tag: data analytics

The Drive Toward More Predictive Maintenance
By Anne Meixner - 08 Sep, 2022 - Comments: 0

Maintenance is a critical behind-the-scenes activity that keeps manufacturing facilities running and data centers humming. But when not performed in a timely manner, it can result in damaged products or equipment, or significant system/equipment downtime. By shifting from scheduled maintenance to predictive maintenance, factories and electronic system owners can reap substantial benefits, in... » read more

Making The Most Of Data Lakes
By Anne Meixner - 09 Aug, 2022 - Comments: 0

Having all the semiconductor data available is increasingly necessary for improving manufacturability, yield, and ultimately the reliability of end devices. But without sufficient knowledge of relationships between data from different processes and computationally efficient data structures, the value of any data is significantly reduced. In the semiconductor industry, reducing waste, decreas... » read more

Finding Frameworks For End-To-End Analytics
By Anne Meixner - 12 Jul, 2022 - Comments: 0

End-to-end analytics can improve yield and ROI on tool purchases, but reaping those benefits will require common data formats, die traceability, an appropriate level of data granularity — and a determination of who owns what data. New standards, guidelines, and consortium efforts are being developed to remove these barriers to data sharing for analytics purposes. But the amount of work req... » read more

Elevating Production Testing With Deep Data Analytics And ACS At The Edge And Cloud
By proteanTecs - 12 Jul, 2022 - Comments: 0

The level of system integration continues to increase at a rate of greater than 30% per year — fueled by the industry’s desire for increased capability, advanced process nodes, and "more than Moore" packaging techniques. Co-optimization of the hardware and software have also been required not only at the design stage, but at test and in the field. This white paper will present how to ele... » read more

The Power Of Big Data: Or How To Make Perfect 30-Minute Brownies In Only 30 Minutes
By Mark Richards - 27 Jun, 2022 - Comments: 0

You're scrolling online, and the picture stops you in your tracks, grabs you, captivates you. Glistening chocolate pieces are, determinedly yet slowly, oozing down a moist brownie with a crisped-to-perfection, powdered topping. It sits there, confident, flaking lazily onto a bone-white china plate. It looks delicious—mouthwatering—and, apparently, you can make it with just a 30-minute inves... » read more

The Role Of AI And Endpoint Real-Time Data Analytics
By Kaushal Vora - 23 Jun, 2022 - Comments: 0

The Internet of Things (IoT) has the capability of amassing large amounts of data which it does with the help of dispersed intelligent sensors. The organization and distribution of this enormous amount of data is posing a challenge. While conventional methods of data analysis have facilitated the operations in IoT, artificial intelligence (AI) has proven that it can do it with greater precision... » read more

Active Learning: Integrating Natural Intelligence Into Artificial Intelligence
By Oliver Gnepper - 09 Jun, 2022 - Comments: 0

Today, very few people would likely deny the fact that data can present major added value for companies. But analyzing data from production processes reveals the incompleteness of data collection and the associated reduced potential of the data that can be leveraged. Typical shortcomings include: Incomplete representation of processes in the dataspace, Inadequate connection of processes... » read more

Trends In Testing: New Challenges Create New Opportunities
By Doug Lefever - 07 Jun, 2022 - Comments: 0

As advancements in semiconductors and microelectronics soldier ahead into emerging, even uncharted, territory, new test challenges arise. To that end, let’s look at a few key trends and challenges that are driving opportunities for innovation in the test sector. Technology convergence has been a buzzword for some time, and this trend is only going to intensify with the heightened need to m... » read more

Where And When End-to-End Analytics Works
By Anne Meixner - 10 May, 2022 - Comments: 0

With data exploding across all manufacturing steps, the promise of leveraging it from fab to field is beginning to pay off. Engineers are beginning to connect device data across manufacturing and test steps, making it possible to more easily achieve yield and quality goals at lower cost. The key is knowing which process knob will increase yield, which failures can be detected earlier, and wh... » read more

Harnessing The Power Of Data In Semiconductor Test
By Ken Butler - 10 May, 2022 - Comments: 0

Every day, new methods are being developed to harvest, cleanse, integrate, and analyze data sources and extract from them useful, actionable intelligence to aid decision-making and other processes. This is true for a variety of industries, including semiconductor design, manufacturing, and test. Moore’s Law (figure 1) may be slowing with respect to traditional scaling of transistor critica... » read more

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