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    Home»Technology»How Can New Age Technology Shape the Future of Chip Design
    Technology

    How Can New Age Technology Shape the Future of Chip Design

    Bella KumariBy Bella Kumari07 Mar 2024Updated:07 Mar 2024No Comments6 Mins Read
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    Table of Contents

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    • 1.  AI and Machine Learning for Automating Design Tasks
    • 1.  Cloud Computing for Distributed Design
    • 1.  Emerging Non-Silicon Technologies
    • 1.  3D Chip Stacking and Heterogeneous Integration
    • 1.  Use of Standardized IP Cores
    • Conclusion

    In order to meet the ever-increasing demands of new technologies and applications, chip architecture is changing quickly. Designs with billions of components are increasingly commonplace, whereas designs in the past contained only hundreds of transistors. Chip designers and EDA tools now face additional difficulties as a result of this exponential increase in complexity. Modern vlsi hardware design technologies for cloud computing, 3D integration, artificial intelligence, and other areas are starting to emerge as ways to get over these obstacles, nevertheless. This essay will examine how some of the most exciting emerging technologies will revolutionize chip design procedures and make it possible to produce chips with higher capacities faster.

    1.  AI and Machine Learning for Automating Design Tasks

    Automating boring and repetitive operations related to chip design is one of the most promising uses of AI and machine learning. Traditional EDA tools and manual design approaches are finding it more and more difficult and time-consuming to complete activities like circuit layout, interconnect routing, formal verification of design rules, etc. as designs continue to expand in complexity with billions of transistors.

    AI can greatly increase designer productivity by automating such repetitive processes. Large amounts of historical data from prior successful chip design initiatives can be used to train machine learning algorithms. The algorithms can now recognize patterns and create optimization principles that human designers might overlook thanks to this training. Equipped with this acquired information, AI models can then independently suggest the best locations and paths or look for design flaws in newly developed complex semiconductor designs. This can assist in addressing errors and problems very early on.

    AI assistants can also help designers throughout the whole design cycle by offering tailored suggestions for different stages such as synthesis, floorplanning, and so on, depending on the objectives and limitations of the design. This facilitates more effective exploration of the large design space. Artificial intelligence (AI) has the potential to make chip design simpler and less labor-intensive for designers when it is incorporated into the current EDA design pipeline. In comparison to manual design methods, this allows for the construction of chips with higher functional complexity and more transistors in considerably less time. In general, hitherto unthinkable opportunities for automating semiconductor design are made possible by AI and ML.

    1.  Cloud Computing for Distributed Design

    Chip vlsi physical design in usa has become a highly collaborative process involving teams of designers, verification engineers and software developers who may be located across the world. In the past, such distributed teams faced significant challenges in effectively collaborating on projects due to the lack of a common platform. Design data would have to be shared through multiple emails and file transfers which was an inefficient process. Teams could not simultaneously work on the same design data in real-time. This fragmented way of working resulted in slower design cycles.

    Cloud computing is transforming this scenario by providing a unified collaboration environment for distributed chip design teams. Using cloud infrastructure and services, the entire chip design flow can be hosted virtually. This allows all stakeholders secure access to shared design databases, simulation environments and other tools from any location over the internet. Teams can seamlessly work together on the same design data concurrently without needing to be in the same physical location. This unified virtual workspace significantly improves collaboration and speeds up decision making. 

    1.  Emerging Non-Silicon Technologies

    While CMOS-based chips continue to scale down, alternative non-silicon technologies are also being actively explored for future chips. Some examples include spintronics which uses electron spin rather than charge, carbon nanotubes, graphene and even quantum computing. These novel devices offer advantages like lower power consumption, faster operation and ability to process more data in parallel.

    However, designing chips based on such emerging technologies requires new CAD tools, design methodologies, fabrication processes and packaging techniques which are still being developed. Research is ongoing to port existing EDA flows to these technologies and co-design hardware along with software tools. As non-silicon devices mature, they can open up new application areas like neuromorphic computing, high-performance computing and more. This will likely reshape the chip design landscape in the long run.

    1.  3D Chip Stacking and Heterogeneous Integration

    3D chip stacking through technologies like Through-Silicon Vias (TSVs) is another area gaining momentum. It allows vertically stacking of multiple active device layers in a single package to significantly boost density. This helps overcome limitations of Moore’s law and packs more transistors in a small footprint. 3D IC design is more complex due to thermal, signal and power integrity challenges across multiple tiers. EDA tools need to support modeling 3D effects early and co-design of logic and memory.

    Heterogeneous integration which combines logic chips with other device types like MEMS, sensors and analog circuits on the same package is also emerging. This requires co-design between different domains and development of interface IP blocks. Overall, 3D and heterogeneous designs call for new CAD approaches that can handle multi-physics effects and co-optimize across multiple technology domains.

    1.  Use of Standardized IP Cores

    Reusing pre-verified intellectual property (IP) cores is a well-established practice in chip design to improve productivity and reduce costs. With designs growing increasingly complex, reliance on IP is expected to rise further. Standardization initiatives are gaining momentum with goals to develop common IP interfaces and integration methodologies.

    Examples include the RISC-V open ISA for processor cores and CXL interconnect standard for accelerators. Such open standards facilitate easier IP sourcing from multiple vendors, portability across foundries and seamless integration into SoC/SiP designs. This fuels greater IP reuse and allows designers to focus more on differentiating aspects. Mature IP markets with well-defined standards can thus play a big role in advancing chip design.

    Conclusion

    New technologies around AI, cloud, non-silicon devices, 3D/heterogeneous integration semiconductor design services and standardized IP are poised to significantly change the way chips are designed. They promise to automate routine tasks, make design data accessible anytime-anywhere, enable new functionalities, boost integration density and improve reuse of pre-verified components. While challenges remain in fully realizing their potential, ongoing research and advancements ensure these technologies will continue shaping the future of chip design. Overall, they can help address current industry roadblocks and sustain Moore’s law well into the next decade and beyond.

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