligence semiconductors that stack multiple chip layers, that standard has changed completely. Simply making the material thinner is no longer enough to ensure bonding reliability in stacked structures, and minute thickness variations in each layer can accumulate and affect the performance of the entire package. Today, a completely different level of grinding technology is required, one that can secure micron-level uniformity and flatness at the same time.

    Cross section of wafers stacked vertically in multiple layers

    Why Thickness Uniformity Becomes a Prerequisite in Stacked Packages

    In stacked package structures where dozens of chips are piled vertically, thickness variation in each layer is not merely a dimensional issue. The more precisely designed the package substrate structure is, as in FCBGA(Flip Chip Ball Grid Array) or WLCSP(Wafer Level Chip Scale Package), the more the uniformity of remaining thickness after grinding becomes a prerequisite for all subsequent processes.

    In particular, WLCSP eliminates the substrate and mounts the chip directly onto the main board, so the impact of grinding precision appears immediately in electrical characteristics as the signal path becomes shorter. According to data from the United States Patent and Trademark Office(USPTO), the current target thickness for wafer backside grinding is about 300μm(microns), and it is expected to become even thinner in the 200 to 250μm range going forward. As the thickness target becomes lower, the allowable margin of error also becomes narrower, while the level of precision required in the process increases inversely. In this trend, the role of the grinding process is increasingly becoming a key variable in packaging quality.

    A semiconductor wafer rotating while being precision ground by a diamond wheel

    The Two-Step Structure and Tolerance Standards of Precision Grinding

    To understand the tolerance level required by precision grinding, a sense of proportion is more important than the numbers themselves. The allowable tolerance required in grinding for semiconductor manufacturing equipment is about ±2.54μm(microns), which is only a few dozenths of the thickness of a human hair, considering that human hair is about 70 to 100μm thick.

    To reliably achieve this level of precision, commercial grinding systems operate two process stages in sequence.

    • Coarse grinding stage: Rapidly removes material at a speed of about 5μm per second.
    • Fine grinding stage: Reduces the speed to 1μm per second or less to secure surface roughness and thickness uniformity.

    Reducing speed is the core principle for increasing precision, and how precisely the transition point and conditions between the two stages are controlled is the key factor that determines final yield. Equipment configuration that combines a diamond wheel with a high-precision stage is the core hardware that reliably supports this transition process, and the completeness of equipment design is directly revealed under conditions that must satisfy both fine tolerance control and repeatable reproducibility.

    Precisely processed semiconductor packages arranged on a tray

    How PKG Grinder Responds to On-Site Conditions

    When introducing grinding equipment at an AI semiconductor packaging site, the first practical question is “which package types can it support”. In many cases, a single production line must handle multiple packages at the same time, including FCBGA, WLCSP, and QFN/DFN(Quad Flat No Lead), while the target thickness required by customers differs by product.

    Huvics PKG Grinder is designed for these on-site conditions with Full Auto A/B types and Manual type options, allowing flexible selection according to the automation level of the production line and the characteristics of the product. Processing uniformly and precisely to the thickness customers require is not simply a matter of equipment specifications. It means the equipment must allow settings that reflect actual process conditions and package structures.

    The requirement to maintain stable yield even during high-speed processes in manufacturing sites that handle ultra-precision components, such as camera modules or autonomous driving sensors, directly shows how important repeatable reproducibility and in-process consistency are for equipment. As stacked structures become more complex and target thickness becomes thinner, the range of precision that grinding equipment must handle also expands. This is where the significance of PKG Grinder in this process becomes clear.

    Exterior of an automated grinding system installed in a cleanroom environment

    The complexity of stacked structures required by AI semiconductors has transformed the grinding process from a simple post-processing step into the starting point of quality. The ability to repeatedly achieve micron-level tolerances ultimately shows where the reliability and yield of the entire package are determined. As thickness targets become thinner and the number of stacked layers increases, the demand for grinding precision will continue to rise.


    Huvics is an advanced technology company that develops and manufactures automation equipment and
    production systems across the semiconductor, LED, Mobile, and Cosmetic industries.
    With top-level talent and continuous technological innovation, we support customers in improving productivity and
    securing quality competitiveness.

    Huvics Contact Information

    Phone: 031-374-8285
    Email: cdpark@huvics.com

    Huvics Inquiry

  • How Grinding Process Uniformity Determines AI Semiconductor Packaging Yield

    How Grinding Process Uniformity Determines AI Semiconductor Packaging Yield

    Optical equipment inspecting fine surface conditions and uniformity in the semiconductor packaging process

    There is one fact that only some people in the semiconductor industry know. The factor that determines the performance of cutting-edge AI chips is not the design or the material, but ‘is hidden in the uniformity of the grinding process’, which is difficult to see with the naked eye. Over time, a yield gap that is difficult to close emerges between sites that understand this fact and those that do not.

    Fine structure of a vertically stacked 3D semiconductor chip cross section

    Why thickness uniformity and flatness determine yield

    In the packaging of AI semiconductors and high-performance memory semiconductors, thickness uniformity and flatness are not simple dimensional requirements. In a 3D stacked structure where chips are stacked vertically, the surface condition of each layer directly determines the bonding quality of the upper and lower layers. According to a technical report by Applied Materials, the uniformity of the wafer surface directly affects stacking yield, reliability, and electrical performance, and even slight surface variations can degrade bonding quality.

    As the number of stacked layers increases, these requirements become even stricter. According to industry discussions reported by TrendForce, the current thickness standard for HBM4, fourth-generation high-bandwidth memory, is 775 micrometers, and raising it to the 825~900 micrometer level is being considered for next-generation HBM4E and HBM5. As technology evolves toward stacking more chips higher, how precisely the flatness of each layer is controlled determines the reliability of the entire package.

    A single thickness error can distort the path of an electrical signal, and that leads to yield loss. This is why ultra-precision processing becomes a prerequisite, not an option, and standards for equipment that meets these requirements are also rising.

    Grinding equipment that uniformly processes the wafer surface through a combination of a high-precision stage and a diamond wheel

    Ultra-precision grinding technology of the PKG Grinder

    Huvics PKG Grinder is high-precision grinding equipment designed to respond to these strict standards. By combining a high-precision stage with a diamond wheel, it enables thickness processing at the micron level and can be applied to various package types, including FCBGA, flip chip ball grid array, WLCSP, wafer level chip scale package, QFN·DFN, and solar cells.

    What is highly valued on production sites is not only its high precision, but also the fact that it maintains stable quality even in high-speed processes and achieves high yield. Depending on the characteristics of the production line, users can choose from fully automated, Full Auto, A type·B type and Manual types, making it flexible for both high-mix low-volume lines and high-volume continuous production lines. For packages that require micron-level precision, the repeatability of equipment determines yield, and whether that repeatability can be maintained even under high-speed conditions is the key factor in equipment selection.

    An operator managing an automated process site through a conveyor system in a cleanroom environment

    The relationship between process automation and cost control

    On the production floor, the impact of equipment selection on the cost structure is greater than many expect. In the industry, unplanned downtime in semiconductor manufacturing lines is known to cause losses of more than 260,000 dollars per hour, and even the same repair is reported to cost 3~5 times more in an unplanned situation than when handled during scheduled maintenance. This is why equipment stability and maintenance predictability become financial decision criteria beyond simple operational convenience.

    The same logic applies to the cleaning process. A method that combines micro bubbles, water jets, and air knives in stages for cleaning various components such as camera modules, sensors, VCM motors, and trays is an approach that removes contamination particles and lowers defect rates in a single process. The laminator system also integrates everything from lamination to UV curing into one flow, reducing process steps and shortening tact time.

    The direction of integrating processes and raising the level of automation is ultimately the way to secure both predictable quality and cost control, and its significance is confirmed in the actual numbers from production sites.

    A stacked semiconductor chip with fine interconnections precisely bonded together

    The precision requirements for AI semiconductor packaging will continue to rise. In this trend, which equipment is used and how processes are configured determine not only current yield, but also the capability to handle next-generation products. The fact that a single grinding process holds the reliability of the entire package is why precision processing equipment deserves attention in this market.


    Huvics is an advanced technology company that develops and manufactures automation equipment and
    production systems across the semiconductor, LED, mobile, and cosmetics industries.
    With top talent and continuous technological innovation, we support customers in improving productivity and
    securing quality competitiveness.

    Huvics Contact

    Telephone: 031-374-8285
    Email: cdpark@huvics.com

    Huvics Inquiry