Machine Learning — Everywhere: Enabling Self-Optimizing Design Platforms for Better End-to-End Results


Machine-learning offers opportunities to enable self-optimizing design tools. Very much like self-driving cars that observe real-world interactions to improve their responses in different (local) driving conditions, AI-enhanced tools are able to learn and improve in (local) design environments after deployment. These new, ML-driven capabilities can be embedded in different design engines, gi... » read more

Blog Review: Jan. 13


Siemens EDA's Harry Foster tracks trends in IC and ASIC design and finds that increased design size is only one dimension of the growing complexity challenge. Synopsys' Chris Clark and Dennis Kengo Oka predicts how the automotive industry will change in 2021, including new standards for security, increased use of AI and V2X technologies, and a growing focus on software. Cadence's Paul McL... » read more

Too Much Fab And Test Data, Low Utilization


Can there be such a thing as too much data in the semiconductor and electronics manufacturing process? The answer is, it depends. An estimated 80% or more of the data collected across the semiconductor supply chain is never looked at, from design to manufacturing and out into the field. While this may be surprising, there are some good reasons: Engineers only look at data necessary to s... » read more

Testing Silicon Photonics In Production


As silicon photonics costs come down, the technology is being worked into new applications, from connectivity to AI. But full commercial production requires testing those photonic circuits before shipping them. Photonics testing is only getting started. Volume production is still not happening, and test equipment and techniques are still being developed. What exists today is a blend of exist... » read more

DFT For SoCs Is Last, First, And Everywhere In Between


Back in the dawn of time, IC test was the last task in the design flow. First, you designed the chip and then you wrote the functional test program to verify it performed as expected after manufacturing. Without much effort, some portion of the functional test program was often reused as the manufacturing test to determine that the silicon was defect-free. Fast forward to today and things ha... » read more

Verifying Safety-Critical FPGA Designs With Fault Simulation


Supporting safety and assurance in designs, such as the chips used in industrial, aerospace and defense applications, requires more than traditional functional verification. Even if every bug is found and fixed before release, these applications have additional requirements for functional safety. They must be able to handle a variety of faults and induced errors, either by correcting them or by... » read more

Week In Review: Auto, Security, Pervasive Computing


Automotive/Mobility Autonomous car company Waymo is making a point of not calling itself a self-driving car company because the company said in a blog to do so would be a dangerously misleading. Waymo says it will instead call its technology ‘fully autonomous driving technology.’ “Unfortunately, we see that some automakers use the term ‘self-driving’ in an inaccurate way, giving cons... » read more

Car Industry Changing Under The Hood


After an initial burst of autonomous activity, the automotive ecosystem regrouped, re-evaluated its goals, and is now ready to begin deploying new technologies made possible by modern development approaches and forward-looking vehicle architectures. The pandemic hurt vehicle sales in 2020, but it also gave the OEMs a chance to catch their breath. Panic over announcements from other carmakers... » read more

The Impact Of 5G On Silicon Design


5G, the next-generation of mobile broadband, is driving tremendous increases in data throughput for mobile applications by introducing carrier aggregation, massive MIMO, advanced modulation, and high bandwidth channels in the mmWave spectrum. However, 5G and its governing body, 3GPP, has very high expectations to expand its capabilities well beyond the mobile market, and move into many new area... » read more

Managing Device Certificates Is Becoming Harder


As the number of devices connected to the Internet balloons, certificate management is becoming more complex, more essential, and significantly harder to keep track of. There are many different certificates for many different purposes, not to mention certificates that are unique to each device. And the lifetimes of those certificates may vary, making it even tougher to keep operating certifi... » read more

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