Posts are showing from Signal-Integrity, categories

S-Parameters from a Neural Network

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Continuing on the theme of using machine learning to speed up electromagnetic simulations, we've got some new work to share! This paper goes beyond the 2D example previously explored and now looks at full-wave 3D solutions . Most importantly, we wanted to show that this is possible with geometry generalizations. For example, many papers pass things like via drill diameter and other parameters directly as input to their neural networks . We instead mesh the geometry into a 3D rectangular grid and pass this as input to the neural network instead. The result was quite impressive!

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Can Machine Learning Replace Field Solvers ?

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Some initial research points to yes, for certain applications. Here's a preview of a paper I'll be sharing at this year's IEEE EMC + SIPI conference in Spokane. There's still a lot of work to be done, and I'm admittedly quite a machine learning amateur. Even so, I think there are areas in signal integrity where we can find smart ways to apply machine learning to speed up design cycle time.

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PCB Stackup Webinar with Nine Dot Connects

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A few months ago, I had the wonderful privilege of presenting a webinar with the great team at Nine Dot Connects (NDC). I've been a huge fan of NDC ever since I first started learning Altium at my first job out of undergrad, so I was thrilled to be asked to work with them. The webinar goes over some important PCB stackup design aspects which are crucial for successful high-speed digital design.

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Webinar Recording: DDR5 Post-Layout Verification: Find and Fix Causes of Failure

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I recently presented (another) webinar with EMA Design Automation to discuss DDR5 ! This time the discussion was centered around a live post-layout demo. In the example, I showed the analysis of a board with PowerSI (which, of course, had some failures when the DDR report was generated). We then used S-parameter and TDR analysis to track down the failures. Lastly, we used the Clarity Via Wizard to generate new via models and we used Allegro High-Speed Structures to place them in the layout. Lastly, the board was verified to show a passing report.

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Webinar Recording: A Dive into DDR5: An Engineers Guide to Simulating and Validating the Latest Generation of DDR

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I recently presented a webinar with EMA Design Automation to discuss DDR5 ! I cover the new features added compared to DDR4 then spend some time showing a demo of Cadence Topology Explorer ( TopXp ) including simulation of a full byte lane with IBIS-AMI models.

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Webinar Recording: 6 Common SI/PI Issues Lurking in Your Design And How to Prevent Them

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I recently presented a webinar with EMA Design Automation to explain some common signal and power integrity problems that I've encountered. All of these issues are ones which I've dealt with in the past, and each one shows how ECAD tools can be used to find and fix them before sending a design out for manufacturing. Specifically, each example uses the new Sigrity Aurora analysis features embedded directly within the Cadence PCB Editor, which reduces a lot of the back-and-forth design/analyze/fix cycle that often occurs.

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