DPSO-based Rectilinear Steiner Minimal Tree construction considering bend reduction. - Genggeng Liu; Guolong Chen; Wenzhong Guo; Zhen Chen (ICNC, 2011)

Obstacle-Avoiding Octagonal Steiner Tree construction based on Particle Swarm Optimization. - Xing Huang 001; Genggeng Liu; Wenzhong Guo; Guolong Chen (ICNC, 2013)

A hybrid multi-objective PSO algorithm with local search strategy for VLSI partitioning. - Wenzhong Guo; Genggeng Liu; Guolong Chen; Shaojun Peng (Frontiers Comput. Sci., 2014)

XGRouter: high-quality global router in X-architecture with particle swarm optimization. - Genggeng Liu; Wenzhong Guo; Rongrong Li; Yuzhen Niu; Guolong Chen (Frontiers Comput. Sci., 2015)

A PSO-based timing-driven Octilinear Steiner tree algorithm for VLSI routing considering bend reduction. - Genggeng Liu; Wenzhong Guo; Yuzhen Niu; Guolong Chen; Xing Huang 001 (Soft Comput., 2015)

Multilayer Obstacle-Avoiding X-Architecture Steiner Minimal Tree Construction Based on Particle Swarm Optimization. - Genggeng Liu; Xing Huang 001; Wenzhong Guo; Yuzhen Niu; Guolong Chen (IEEE Trans. Cybern., 2015)

Obstacle-Avoiding Algorithm in X-Architecture Based on Discrete Particle Swarm Optimization for VLSI Design. - Xing Huang 001; Genggeng Liu; Wenzhong Guo; Yuzhen Niu; Guolong Chen (ACM Trans. Design Autom. Electr. Syst., 2015)

FH-OAOS: A Fast Four-Step Heuristic for Obstacle-Avoiding Octilinear Steiner Tree Construction. - Xing Huang 001; Wenzhong Guo; Genggeng Liu; Guolong Chen (ACM Trans. Design Autom. Electr. Syst., 2016)

MLXR: multi-layer obstacle-avoiding X-architecture Steiner tree construction for VLSI routing. - Xing Huang 001; Wenzhong Guo; Genggeng Liu; Guolong Chen (Sci. China Inf. Sci., 2017)

Promotion of cooperation based on swarm intelligence in spatial public goods games. - Ya-Shan Chen; Han-Xin Yang; Wenzhong Guo; Genggeng Liu (Appl. Math. Comput., 2018)

A novel particle swarm optimizer with multi-stage transformation and genetic operation for VLSI routing. - Genggeng Liu; Zhen Zhuang; Wenzhong Guo; Naixue Xiong; Guolong Chen (CoRR, 2018)

一种云环境下的主机负载预测方法 (Workload Forecasting Method in Cloud). - Wei Jiang; Yuzhong Chen; Qicheng Huang; Zhanghui Liu; Genggeng Liu (计算机科学, 2018)

The Air Quality Prediction Based on a Convolutional LSTM Network. - Canyang Guo; Wenzhong Guo; Chi-Hua Chen; Xin Wang 030; Genggeng Liu (WISA, 2019)

RDTA: An Efficient Routability-Driven Track Assignment Algorithm. - Genggeng Liu; Zhen Zhuang; Wenzhong Guo; Ting-Chi Wang (ACM Great Lakes Symposium on VLSI, 2019)

A Mobile Positioning Method Based on Integrated Heterogeneous Networks for Commercial Vehicle Operation System. - Genggeng Liu; Canyang Guo; Chi-Hua Chen; Wenzhong Guo; Feng-Jang Hwang (ICII, 2019)

X-Architecture Steiner Minimal Tree Construction Based on Discrete Differential Evolution. - Hailin Wu; Saijuan Xu; Zhen Zhuang; Genggeng Liu (ICNC-FSKD, 2019)

Deep variational auto-encoder for text classification. - Lin Xie; Genggeng Liu; Hongfei Lian (ICPS, 2019)

A Survey of Object Co-Segmentation. - Zhoumin Lu; Haiping Xu; Genggeng Liu (IEEE Access, 2019)

Nonconvex Low Tubal Rank Tensor Minimization. - Yaru Su; Xiaohui Wu; Genggeng Liu (IEEE Access, 2019)

Extraversion Measure for Crowd Trajectories. - Wenxi Liu; Chun-Yang Zhang; Genggeng Liu; Yaru Su; Neil N. Xiong (IEEE Trans. Ind. Informatics, 2019)

SLPSO-Based X-Architecture Steiner Minimum Tree Construction. - Xiaohua Chen 003; Ruping Zhou; Genggeng Liu; Xin Wang 030 (WISA, 2020)

A Text Representation Model Based on Convolutional Neural Network and Variational Auto Encoder. - Canyang Guo; Lin Xie; Genggeng Liu; Xin Wang 030 (WISA, 2020)

MiniDelay: Multi-Strategy Timing-Aware Layer Assignment for Advanced Technology Nodes. - Xinghai Zhang; Zhen Zhuang; Genggeng Liu; Xing Huang 001; Wen-Hao Liu 001; Wenzhong Guo; Ting-Chi Wang (DATE, 2020)

MSFRoute: Multi-Stage FPGA Routing for Timing Division Multiplexing Technique. - Zhen Zhuang; Genggeng Liu; Xing Huang 001; Xiaotao Jia; Wen-Hao Liu 001; Wenzhong Guo (ACM Great Lakes Symposium on VLSI, 2020)

MiniDeviation: An Efficient Multi-Stage Bus-Aware Global Router. - Weida Zhu; Xinghai Zhang; Genggeng Liu; Wenzhong Guo; Ting-Chi Wang (VLSI-DAT, 2020)

A Survey of Swarm Intelligence Techniques in VLSI Routing Problems. - Xiaohua Chen 003; Genggeng Liu; Naixue Xiong; Yaru Su; Guolong Chen (IEEE Access, 2020)

A Balance Adjusting Approach of Extended Belief-Rule-Based System for Imbalanced Classification Problem. - Weijie Fang; Xiaoting Gong; Genggeng Liu; Yingjie Wu; Yanggeng Fu (IEEE Access, 2020)

Construction and Reasoning Approach of Belief Rule-Base for Classification Base on Decision Tree. - Yanggeng Fu; Zefeng Yin; Manna Su; Yingjie Wu; Genggeng Liu (IEEE Access, 2020)

An Unsupervised PM2.5 Estimation Method With Different Spatio-Temporal Resolutions Based on KIDW-TCGRU. - Canyang Guo; Genggeng Liu; Lingjuan Lyu; Chi-Hua Chen (IEEE Access, 2020)

Single Image Super-Resolution: From Discrete to Continuous Scale Without Retraining. - Yuzhen Niu; Hanmei Weng; Jiaqi Lin; Genggeng Liu (IEEE Access, 2020)

A Survey on Steiner Tree Construction and Global Routing for VLSI Design. - Hao Tang; Genggeng Liu; Xiaohua Chen 003; Naixue Xiong (IEEE Access, 2020)

An Intelligent CNN-VAE Text Representation Technology Based on Text Semantics for Comprehensive Big Data. - Genggeng Liu; Canyang Guo; Lin Xie; Wenxi Liu; Naixue Xiong; Guolong Chen (CoRR, 2020)

Structured learning for unsupervised feature selection with high-order matrix factorization. - Shiping Wang; Jiawei Chen; Wenzhong Guo; Genggeng Liu (Expert Syst. Appl., 2020)

Unsupervised Text Feature Learning via Deep Variational Auto-encoder. - Genggeng Liu; Lin Xie; Chi-Hua Chen (Inf. Technol. Control., 2020)

Sparse neighbor constrained co-clustering via category consistency learning. - Zhoumin Lu; Genggeng Liu; Shiping Wang (Knowl. Based Syst., 2020)

A unified algorithm based on HTS and self-adapting PSO for the construction of octagonal and rectilinear SMT. - Genggeng Liu; Zhisheng Chen 002; Zhen Zhuang; Wenzhong Guo; Guolong Chen (Soft Comput., 2020)

Air Pollution Concentration Forecast Method Based on the Deep Ensemble Neural Network. - Canyang Guo; Genggeng Liu; Chi-Hua Chen (Wirel. Commun. Mob. Comput., 2020)

Rule Reduction for EBRB Classification Based on Clustering. - Longjiang Chen; Yanggeng Fu; Nannan Chen; Jifeng Ye; Genggeng Liu (WISA, 2021)

An X-Architecture SMT Algorithm Based on Competitive Swarm Optimizer. - Ruping Zhou; Genggeng Liu; Wenzhong Guo; Xin Wang 030 (WISA, 2021)

ALIFRouter: A Practical Architecture-Level Inter-FPGA Router for Logic Verification. - Zhen Zhuang; Xing Huang 001; Genggeng Liu; Wenzhong Guo; Weikang Qian; Wen-Hao Liu 001 (DATE, 2021)

An optimized 3D Astar algorithm for multi-layer PCB automatic routing. - Haiyun Li; Ning Xu 006; Genggeng Liu; Jixin Zhang (ICCE-TW, 2021)

Timing-Driven X-architecture Steiner Minimum Tree Construction Based on Social Learning Multi-Objective Particle Swarm Optimization. - Xiaohua Chen 003; Ruping Zhou; Genggeng Liu; Zhen Chen; Wenzhong Guo (WWW (Companion Volume), 2021)

Belief-Rule-Base Inference Method Based on Gradient Descent With Momentum. - Yu Guan; Yanggeng Fu; Longjiang Chen; Genggeng Liu; Lan Sun (IEEE Access, 2021)

Social learning discrete Particle Swarm Optimization based two-stage X-routing for IC design under Intelligent Edge Computing architecture. - Genggeng Liu; Xiaohua Chen 003; Ruping Zhou; Saijuan Xu; Yeh-Cheng Chen; Guolong Chen (Appl. Soft Comput., 2021)

Elucidating transcriptomic profiles from single-cell RNA sequencing data using nature-inspired compressed sensing. - Zhuohan Yu; Chuang Bian; Genggeng Liu; Shixiong Zhang 002; Ka-Chun Wong; Xiangtao Li (Briefings Bioinform., 2021)

Construction of EBRB classifier for imbalanced data based on Fuzzy C-Means clustering. - Yang-Geng Fu; Jifeng Ye; Zefeng Yin; Longjiang Chen; Ying-Ming Wang 001; Genggeng Liu (Knowl. Based Syst., 2021)

X-architecture Steiner minimal tree algorithm based on multi-strategy optimization discrete differential evolution. - Genggeng Liu; Liliang Yang; Saijuan Xu; Zuoyong Li; Yeh-Cheng Chen; Chi-Hua Chen (PeerJ Comput. Sci., 2021)

Using Bayesian network technology to predict the semiconductor manufacturing yield rate in IoT. - Xiaodong Fang; Chan Chang; Genggeng Liu (J. Supercomput., 2021)

TRADER: A Practical Track-Assignment-Based Detailed Router. - Zhen Zhuang; Genggeng Liu; Tsung-Yi Ho; Bei Yu 001; Wenzhong Guo (DATE, 2022)

LA-SVR: A High-Performance Layer Assignment Algorithm with Slew Violations Reduction. - Lieqiu Jiang; Zepeng Li; Chenpeng Bao; Genggeng Liu; Xing Huang 001; Wen-Hao Liu 001; Ting-Chi Wang (VLSI-SoC, 2022)

SPTA: A Scalable Parallel ILP-Based Track Assignment Algorithm with Two-Stage Partition. - Yidan Jing; Liliang Yang; Zhen Zhuang; Genggeng Liu; Xing Huang 001; Wen-Hao Liu 001; Ting-Chi Wang (VLSI-SoC, 2022)

PSO-based Power-Driven X-Routing Algorithm in semiconductor design for predictive intelligence of IoT applications. - Genggeng Liu; Yuhan Zhu; Saijuan Xu; Yeh-Cheng Chen; Hao Tang (Appl. Soft Comput., 2022)

Unsupervised Denoising Feature Learning for Classification of Corrupted Images. - Genggeng Liu; Qihao Lin; Neal Naixue Xiong; Xin Wang 030 (Big Data Res., 2022)

A pre-signed response method based on online certificate status protocol request prediction. - Chi-Hua Chen; Genggeng Liu; Yu-Chih Wei; Zuoyong Li; Bon-Yeh Lin (Enterp. Inf. Syst., 2022)

Machine learning and deep learning methods for wireless network applications. - Abel C. H. Chen; Wen-Kang Jia 001; Feng-Jang Hwang; Genggeng Liu; Fangying Song; Lianrong Pu (EURASIP J. Wirel. Commun. Netw., 2022)

Design automation for continuous-flow microfluidic biochips: A comprehensive review. - Genggeng Liu; Hongbin Huang; Zhisheng Chen 002; Hongxing Lin; Hui Liu; Xing Huang 001; Wenzhong Guo (Integr., 2022)

MiniControl 2.0: Co-Synthesis of Flow and Control Layers for Microfluidic Biochips With Strictly Constrained Control Ports. - Xing Huang 001; Tsung-Yi Ho; Zepeng Li; Genggeng Liu; Lu Wang 014; Qingshan Li; Wenzhong Guo; Bing Li 005; Ulf Schlichtmann (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022)

Timing-Aware Layer Assignment for Advanced Process Technologies Considering via Pillars. - Genggeng Liu; Xinghai Zhang; Wenzhong Guo; Xing Huang 001; Wen-Hao Liu 001; Kai-Yuan Chao; Ting-Chi Wang (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022)

Functional motion detection based on artificial intelligence. - Lingfeng Huang; Genggeng Liu (J. Supercomput., 2022)

A high-quality global routing algorithm based on hybrid topology optimization and heuristic search for data processing in MEC. - Saijuan Xu; Ling Wei; Genggeng Liu; Yeh-Cheng Chen; Guolong Chen (J. Supercomput., 2022)

ML-KELM: A Kernel Extreme Learning Machine Scheme for Multi-Label Classification of Real Time Data Stream in SIoT. - Fangfang Luo; Genggeng Liu; Wenzhong Guo; Guolong Chen; Naixue Xiong (IEEE Trans. Netw. Sci. Eng., 2022)

Performance-Driven X-Architecture Routing Algorithm for Artificial Intelligence Chip Design in Smart Manufacturing. - Genggeng Liu; Yuhan Zhu; Saijuan Xu; Hao Tang; Yeh-Cheng Chen (ACM Trans. Manag. Inf. Syst., 2022)

Two-Stage Competitive Particle Swarm Optimization Based Timing-Driven X-Routing for IC Design Under Smart Manufacturing. - Genggeng Liu; Ruping Zhou; Saijuan Xu; Yuhan Zhu; Wenzhong Guo; Yeh-Cheng Chen; Guolong Chen (ACM Trans. Manag. Inf. Syst., 2022)

Slew-Driven Layer Assignment for Advanced Non-default-rule Wires. - Ren Lu; Wei Zhang; Lieqiu Jiang; Genggeng Liu (WISA, 2023)

Fault-Tolerance-Oriented Physical Design for Fully Programmable Valve Array Biochips. - Genggeng Liu; Yuhan Zhu; Wenzhong Guo; Xing Huang 001 (DAC, 2023)

Design and Implementation of Virtual Reality Experiment Project of Integrated Circuit Routing Algorithm. - Zeping Lu; Genggeng Liu; Fuling Ye; Wenzhong Guo (ICCSE (2), 2023)

CNN-VAE: An intelligent text representation algorithm. - Saijuan Xu; Canyang Guo; Yuhan Zhu; Genggeng Liu; Neal Xiong 001 (J. Supercomput., 2023)

Application Mapping and Control-system Design for Microfluidic Biochips with Distributed Channel Storage. - Zhisheng Chen 002; Wenzhong Guo; Genggeng Liu; Xing Huang 001 (ACM Trans. Design Autom. Electr. Syst., 2023)

Robust weighted co-clustering with global and local discrimination. - Zhoumin Lu; Shiping Wang; Genggeng Liu; Feiping Nie 001 (Pattern Recognit., 2023)

An Enhanced Food Digestion Algorithm for Mobile Sensor Localization. - Shu-Chuan Chu; Zhi-Yuan Shao; Ning Zhong 001; Genggeng Liu; Jeng-Shyang Pan 001 (Sensors, 2023)

Subspace segmentation based co-evolutionary algorithm for balancing convergence and diversity in many-objective optimization. - Genggeng Liu; Zhenyu Pei; Nengxian Liu; Ye Tian 009 (Swarm Evol. Comput., 2023)

Adaptive Control-Logic Routing for Fully Programmable Valve Array Biochips Using Deep Reinforcement Learning. - Huayang Cai; Genggeng Liu; Wenzhong Guo; Zipeng Li; Tsung-Yi Ho; Xing Huang 001 (ASPDAC, 2024)

Towards Automated Testing of Multiplexers in Fully Programmable Valve Array Biochips. - Genggeng Liu; Yuqin Zeng; Yuhan Zhu; Huayang Cai; Wenzhong Guo; Zipeng Li; Tsung-Yi Ho; Xing Huang 001 (ASPDAC, 2024)

Washing Optimization Method Based on Deep Reinforcement Learning for Fully Programmable Valve Array Biochips. - Junqian Huang; Yuhan Zhu; Xing Huang 001; Genggeng Liu (ACM Great Lakes Symposium on VLSI, 2024)

Error Recovery Method Based on Deep Reinforcement Learning for Fully Programmable Valve Array Biochips. - Zhenyuan Wu; Yuhan Zhu; Xing Huang 001; Genggeng Liu (ACM Great Lakes Symposium on VLSI, 2024)

Anomaly Detection Method based on Discrete Particle Swarm Optimization for Continuous-Flow Microfluidic Biochips. - Yangjie Wu; Yuhan Zhu; Genggeng Liu; Xing Huang 001 (ACM Great Lakes Symposium on VLSI, 2024)

High-Level Synthesis for Microfluidic Biochips Considering Actual Volume Management and Channel Storage. - Zhengyang Chen; Yuhan Zhu; Zhen Chen; Zhisheng Chen 002; Genggeng Liu (ISQED, 2024)

Timing-Driven High-Level Synthesis for Continuous-Flow Microfluidic Biochips. - Zhengyang Ye; Zhisheng Chen 002; Youlin Pan; Genggeng Liu; Wenzhong Guo; Tsung-Yi Ho; Xing Huang 001 (ISQED, 2024)

GMP-Net: Graph based Missing Part Patching Network for Point Cloud Completion. - Min-Ming Huang; Yang-Geng Fu; Genggeng Liu; Longkun Guo; Wanling Liu (Eng. Appl. Artif. Intell., 2024)

Physical design for microfluidic biochips considering actual volume management and channel storage. - Genggeng Liu; Zhengyang Chen; Zhisheng Chen 002; Bowen Liu; Yu Zhang; Xing Huang 001 (Integr., 2024)

Capacity-Aware Wash Optimization with Dynamic Fluid Scheduling and Channel Storage for Continuous-Flow Microfluidic Biochips. - Zhisheng Chen 002; Xu Hu; Wenzhong Guo; Genggeng Liu; Jiaxuan Wang; Tsung-Yi Ho; Xing Huang 001 (ACM Trans. Design Autom. Electr. Syst., 2024)

Control-Logic Synthesis of Fully Programmable Valve Array Using Reinforcement Learning. - Xing Huang 001; Huayang Cai; Wenzhong Guo; Genggeng Liu; Tsung-Yi Ho; Krishnendu Chakrabarty; Ulf Schlichtmann (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2024)

Timing-Driven Obstacle-Avoiding X-Architecture Steiner Minimum Tree Algorithm With Slack Constraints. - Yuhan Zhu; Genggeng Liu; Ren Lu; Xing Huang 001; Min Gan; Wenzhong Guo (IEEE Trans. Syst. Man Cybern. Syst., 2024)

NR-Router+: Enhanced Non-Regular Electrode Routing With Optimal Pin Selection for Electrowetting-on-Dielectric Chips. - Youlin Pan; Genggeng Liu; Xing Huang 001; Zipeng Li; Hsin-Chuan Huang; Chi-Chun Liang; Qining Wang; Chang-Jin Kim 001; Tsung-Yi Ho (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2024)

A Robust Multilayer X-Architecture Global Routing System Based on Particle Swarm Optimization. - Genggeng Liu; Yuhan Zhu; Zhen Zhuang; Zhenyu Pei; Min Gan; Xing Huang 001; Wenzhong Guo (IEEE Trans. Syst. Man Cybern. Syst., 2024)

LightCapsGNN: light capsule graph neural network for graph classification. - Yucheng Yan; Jin Li; Shuling Xu; Xinlong Chen; Genggeng Liu; Yang-Geng Fu (Knowl. Inf. Syst., 2024)

Timing-Driven Application Mapping for Continuous-Flow Microfluidic Biochips. - Xinyue Jiao; Youlin Pan; Bowen Liu; Zhen Chen; Genggeng Liu; Xing Huang 001 (ACM Great Lakes Symposium on VLSI, 2025)

Application Mapping Method based on Particle Swarm Optimization for Continuous-Flow Microfluidic Biochips. - Hongjin Su; Zhisheng Chen 002; Bowen Liu; Zhen Chen; Genggeng Liu; Xing Huang 001 (ACM Great Lakes Symposium on VLSI, 2025)

SDCLR: Scalable Dual Control-Layer Routing for continuous-flow microfluidic biochips with minimized control ports. - Zhisheng Chen 002; Hongjin Su; Bohan Dong; Genggeng Liu; Xing Huang 001 (Integr., 2025)

SE-GSSL: Soft-Mask enhanced graph self-supervised learning with multi-aspect knowledge encoding and adaptive sample selection. - Yang-Geng Fu; Xinlong Chen; Shuling Xu; Jin Li; Qirong Zhang; Wen Meng; Genggeng Liu (Knowl. Based Syst., 2025)

SPTA 2.0: Enhanced Scalable Parallel Track Assignment Algorithm with Two-Stage Partition Considering Timing Delay. - Huayang Cai; Pengcheng Huang; Genggeng Liu; Xing Huang 001; Yidan Jing; Wenhao Liu 001; Ting-Chi Wang (ACM Trans. Design Autom. Electr. Syst., 2025)

A Unified Deep Reinforcement Learning Approach for Constructing Rectilinear and Octilinear Steiner Minimum Tree. - Zhenkun Lin; Genggeng Liu; Xing Huang 001; Yibo Lin; Jixin Zhang; Wen-Hao Liu 001; Ting-Chi Wang (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2025)

FTCD: Fault-Tolerant Co-Design of Flow and Control Layers for Fully Programmable Valve Array Biochips. - Yuhan Zhu; Genggeng Liu; Wenzhong Guo; Xing Huang 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2025)

A fast generalized surrogate-assisted evolutionary algorithm for solving expensive constrained optimization problems. - Genggeng Liu; Xuehui Su; Ruping Zhou; Nengxian Liu; Liyuan Zhang; Ye Tian 009 (J. Supercomput., 2025)