Deep Learning In Industrial Inspection

By Ed Sperling - 24 May, 2022 - Comments: 0

Deep learning is at the upper end of AI complexity, sifting through more data to achieve more accurate results. Charlie Zhu, vice president of R&D at CyberOptics, talks about how DL can be utilized with inspection to identify defects in chips that are not discernible by traditional computer vision algorithms, classifying multiple objects simultaneously from multiple angles and taking into accou... » read more

Driving Toward More Rugged, Less Expensive SiC

By Katherine Derbyshire - 19 May, 2022 - Comments: 0

Silicon carbide is gaining traction in the power semiconductor market, particularly in electrified vehicles, but it's still too expensive for many applications. The reasons are well understood, but until recently SiC was largely a niche technology that didn't warrant the investment. Now, as demand grows for chips that can work in high-voltage applications, SiC is getting a much closer look. ... » read more

Compound Semiconductor Innovation Advances EVs And Other Green Technologies

By Rupa Velidandla - 11 May, 2022 - Comments: 0

As the world works to reduce greenhouse gas emissions, global adoption of electric vehicles (EVs) is driving an increased demand for high-power, energy-efficient compound semiconductors, such as silicon carbide (SiC)-based components, throughout the entire EV assembly process. Renewable energy technology is now at the forefront of climate-forward research, with accelerating EV sales playing�... » read more

Novel E-Beam Techniques For Inspection And Monitoring

By PDF Solutions - 09 May, 2022 - Comments: 0

In this paper, we report an advanced e-beam defect inspection tool (eProbe®250) and the Design-for-Inspection™ (DFI) system that has been built and deployed by PDF Solutions down to 4nm FinFET technology nodes. This tool has a very high throughput which allows for in-line inspection of nanometer-level defects in the most advanced technology nodes. We also present eProbe applications for... » read more

Nip The Defect In The Bud

By Melvin Lee - 12 Apr, 2022 - Comments: 0

As technology nodes shrink, end users are designing systems where each chip element is being targeted for a specific technology and manufacturing node. While designing chip functionality to address specific technology nodes optimizes a chip’s performance regarding that functionality, this performance comes at a cost: additional chips will need to be designed, developed, processed, and assembl... » read more

Case Study — 3D Wire Bond Inspection and Metrology

By CyberOptics - 12 Apr, 2022 - Comments: 0

The growing amount of electronics within modern vehicles has made the inspection process for wire bonds increasingly challenging, as active devices shrink and bonds are arranged in complex ways. CyberOptics addressed the need for an automated solution to replace labor-intensive and imprecise manual inspection methods for wire bonds and loop heights. After consideration of competitive products, ... » read more

Fundamental Shifts In IC Manufacturing Processes

By Ed Sperling - 14 Mar, 2022 - Comments: 2

High chip value and 3D packaging are changing where and how tests are performed, tightening design-for-reliability and accelerating the shift of tools from lab to fab. Heterogeneous integration and more domain-specific designs are causing a string of disruptions for chip manufacturers, up-ending proven fab processes and methodologies, extending the time it takes to manufacture a chip, and ul... » read more

The Importance Of Layering Data

By Ed Sperling - 11 Jan, 2022 - Comments: 0

The chip industry generates enormous quantities of data, from design through manufacturing, but much of it is unavailable or incomplete. And even when and where it is available, it is frequently under-utilized. While there has been much work done in terms of establishing traceability and data formats, the cross-pollination of data between companies and between equipment makers at various pro... » read more

The Gargantuan 5G Chip Challenge

By Ed Sperling - 11 Jan, 2022 - Comments: 0

Blazing fast upload and download speeds for cellular data are coming, but making the technology function as expected throughout its expected lifetime is an enormous challenge that will require substantial changes across the entire chip ecosystem. While sub-6GHz is an evolutionary step from 4G LTE, the real promise of 5G kicks in with millimeter-wave (mmWave) technology. But these higher-freq... » read more

Deep Learning Delivers Fast, Accurate Solutions For Object Detection In The Automated Optical Inspection Of Electronic Assemblies

By Charlie Zhu - 07 Dec, 2021 - Comments: 0

When automated optical inspection (AOI) works, it is almost always preferable to human visual inspection. It can be faster, more accurate, more consistent, less expensive, and it never gets tired. However, some tasks that are very simple for humans are quite difficult for machines. Object detection is an example. For example, shown an image containing a cat, a dog, and a duck, a human can insta... » read more

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