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Continuous technology scaling and the introduction of advanced technology nodes in Integrated Circuit (IC) fabrication is constantly exposing new manufacturability issues. One such issue, stemming from complex interaction between design and…

机器学习 · 计算机科学 2020-07-14 Gaurav Rajavendra Reddy , Constantinos Xanthopoulos , Yiorgos Makris

As technology scaling is approaching the physical limit, lithography hotspot detection has become an essential task in design for manufacturability. While the deployment of pattern matching or machine learning in hotspot detection can help…

机器学习 · 计算机科学 2021-08-02 Xuezhong Lin , Jingyu Pan , Jinming Xu , Yiran Chen , Cheng Zhuo

Machine learning-based lithography hotspot detection has been deeply studied recently, from varies feature extraction techniques to efficient learning models. It has been observed that such machine learning-based frameworks are providing…

机器学习 · 计算机科学 2019-12-13 Haoyu Yang , Wen Chen , Piyush Pathak , Frank Gennari , Ya-Chieh Lai , Bei Yu

Pattern matching design verification has gained noticeable attention in semiconductor technologies as it can precisely identify more localized problematic areas (weakpoints) in the layout. To address these weakpoints, engineers adopt…

其他计算机科学 · 计算机科学 2018-05-29 Yongfu Li , Valerio Perez , I-Lun Tseng , Zhao Chuan Lee , Vikas Tripathi , Jason Khaw , Yoong Seang Jonathan Ong

Layout hotpot detection is one of the main steps in modern VLSI design. A typical hotspot detection flow is extremely time consuming due to the computationally expensive mask optimization and lithographic simulation. Recent researches try…

机器学习 · 计算机科学 2018-07-18 Haoyu Yang , Shuhe Li , Cyrus Tabery , Bingqing Lin , Bei Yu

Mapper algorithm can be used to build graph-based representations of high-dimensional data capturing structurally interesting features such as loops, flares or clusters. The graph can be further annotated with additional colouring of…

数值分析 · 数学 2020-12-04 Ciara Frances Loughrey , Nick Orr , Anna Jurek-Loughrey , Paweł Dłotko

Recent advances in VLSI fabrication technology have led to die shrinkage and increased layout density, creating an urgent demand for advanced hotspot detection techniques. However, by taking an object detection network as the backbone,…

计算机视觉与模式识别 · 计算机科学 2024-09-17 Hao-Chiang Shao , Guan-Yu Chen , Yu-Hsien Lin , Chia-Wen Lin , Shao-Yun Fang , Pin-Yian Tsai , Yan-Hsiu Liu

In many advanced network analysis applications, like social networks, e-commerce, and network security, hotspots are generally considered as a group of vertices that are tightly connected owing to the similar characteristics, such as common…

数据结构与算法 · 计算机科学 2019-11-27 Mingtao Lei , Xi Zhang , Lingyang Chu , Zhefeng Wang , Philip S. Yu , Binxing Fang

In Directed Self Assembly (DSA), poor printing of guiding templates can cause misassembly resulting in high defect probability. Therefore, hotspots should be avoided in the choice of the DSA groups. Accordingly, Directed Self-Assembly (DSA)…

其他计算机科学 · 计算机科学 2017-10-10 Yasmine Badr , Puneet Gupta

In this paper, we present a YOLO-based framework for layout hotspot detection, aiming to enhance the efficiency and performance of the design rule checking (DRC) process. Our approach leverages the YOLOv8 vision model to detect multiple…

计算机视觉与模式识别 · 计算机科学 2024-07-22 Dongyang Wu , Siyang Wang , Mehdi Kamal , Massoud Pedram

At advanced process nodes, lithography weakpoints can exist in physical layouts of integrated circuit designs even if the layouts pass design rule checking (DRC). Existence of lithography weakpoints in a physical layout can cause…

其他计算机科学 · 计算机科学 2018-10-04 I-Lun Tseng , Yongfu Li , Valerio Perez , Vikas Tripathi , Zhao Chuan Lee , Jonathan Yoong Seang Ong

In this paper we present EPIC, an efficient and effective predictor for IC manufacturing hotspots in deep sub-wavelength lithography. EPIC proposes a unified framework to combine different hotspot detection methods together, such as machine…

硬件体系结构 · 计算机科学 2014-02-13 Duo Ding , Bei Yu , Joydeep Ghosh , David Z. Pan

Providing architectural support is crucial for newly arising applications to achieve high performance and high system efficiency. Currently there is a trend in designing accelerators for special applications, while arguably a debate is…

分布式、并行与集群计算 · 计算机科学 2019-11-04 Yuhang Liu , Luming Wang , Xiang Li , Yang Wang , Mingyu Chen , Yungang Bao

Analog layout synthesis requires some elements in the circuit netlist to be matched and placed symmetrically. However, the set of symmetries is very circuit-specific and a versatile algorithm, applicable to a broad variety of circuits, has…

机器学习 · 计算机科学 2020-10-02 Kishor Kunal , Jitesh Poojary , Tonmoy Dhar , Meghna Madhusudan , Ramesh Harjani , Sachin S. Sapatnekar

Properly benchmarking Automated Program Repair (APR) systems should contribute to the development and adoption of the research outputs by practitioners. To that end, the research community must ensure that it reaches significant milestones…

软件工程 · 计算机科学 2019-02-18 Kui Liu , Anil Koyuncu , Tegawendé F. Bissyandé , Dongsun Kim , Jacques Klein , Yves Le Traon

In the constraint programming framework, state-of-the-art static and dynamic decomposition techniques are hard to apply to problems with complete initial constraint graphs. For such problems, we propose a hybrid approach of these techniques…

计算复杂性 · 计算机科学 2008-12-18 Stephane Zampelli , Martin Mann , Yves Deville , Rolf Backofen

Design patterns being applied more and more to solve the software engineering difficulties in the object oriented software design procedures. So, the design pattern detection is widely used by software industries. Currently, many solutions…

软件工程 · 计算机科学 2014-08-27 Afnan Salem Ba-Brahem , M. Rizwan Jameel Qureshi

Space and time are two critical components of many real world systems. For this reason, analysis of anomalies in spatiotemporal data has been a great of interest. In this work, application of tensor decomposition and eigenspace techniques…

人工智能 · 计算机科学 2014-06-16 Hadi Fanaee-T , Joao Gama

The optimizations of the track fittings require complex simulations of silicon strip detectors to be compliant with the fundamental properties of the hit heteroscedasticity. Many different generations of random numbers must be available…

仪器与探测器 · 物理学 2023-09-06 Gregorio Landi , Giovanni E. Landi

Hierarchical crack patterns that arise during the drying of thin films of colloidal dispersions or polymer solutions on a solid substrate are of interest both from a fundamental standpoint and in the context of the creation of transparent…

无序系统与神经网络 · 物理学 2026-03-26 Yuri Yu. Tarasevich , Andrei V. Eserkepov , Andrei S. Burmistrov
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