Modeling Effects Of Fluctuation Sources On Electrical Characteristics Of GAA Si NS MOSFETs Using ANN-Based ML


Researchers from National Yang Ming Chiao Tung University (Taiwan) published a technical paper titled "A Machine Learning Approach to Modeling Intrinsic Parameter Fluctuation of Gate-All-Around Si Nanosheet MOSFETs." "This study has comprehensively analyzed the potential of the ANN-based ML strategy in modeling the effect of fluctuation sources on electrical characteristics of GAA Si NS MOSF... » read more

Cryogenic CMOS Becomes Cool


Cryogenic CMOS is a technology on the cusp, promising higher performance and lower power with no change in fabrication technology. The question now is whether it becomes viable and mainstream. Technologies often appear to be just on the horizon, not quite making it, but never too far out of sight. That's usually because some issue plagues it, and the incentive is not big enough to solve the ... » read more

Near-Threshold Computing Gets A Boost


Near-threshold computing has long been used for power-sensitive devices, but some surprising, unrelated advances are making it much easier to deploy. While near-threshold logic has been an essential technique for applications with the lowest power consumption, it always has been difficult to use. That is changing, and while it is unlikely to become a mainstream technique, it is certainly bec... » read more

Variation Making Trouble In Advanced Packages


Variation is becoming increasingly problematic as chip designs become more heterogeneous and targeted by application, making it difficult to identify the root cause of problems or predict what can go wrong and when. Concerns about variation traditionally have been confined to the most advanced nodes, where transistor density is highest and where manufacturing processes are still being fine-t... » read more

Big Changes In Materials And Processes For IC Manufacturing


Rama Puligadda, CTO at Brewer Science, sat down with Semiconductor Engineering to talk about a broad set of changes in semiconductor manufacturing, packaging, and materials, and how that will affect reliability, processes, and equipment across the supply chain. SE: What role do sacrificial materials play in semiconductor manufacturing, and how is that changing at new process nodes? Puliga... » read more

Design Technology Co-Optimization


Rising complexity is making it increasingly difficult to optimize chips for yield and reliability. David Fried, vice president of computational products at Lam Research, examines the benefits of automated rules to manage the relationship between layout and design requirements on one side, and process flows and rules/checks on the other. Benefits include reduced margin, shortened time to market,... » read more

Reliability Concerns Shift Left Into Chip Design


Demand for lower defect rates and higher yields is increasing, in part because chips are now being used for safety- and mission-critical applications, and in part because it's a way of offsetting rising design and manufacturing costs. What's changed is the new emphasis on solving these problems in the initial design. In the past, defectivity and yield were considered problems for the fab. Re... » read more

Dynamic in-chip current distribution simulation technology for power device layout design


Abstract: "This paper reports an in-chip current distribution verification technology for power devices that takes into account the effect of layout parasitics. The proposed method enables verification of dynamic current distribution in a chip considering the influence of layout parasitics from the initial stage of device development by brushing up each element technology of TCAD, Spice mode... » read more

Evaluating The Impact Of STI Recess Profile Control On Advanced FinFET Performance


Profile variation is one of the most important problems during semiconductor device manufacturing and scaling. These variations can degrade both chip yield and device performance.  Virtual fabrication can be used to study profile variation in a very effective and economical manner and avoid process cycle time and wafer cost in the fab. In this short article, we will review the impact of STI (s... » read more

Growing Challenges With Wafer Bump Inspection


As advanced packaging goes mainstream, ensuring that wafer bumps are consistent has emerged as a critical concern for foundries and OSATs. John Hoffman, computer vision engineering manager at CyberOptics, talks about the shift toward middle-of-line and how that is affecting inspection and metrology, why there is so much concern over co-planarity and alignment, how variation can add up and creat... » read more

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