Why Reconfigurability Is Essential For AI Edge Inference Throughput


For a neural network to run at its fastest, the underlying hardware must run efficiently on all layers. Through the inference of any CNN—whether it be based on an architecture such as YOLO, ResNet, or Inception—the workload regularly shifts from being bottlenecked by memory to being bottlenecked by compute resources. You can think of each convolutional layer as its own mini-workload, and so... » read more

Developers Turn To Analog For Neural Nets


Machine-learning (ML) solutions are proliferating across a wide variety of industries, but the overwhelming majority of the commercial implementations still rely on digital logic for their solution. With the exception of in-memory computing, analog solutions mostly have been restricted to universities and attempts at neuromorphic computing. However, that’s starting to change. “Everyon... » read more

Securing AI/ML With A Hardware Root Of Trust


AI/ML (Artificial Intelligence/Machine Learning) is now pervasive across all industries. It contributes to rationalizing and harnessing the enormous amount of information made available by the current massive wave of digitization. Digitization is transforming how business is run and how value is produced using digital technologies. Data, the raw material of AI/ML and deep learning algorithms, i... » read more

Circuit Reliability Verification For Automotive Electronics


By Matthew Hogan and Dina Medhat In the automotive industry, reliability and high quality are key attributes for electronic automotive systems and controls. Naturally, they are particularly crucial when developing functional safety (FuSa) solutions, where inadequate performance or product failure can lead to injury or death. When it comes to safety-related automotive electronics, ISO 26262 p... » read more

Meeting Automotive Functional Safety Requirements With GPIOs


Automotive OEMs are building advanced driver assistance systems (ADAS) to improve safety. ADAS systems must meet stringent performance, power, and cost requirements, so the system-on-chips (SoCs) that make up ADAS and passenger safety systems integrate advanced protocols and are built on leading edge finFET process technologies. Designers of this new class of ADAS SoCs are challenged to meet IS... » read more

IC Security Threat Grows As More Devices Are Connected


Designing for security is beginning to gain traction across a wider swath of chips and systems as more of them are connected to the Internet and to each other, sometimes in safety- and mission-critical markets where the impact of a cyber attack can be devastating. But it's also becoming more difficult to design security into these systems. Unlike in the past, connectivity is now considered e... » read more

Battle Brewing Over Automotive Display Protocols


Displays are multiplying in new and future automobiles. That means a lot more display data moving around the vehicle and traveling some distance between sensor and processor. While existing protocols can handle some of the new duties, new protocols also are being developed specifically for this application. “Automotive displays are proliferating, increasing in numbers and in pixel densi... » read more

The Case For FPGA Equivalence Checking


Formal Equivalence Checking (EC) has become a standard part of the ASIC development flow, replacing almost all gate level simulation with a rigorous consistency check between pre- and post-synthesized code. In the Field Programmable Gate Array (FPGA) space, EC is still a relatively new concept, but is rapidly becoming important given the large devices being employed today. For the largest FP... » read more

Using In-Design Analysis Flows To Resolve Signal Integrity Issues


In today’s ever-shrinking IC package design cycles, it is almost imperative that we catch and correct routing issues as early as possible, which makes simulation an integral part of the design cycle. Layout engineers want a quick and accurate way to find out the layout mistakes by looking at the changing impedance values and high coupling due to nearby signals. Unfortunately, layout engineers... » read more

Monitor And Control Automotive Devices With Over-The-Air Updates


Modern vehicles are complex electronic devices that require regular over-the-air (OTA) system and software updates to ensure their correct and safe operation. This paper discusses the need for OTA and the Siemens solutions that ensure OTA updates are secure and meet all regulations and standards. To read more, click here. » read more

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