tag: machine learning

A Survey Of Machine Learning Applications In Functional Verification
By Siemens EDA - 02 Aug, 2023 - Comments: 0

Functional verification is computationally and data-intensive by nature, making it a natural target of machine learning applications. This paper provides a comprehensive and up-to-date analysis of FV problems addressable by ML. Among the various ML techniques and algorithms, several emerging ones have demonstrated outstanding potential in FV. Yet despite the promising research results, criti... » read more

Using AI To Close Coverage Gaps
By Ed Sperling - 26 Jul, 2023 - Comments: 0

Verification of complex, heterogeneous chips is becoming much more difficult and time-consuming. There are more corner cases, and devices have to last longer and behave according to spec throughout their lifetimes. This is where AI fits in. It can help identify redundancy and provide information about why a particular device or block may not be able to be fully covered, and it can do it in less... » read more

Using ML For Improved Fab Scheduling
By Katherine Derbyshire - 25 Jul, 2023 - Comments: 0

Expanding fab capacity is slow and expensive even under ideal circumstances. It has been still more difficult in recent years, as pandemic-related shortages have strained equipment supply chains. When integrated circuit demand rises faster than expansions can fill the gap, fabs try to find “hidden” capacity through improved operations. They hope that more efficient workflows will allow e... » read more

A Bridge From Mars To Venus
By Steve Roddy - 20 Jul, 2023 - Comments: 0

In a now-famous 1992 pop psychology book titled "Men Are from Mars, Women Are from Venus," author John Gray posited that most relationship troubles in couples stem from fundamental differences in socialization patterns between men and women. The analogy that the two partners came from different planets was used to describe how two people could perceive issues in completely different and sometim... » read more

Megatrends At DAC
By Ann Mutschler - 17 Jul, 2023 - Comments: 0

Spotting key trends over three days of a semiconductor design conference is a challenge, but some important ones come into focus after attending multiple sessions — AI/ML, chiplet integration, and heterogeneous integration in an SoC and package. Frank Schirrmeister, vice president solutions and business development at Arteris IP, talks about a variety of topics that fit under the DAC umbrella... » read more

A Photonic Circuit Architecture Allowing Faster, More Efficient Transfer of Large Amounts of Data
By Technical Paper Link - 06 Jul, 2023 - Comments: 0

A technical paper titled "Massively scalable Kerr comb-driven silicon photonic link" was published by researchers at Columbia University and Air Force Research Laboratory. Abstract: "The growth of computing needs for artificial intelligence and machine learning is critically challenging data communications in today’s data-centre systems. Data movement, dominated by energy costs and limi... » read more

Not All There: Heterogeneous Multiprocessor Design Tools
By Brian Bailey - 26 Jun, 2023 - Comments: 0

The design, implementation, and programming of multicore heterogeneous systems is becoming more common, often driven by the software workloads, but the tooling to help optimize the processors, interconnect, and memory are disjointed. Over the past few years, many tools have emerged that help with the definition and implementation of a single processor, optimized for a given set of software. ... » read more

Overcoming Regression Debug Challenges With Machine Learning
By Robert Ruiz - 22 Jun, 2023 - Comments: 0

Development of a modern semiconductor requires running many electronic design automation (EDA) tools many times over the course of the project. Every stage, from architectural exploration and design to final implementation and manufacturing preparation, has multiple methodology loops that must be repeated again and again. Even in such a complex development flow, functional simulation stands ... » read more

(Vision) Transformers: Rise Of The Chimera
By Jon Bunting - 20 Jun, 2023 - Comments: 0

It’s 2023 and transformers are having a moment. No, I’m not talking about the latest installment of the Transformers movie franchise, "Transformers: Rise of the Beasts"; I’m talking about the deep learning model architecture class, transformers, that is fueling anticipation, excitement, fear, and investment in AI. Transformers are not so new in the world of AI anymore; they were first ... » read more

193i Lithography Takes Center Stage…Again
By Gregory Haley - 15 Jun, 2023 - Comments: 0

Cutting-edge lithography to create smaller features increasingly is being supplemented by improvements in lithography for mature process nodes, both of which are required as SoCs and complex chips are decomposed and integrated into advanced packages. Until the 7nm era, the primary goal of leading-edge chipmakers was to pack everything onto a single system-on-chip (SoC) using the same process... » read more

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