Implementing AI Activation Functions


Activation functions play a critical role in AI inference, helping to ferret out nonlinear behaviors in AI models. This makes them an integral part of any neural network, but nonlinear functions can be fussy to build in silicon. Is it better to have a CPU calculate them? Should hardware function units be laid down to execute them? Or would a lookup table (LUT) suffice? Most architectures inc... » read more

3D-IC Ecosystem Starts To Take Form


The adoption of chiplets is inevitable, but exactly when a mass migration toward this design approach will begin is yet to be determined. Nevertheless, some of the biggest technological and business-related barriers are being addressed. And while a chiplet-based design remains beyond the economic reach of many companies today, that is starting to change. Early signs of an emerging ecosystem ... » read more

Shift Left In DFT Design


The semiconductor industry continues to face numerous challenges as designs approach reticle limits, process nodes evolve and engineering resources become increasingly stretched. It is essential to maintain high productivity and quality throughout the design flow. This keeps projects on schedule, within budget, and ensures they remain high-quality, reliable, yield well and perform as intended. ... » read more

Chip Aging Opens Up New Attack Vectors


The longer a piece of silicon is out in the field the more prone it becomes to a cyberattack, raising questions about the optimal longevity of circuits and the impact of extending their lifetimes. This is particularly challenging for safety- and mission-critical applications, where the cost of development can run as high as $100 million for some of the most complex designs. Chipmakers want t... » read more

HyperLynx


You gain the full power of HyperLynx when it is fully integrated as part of the Xpedition PCB design flow. Yet, it also interfaces with most PCB layout tools, allowing any engineer to quickly import and set up their PCB designs for analysis, regardless of their existing toolset. And because its progressive verification methodology analyzes a design in stages, HyperLynx locates issues earlier an... » read more

Blog Review: Apr. 2


Synopsys’ Meenakshy Ramachandran explores how DisplayPort Automotive Extensions help meet functional safety and security standards for the increasingly higher-resolution and more immersive in-vehicle displays in connected, autonomous, shared, and electric vehicles. Siemens’ Gabriella Leone and Michael Munsey discuss the need for a collaborative semiconductor business platform and how to ... » read more

How AI And Connected Workflows Will Close The Verification Bottleneck


For decades, verification has been the unsung hero of chip development—quietly catching bugs before they reach silicon. But as semiconductor complexity has skyrocketed, verification has turned into the bottleneck of development cycles. This challenge has a name: Verification Productivity Gap 2.0. Back in the early 2000s, the Verification Productivity Gap 1.0 emerged when design complexi... » read more

Challenges In Managing Chiplet Resources


Managing chiplet resources is emerging as a significant and multi-faceted challenge as chiplets expand beyond the proprietary designs of large chipmakers and interact with other elements in a package or system. Poor resource management in chiplets adds an entirely new dimension to the usual power, performance, and area tradeoffs. It can lead to performance bottlenecks, because as chiplets co... » read more

First-Time Silicon Success Plummets


First-time silicon success is falling sharply due to rising complexity, the need for more iterations as chipmakers shift from monolithic chips to multi-die assemblies, and an increasing amount of customization that makes design and verification more time-consuming. Details from a new functional verification survey[1] highlight the growing difficulty of developing advanced chips that are both... » read more

A Novel Approach For HW/SW Co-Verification


The complexity of system on chips (SoCs) continues to grow rapidly. Accordingly, new standards and methodologies are introduced to overcome these verification challenges. The Portable Test and Stimulus Standard (PSS) from Accellera is one of the standard examples used to pursue such challenges. In this paper we will show a methodology to use PSS to orchestrate the process of HW/SW co-verificati... » read more

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