Performance Metrics For Convolutional Neural Network Accelerators


Across the industry, there are few benchmarks that customers and potential end users can employ to evaluate an inference acceleration solution end-to-end. Early on in this space, the performance of an accelerator was measured as a single number: TOPs. However, the limitations of using a single number has been covered in detail in the past by previous blogs. Nevertheless, if the method of cal... » read more

When You Can’t Afford To Scrimp On System Reliability


Failure happens, whether we like it or not. What’s important is to be prepared for failure to occur, which involves putting in place measures that allow us to quickly address or resolve the problem. But not all failures are created equally. For example, a laptop that you use daily might experience occasional glitches. If it’s well-designed, you can simply reset the machine to get it back to... » read more

Best Practices And Constraint Management Tools Speed RF Design For The IoT


By Jim Martens and David Zima The IoT has increased the demand for good radio frequency (RF) design practices from the mains, to wall outlet power, all the way to the antenna. With several IoT standards employed today, constraint management has become critical to ensuring that designs meet product performance and reliability. Even the simplest of IoT designs can benefit from constraint ma... » read more

Virtualization In The Car


As the automotive industry grapples with complexity due to electrification and increasing autonomy of vehicles, consolidation of ECUs within vehicles, more stringent safety and security requirements, automotive ecosystem players are looking to virtualization concepts in a number of ways to realize the vehicles of tomorrow. One way is with hardware virtualization; the ability of a device such... » read more

WiFi Evolves For The IoT


WiFi is everywhere, and it’s the most prevalent of the communication protocols that use unlicensed spectrum. But as a common protocol for the Internet of Things (IoT), it faces challenges both because of congestion and the amount of energy it consumes. Two new approaches aim to address those concerns. One is to use multiple channels at once. The second involves the new 802.11ah HaLow stand... » read more

Accellera Tackles Functional Safety


During DAC, Accellera had a workshop about functional safety. In case you don't know, Accellera has a relatively new working group (WG) on Functional Safety. The chair is Cadence's Alessandra Nardi, who coincidentally also received the Marie Pistilli Award for Women in EDA during DAC (you can read more about that in my post Alessandra Nardi Receives Marie Pistilli Award for Women in EDA). But ... » read more

Big Changes In AI Design


Semiconductor Engineering sat down to discuss AI and its move to the edge with Steven Woo, vice president of enterprise solutions technology and distinguished inventor at Rambus; Kris Ardis, executive director at Maxim Integrated; Steve Roddy, vice president of Arm's Products Learning Group; and Vinay Mehta, inference technical marketing manager at Flex Logix. What follows are excerpts of that ... » read more

Re-Imagining Electrical System Design


Electrical system complexity is reaching a tipping point across industries, from modern passenger vehicles to sophisticated industrial machines that can now contain nearly 5,000 wiring harnesses. The electrical systems of these machines contain multiple networks, thousands of sensors and actuators, miles of wiring and tens of thousands of discrete components. Designing these complex systems is ... » read more

Blog Review: Aug. 5


Rambus' Scott Best explains some more sophisticated chip attacks, such as side-channel attacks, clocking attacks, fault injection, and infrared emission analysis, and countermeasures that can be adopted against them. Arm's Mark O'Connor considers ways that deployed neural networks could adapt to examples it sees in real-world use and generate more accurate predictions. Mentor's Chris Spea... » read more

Problems And Solutions In Analog Design


Advanced chip design is becoming a great equalizer for analog and digital at each new node. Analog IP has more digital circuitry, and digital designs are more susceptible to kinds of noise and signal disruption that have plagued analog designs for years. This is making the design, test and packaging of SoCs much more complicated. Analog components cause the most chip production test failures... » read more

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