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  1. No Access

    Article

    LightCapsGNN: light capsule graph neural network for graph classification

    Graph neural networks (GNNs) have achieved excellent performances in many graph-related tasks. However, they need appropriate pooling operations to deal with the graph classification tasks, and thus, they may ...

    Yucheng Yan, ** Li, Shuling Xu, **nlong Chen in Knowledge and Information Systems (2024)

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    Chapter and Conference Paper

    Design and Implementation of Virtual Reality Experiment Project of Integrated Circuit Routing Algorithm

    Given the lack of experimental teaching platforms and tools for integrated circuit (IC) related courses, this paper conducts research on the construction and teaching reform of IC series courses, and transform...

    Ze** Lu, Genggeng Liu, Fuling Ye in Computer Science and Education. Teaching a… (2024)

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    Article

    CNN-VAE: An intelligent text representation algorithm

    Collecting and analyzing data from all devices to improve the efficiency of business processes is an important task of Industrial Internet of Things (IIoT). In the age of data explosion, extensive text data ge...

    Saijuan Xu, Canyang Guo, Yuhan Zhu, Genggeng Liu in The Journal of Supercomputing (2023)

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    Chapter and Conference Paper

    Slew-Driven Layer Assignment for Advanced Non-default-rule Wires

    With the rapid increase in circuit density in Very Large Scale Integration, the proportion of interconnect delay in circuit timing is also increasing. This makes the importance of layer assignment algorithms i...

    Ren Lu, Wei Zhang, Lieqiu Jiang, Genggeng Liu in Web Information Systems and Applications (2023)

  5. Article

    Open Access

    Machine learning and deep learning methods for wireless network applications

    Abel C. H. Chen, Wen-Kang Jia in EURASIP Journal on Wireless Communications… (2022)

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    Article

    A high-quality global routing algorithm based on hybrid topology optimization and heuristic search for data processing in MEC

    With the development of Internet of Things (IoT), real-time decision making has gradually become one of the important characteristics in mobile edge computing (MEC) environment of IoT. Therefore, in the Integr...

    Saijuan Xu, Ling Wei, Genggeng Liu, Yeh-Cheng Chen in The Journal of Supercomputing (2022)

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    Article

    Functional motion detection based on artificial intelligence

    Sports injuries can be a major problem for athletes. Therefore, sports injury protection has become a key focus of attention in sports and medical circles. With widening participation in sport, related injurie...

    Lingfeng Huang, Genggeng Liu in The Journal of Supercomputing (2022)

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    Article

    Using Bayesian network technology to predict the semiconductor manufacturing yield rate in IoT

    In the era of the knowledge economy, one of the key issues is how to integrate and use intelligent information systems to collect data and make valuable predictions to support business decisions. Intelligent i...

    **aodong Fang, Chan Chang, Genggeng Liu in The Journal of Supercomputing (2021)

  9. No Access

    Chapter and Conference Paper

    An X-Architecture SMT Algorithm Based on Competitive Swarm Optimizer

    The X-architecture Steiner Minimum Tree (XSMT) is the best connection model of non-Manhattan multi-terminal nets in global routing, and it is an NP-hard problem. Particle Swarm Optimization (PSO), with its eff...

    Ru** Zhou, Genggeng Liu, Wenzhong Guo in Web Information Systems and Applications (2021)

  10. No Access

    Chapter and Conference Paper

    Rule Reduction for EBRB Classification Based on Clustering

    The extended belief rule base (EBRB) system has been successfully applied to classification problems in various fields. However, the existing EBRB generation method converts all data into extended belief rules...

    Longjiang Chen, Yanggeng Fu, Nannan Chen in Web Information Systems and Applications (2021)

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    Article

    Efficient VLSI routing algorithm employing novel discrete PSO and multi-stage transformation

    For routing industrial circuits, the Steiner minimal tree (SMT) model can be applied in different routing problems, such as wirelength optimization, congestion reduction, and delay optimization. In this paper,...

    Genggeng Liu, Weida Zhu, Saijuan Xu in Journal of Ambient Intelligence and Humani… (2020)

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    Article

    A unified algorithm based on HTS and self-adapting PSO for the construction of octagonal and rectilinear SMT

    The Steiner minimal tree (SMT) problem is an NP-hard problem, which is the best connection model for a multi-terminal net in global routing problem. This paper presents a unified algorithm for octagonal and re...

    Genggeng Liu, Zhisheng Chen, Zhen Zhuang, Wenzhong Guo, Guolong Chen in Soft Computing (2020)

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    Book and Conference Proceedings

    Web Information Systems and Applications

    17th International Conference, WISA 2020, Guangzhou, China, September 23–25, 2020, Proceedings

    Prof. Guojun Wang, Xuemin Lin in Lecture Notes in Computer Science (2020)

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    Chapter and Conference Paper

    X-Architecture Steiner Minimal Tree Construction Based on Discrete Differential Evolution

    As the best connection model for the multi-pin net of the non-Manhattan architecture global routing problem, the X-architecture Steiner Minimum Tree (XSMT) construction is a Non-deterministic Polynomial hard (...

    Hailin Wu, Saijuan Xu, Zhen Zhuang in Advances in Natural Computation, Fuzzy Sys… (2020)

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    Chapter and Conference Paper

    A Text Representation Model Based on Convolutional Neural Network and Variational Auto Encoder

    In the era of big data, the internet produces vast amounts of data every day, among which text data occupies the main position. It is difficult for manual processing to deal with the increasing growth rate of ...

    Canyang Guo, Lin **e, Genggeng Liu, **n Wang in Web Information Systems and Applications (2020)

  16. No Access

    Chapter and Conference Paper

    SLPSO-Based X-Architecture Steiner Minimum Tree Construction

    The X-architecture Steiner Minimum Tree (XSMT) is the best connection model for multi-terminal nets in global routing algorithms under non-Manhattan structures, and it is an NP-hard problem. And the successful...

    **aohua Chen, Ru** Zhou, Genggeng Liu in Web Information Systems and Applications (2020)

  17. No Access

    Chapter and Conference Paper

    The Air Quality Prediction Based on a Convolutional LSTM Network

    In recent years, the rapid development of industrial technology has been accompanied by serious environmental pollution. In the face of numerous environmental pollution problems, particulate matter (PM2.5) whi...

    Canyang Guo, Wenzhong Guo, Chi-Hua Chen in Web Information Systems and Applications (2019)

  18. No Access

    Article

    MLXR: multi-layer obstacle-avoiding X-architecture Steiner tree construction for VLSI routing

    多层绕障斯坦纳布线是现代超大规模集成电路物理设计的一个基础性问题。 此外, 随着当前芯片特征尺寸步入深亚微米阶段, 传统的曼哈顿布线结构不能较好的满足设计需求, 因此新兴的非曼哈顿成为了当前的研究热点。 在本文, 我们设计了 MLXR, 它是一种针对分布在芯片层上的漏点和障碍物集合, 能高效地构建一棵多层绕障 X-结构斯坦纳最小树的布线算法。 更详细地讲, MLXR 采用一种基于查找表的框架, 通过构建一棵三维无障...

    **ng Huang, Wenzhong Guo, Genggeng Liu, Guolong Chen in Science China Information Sciences (2016)

  19. No Access

    Article

    XGRouter: high-quality global router in X-architecture with particle swarm optimization

    This paper presents a high-quality very large scale integration (VLSI) global router in X-architecture, called XGRouter, that heavily relies on integer linear programming (ILP) techniques, partition strategy a...

    Genggeng Liu, Wenzhong Guo, Rongrong Li, Yuzhen Niu in Frontiers of Computer Science (2015)

  20. No Access

    Article

    A PSO-based timing-driven Octilinear Steiner tree algorithm for VLSI routing considering bend reduction

    Constructing a timing-driven Steiner tree is very important in VLSI performance-driven routing stage. Meanwhile, non-Manhattan architecture is supported by several manufacturing technologies and now well appre...

    Genggeng Liu, Wenzhong Guo, Yuzhen Niu, Guolong Chen, **ng Huang in Soft Computing (2015)

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