Machine Learning — Everywhere: Enabling Self-Optimizing Design Platforms


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

Next Challenge: Parts Per Quadrillion


Requirements for purity of the materials used in semiconductor manufacturing are being pushed to unprecedented — and increasingly unprovable — levels as demand for reliability in chips over increasingly longer lifetimes continues to rise. And while this may seem like a remote problem for many parts of the supply chain, it can affect everything from availability of materials needed to make t... » read more

Formal Verification Of Floating-Point Hardware With Assertion-Based VIP


Hardware for integer or fixed-point arithmetic is relatively simple to design, at least at the register-transfer level. If the range of values and precision that can be represented with these formats is not sufficient for the target application, floating-point hardware might be required. Unfortunately, floating-point units are complex to design, and notoriously challenging to verify. Since the ... » read more

Manufacturing Bits: July 28


Nanoscale IR imaging The Nanooptics Group at CIC nanoGUNE has made some major advances in the emerging field of nanoscale infrared microscopy. The group’s technology, called nano-FTIR spectroscopy, is an infrared characterization technique. Infrared (IR) isn’t new. Invisible to the human eye, infrared wavelengths range between 760nm to 1,000nm. For years, infrared inspection/metrology h... » read more

Power/Performance Bits: July 28


Programmable photonics Researchers from the University of Southampton developed a method for making programmable  integrated switching units on a silicon photonics chip. By using a generic optical circuit that can be fabricated in bulk then later programmed for specific applications, the team hopes to reduce production costs. "Silicon photonics is capable of integrating optical devices and... » read more

Memory Access In AI Systems


Memory access is a key consideration in AI system design. Ron Lowman, strategic marketing manager for IP at Synopsys, talks about how memory affects overall power consumption, why partitioning of on-chip and off-chip is so critical to performance and power, and how this changes from the cloud to the edge. » read more

Challenges For A Post-Moore’s Law World


Semiconductor Engineering sat down to discuss challenges at the edge, the impact of open-source, and how to attract new talent, with Simon Segars, CEO of Arm; Joseph Sawicki, executive vice president of IC EDA at Mentor, a Siemens Business; Raik Brinkmann, CEO of OneSpin Solutions; Babak Taheri, CEO of Silvaco; John Kibarian, CEO of PDF Solutions; and Prakash Narain, CEO of Real Intent. The con... » read more

No Two Chips Are Alike


As semiconductor processes continue to shrink it’s becoming increasingly challenging to manage the parameters of individual devices not only across the diameter of the wafer, but also across the length of a single chip, especially for a complex chip with a large area. Today’s standard approach to this problem is to assume the worst case and to create a sub-optimal design that accommodates t... » read more

Week In Review: Manufacturing, Test


Semicon recap The virtual version of Semicon West took place this week. Virtual events have their places. It’s no substitute for an in-person event. Nonetheless, the virtual version of Semicon West is still a place to get an update on the latest equipment, test and packaging technologies. It is also interesting to visit the virtual booths. It’s a fast way to meet people. I chatted with ... » read more

A Virtual DAC Experience


This has been the first virtual conference for me, and I will say I was not sure what to expect. I did moderate a panel for it, but that was pre-recorded because the panelists did not care to be awake and performing live for what would have been 3 a.m. for them. I hosted a virtual happy hour, I conducted many interviews, attended sessions, keynotes and other events, but one thing stands out to ... » read more

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