Enhancing Datasets For Artificial Intelligence Through Model-Based Methods


By Dirk Mayer and Ulf Wetzker Industrial plants and processes are now digitized and networked, and AI can be used to evaluate the data generated by those facilities to increase productivity and quality. Machine learning (ML) methods can be applied to: Product quality classification in complex production processes. Condition monitoring of technical systems, which is used, for examp... » read more

Context-Aware SPICE Simulation Improves The Fidelity Of ESD Analysis


Electrostatic discharge (ESD) is a major reliability concern for integrated circuit (IC) designs. ESD verification is proving to be a significant challenge at advanced nodes, due to growing IC design complexity and transistor counts. Traditional ESD verification approaches using parasitic extraction followed by SPICE simulation are deficient in providing simulation results in a practical runtim... » read more

AI Everywhere: Accelerating Chip Design At Every Node


Over the last few years, artificial Intelligence (AI) has increasingly played a significant role in the chip development process. But, when people talk about AI-designed chips, it is usually in the context of the latest, cutting-edge designs manufactured at advanced process nodes (7/5nm and smaller) and for good reason. Such designs constantly push the bounds of power, performance, and area (PP... » read more

It’s Official: HBM3 Dons The Crown Of Bandwidth King


With the publishing of the HBM3 update to the High Bandwidth Memory (HBM) standard, a new king of bandwidth is crowned. The torrid performance demands of advanced workloads, with AI/ML training leading the pack, drive the need for ever faster delivery of bits. Memory bandwidth is a critical enabler of computing performance, thus the need for the accelerated evolution of the standard with HBM3 r... » read more

Behold The Dawning Of The Era Of Bespoke Silicon


The great chip shortage of 2021, which accounted for billions of dollars in revenue loss, hit the auto industry especially hard. What caused the shortage is clear: auto companies miscalculated the impact of the COVID-19 pandemic. While automakers were canceling their chip orders, strong electronics sales continued, leaving automakers at the back of the line for chips when demand for cars reboun... » read more

Bug Hunt! Spiraling In On Formal Coverage Closure


By Mark Eslinger and Jin Hou Many companies have used formal verification to verify complex SoCs and safety-critical designs. Using formal verification to confirm design functionalities and to uncover functional bugs is emerging as an efficient verification approach. Although formal verification will not handle the complexity of a design at the SoC level, it is an efficient tool to verify th... » read more

The Ethernet Standard: To IP And Beyond


Ethernet is ubiquitous—it is the core technology that defines the Internet and serves to connect the world in ways that people could not imagine even one generation ago. HPC clusters are working on solving the most challenging problems facing humanity—and cloud computing is the service hosting many of the application workloads struggling with these questions. While alternative network infra... » read more

Where Do The Chips Fall In The Energy Transformation?


The energy industry is in the first stages of a once-in-a-century transformation. And one of the most important aspects of this shift is that EVs, solar farms grid equipment, and appliances will inherently rely more on digital technologies. As Hamed Heyhat, General Manager of Grid Automation at General Electric, says, “Decarbonization cannot happen without digitization of the grid.” So h... » read more

Advancing Signaling Rates To 64 GT/s With PCI Express 6.0


From the introduction of PCI Express 3.0 (PCIe 3.0) in 2010 onward, each new generation of the standard has offered double the signaling rate of its predecessor. PCIe 3.0 saw a significant change to the protocol with the move from 8b/10b to highly efficient 128b/130b encoding. The PCIe 6.0 specification, now officially released, doubles the signaling rate to 64 gigatransfers per second (GT/s) a... » read more

SuperGrid Institute Responds to Energy and Climate Demands


Researchers and developers at SuperGrid Institute use Ansys electronics software solutions to perform studies on power converters, critical links in the chain between electric generators and consumers, for their clients. Fig. 1: Medium-voltage DC grid power supply topology. As an independent research and innovation institute based in France, SuperGrid Institute is dedicated to developin... » read more

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