Core Insights - Keysight Technologies has launched a new Machine Learning Toolkit within its Device Modeling Software Suite, significantly reducing model development and extraction time from weeks to hours, which enhances Process Design Kit (PDK) delivery and Design Technology Co-Optimization (DTCO) applications [1][3]. Industry Overview - The semiconductor industry is experiencing rapid transformation due to advanced architectures like gate-all-around (GAA) transistors, wide-bandgap materials such as GaN and SiC, and heterogeneous integration strategies including chiplets and 3D stacking. These innovations, while improving performance, introduce complex modeling and parameter extraction challenges that traditional workflows struggle to address [2]. Product Features and Benefits - The Machine Learning Toolkit includes an ML optimizer and auto-extraction flows, which streamline the parameter extraction process from over 200 steps to fewer than 10, thereby accelerating PDK delivery and automating DTCO [3][7]. - The toolkit allows for global optimization of over 80 parameters in a single run, capturing secondary effects, temperature variations, and dynamic behaviors, which enhances predictive accuracy across various domains [7]. - The automated workflow integrates seamlessly with Keysight's Device Modeling platform, supporting Python-based customization and robust automated modeling flow [7]. - The solution is scalable across various technologies, including FinFET, GAA, GaN, SiC, and bipolar devices, ensuring repeatable and reusable flows for multiple process nodes [7]. - Improved DTCO efficiency is achieved by enabling faster feedback loops between device and circuit design, reducing PDK development cycles from weeks to days [7]. Company Perspective - Keysight's General Manager of EDA emphasized that AI/ML is transforming traditional workflows in compact modeling, allowing customers to deliver more predictive, higher-quality models in significantly less time, thus maintaining a competitive edge in the semiconductor market [5].

Core Insights - Silvaco Group, Inc. has announced that Analog Power Conversion LLC has adopted its TCAD and EDA tools for Design Technology Co-Optimization (DTCO) [1][2] Group 1: Strategic Initiative - The collaboration enables Analog Power Conversion to accelerate product innovation, enhance power device performance, and reduce time-to-market for high-frequency and high-power silicon and silicon carbide (SiC) solutions [2][4] - Analog Power Conversion has implemented Silvaco's integrated platform, which includes Victory TCAD™ for process and device simulation, UTMOST IV™ for SPICE model parameter extraction, and SmartSpice™ for circuit simulation and verification [3][4] Group 2: Benefits of Integration - The end-to-end DTCO platform provides a unified environment for simulating, characterizing, and optimizing power devices, allowing better correlation between fabrication process variations and device performance [4][5] - This DTCO approach ensures rapid design iteration, tighter feedback between manufacturing and design, and higher first-pass success, which is crucial for markets like automotive systems, industrial automation, and energy infrastructure [5] Group 3: Company Overview - Silvaco specializes in TCAD, EDA software, and SIP solutions for semiconductor design and digital twin modeling, serving various markets including automotive, power devices, and 5G/6G mobile [6]

Core Insights - Silvaco Group, Inc. has announced a strategic R&D collaboration with Fraunhofer Institute for Silicon Technology (ISIT) to accelerate the development of next-generation Gallium Nitride (GaN) devices using Silvaco's Power Devices Solution for Design Technology Co-Optimization (DTCO) [1][3] Company Overview - Silvaco is a provider of TCAD, EDA software, and SIP solutions that facilitate semiconductor design and digital twin modeling through AI software and innovation [4] - The company serves various markets including display, power devices, automotive, memory, high-performance computing, foundries, photonics, IoT, and 5G/6G mobile markets for complex SoC design [4] - Silvaco is headquartered in Santa Clara, California, with a global presence across North America, Europe, Brazil, China, Japan, Korea, Singapore, and Taiwan [4] Collaboration Details - The partnership will utilize Silvaco's design tools such as Victory TCAD™, Utmost IV™, and SmartSpice™ for DTCO in power and sensor device development [2] - The collaboration aims to enhance Fraunhofer ISIT's capabilities in developing high-performance power electronic and sensor systems, particularly in the post-CMOS process environment [2][5] - Silvaco's Victory Design of Experiments™ (DOE) solution will streamline development workflows and support rapid innovation in evaluating novel process modules and emerging device concepts [2] Industry Impact - This collaboration is seen as a significant advancement in strengthening Europe's semiconductor capabilities and advancing the global evolution of GaN devices [3] - The partnership will not only accelerate development efforts at Fraunhofer ISIT but also enhance Silvaco's TCAD tools to meet future device design demands [3] - Fraunhofer ISIT will also train students at local universities on Silvaco's Victory TCAD™ platform, preparing the next generation of semiconductor device engineers [3]