潘明阳｜大连海事大学｜学者主页

2026

基于多模态信息融合的船用柴油机数字孪生故障预警方法

孙佳文，任鸿翔，杨晓，王德龙，潘明阳，韦德鉴

《大连海事大学学报》

2026

融合暗通道先验与循环生成对抗网络的航海图像去雾模型

张成，潘明阳，高翊然，王泾阳，张若澜，李邵喜

《大连海事大学学报》

2026

基于超分辨率数字高程模型与实时水位交互的海图动态等深线生成方法

栗之浩，潘明阳，李邵喜，王沫，胡景峰，郝江凌，张若澜

《大连海事大学学报》

DOI

2026

An AIS–MRV Consistency-Enhanced Dynamic Network Framework for Shipping Traffic Resilience Assessment and Disruption Recovery Characterization

Ruolan Zhang, Wei Shen, Dejian Wei, Chuankao Yang, Mingyang Pan

Sustainability

DOI

2026

EAC-based ensemble clustering with four-dimensional features for upbound and downbound route extraction in inland waterways

Zongying Liu, Xinao Wang, Mingyang Pan, Chyan Zheng Siow, Naoki Masuyama

Ocean Engineering

DOI

2026

RSAND: A Fine-Grained Dataset and Benchmark for AtoN Detection in River–Sea Intermodal and Complex Estuarine Environments

Qing Chen, Mingyang Pan, Zongying Liu, Ruolan Zhang, Fei Yan, Xiaofeng Pan, Yang Zhang, Chao Li

Journal of Marine Science and Engineering

DOI

2026

Deep Learning Character Restoration Model for Ship Draft Monitoring

Jiangling Hao, Hao Yue, Mingyang Pan, Zongying Liu

DOI

2026

Vision-Based Dynamic Detection of Light Characteristics of Aids to Navigation at Night

Zhengliang Wang, Mingyang Pan, Yu Liang, Y W Zhang, Ruolan Zhang

DOI

2026

From Broadcast to Dialogue: VHF-Enhanced Smart Buoys for Intelligent Ship-Shore Speech Interaction

Hangqi Li, Shuyuan Liu, Mingyang Pan, Ruolan Zhang

Lecture notes in electrical engineering

DOI

2026

Resilient Navigation Control for Autonomous Ships Under Complex Environmental Disturbances

Ruolan Zhang, Xinyu Qin, Mingyang Pan

Lecture notes in electrical engineering

DOI

2025

基于Gaussian GRU与Copula函数的船舶交通流不确定性预测

张栋，赵丽宁，潘明阳

《大连海事大学学报》

DOI

2025

基于改进人工势场法与模型预测控制的多无人艇编队避障控制

孙慧，薛庆，潘明阳，张若澜，郝江凌

《大连海事大学学报》

DOI

2025

Dynamic Spatio-Temporal Modeling for Vessel Traffic Flow Prediction with FSTformer

Dong Zhang, Haichao Xu, Yongfeng Guo, Shaoxi Li, Yinyin Lu, Mingyang Pan

Journal of Marine Science and Engineering

DOI

2025

Hybrid Obstacle Avoidance Algorithm Based on IAPF and MPC for Underactuated Multi-USV Formation

Hui Sun, Qing Xue, Mingyang Pan, Zongying Liu, Hangqi Li

Journal of Marine Science and Engineering

DOI

2025

Adaptive Temporal Reinforcement Learning for Mapping Complex Maritime Environmental State Spaces in Autonomous Ship Navigation

Ruolan Zhang, Xinyu Qin, Mingyang Pan, Shaoxi Li, Helong Shen

Journal of Marine Science and Engineering

DOI

2025

Edge-Based Dynamic Spatiotemporal Data Fusion on Smart Buoys for Intelligent Surveillance of Inland Waterways

Ruolan Zhang, Chenhui Zhao, Yu Liang, Jingfeng Hu, Mingyang Pan

Journal of Marine Science and Engineering

DOI

2025

Identification and Removal of Light Pollution in Maritime Night-Time Images Based on Spatial Frequency Blocks

Hui Sun, Jingyang Wang, Mingyang Pan, Zongying Liu, Shaoxi Li, Ruolan Zhang, Wei Yang

Journal of Marine Science and Engineering

DOI

2025

Ship Encounter Situation Recognition Based on Transformer

Tongyue Ma, Mingyang Pan, S Y Li, Jingfeng Hu, C. Li

SAE technical papers on CD-ROM/SAE technical paper series

DOI

2025

Energy-Efficient Maritime Communications via SIM-Equipped UAV: A Joint Optimization Approach

Xia Zhong, Bin Lin, Hongyang Pan, Wenxuan Ma, Mingyang Pan

IEEE International Conference on Communication Technology (ICCT)

DOI

2025

Resource Optimization for Latency-Sensitive Tasks in Navigation Assistance

Yutong Jiang, Bin Lin, Mengya Zhang, Haobo Xu, Zhongming Xiao, Mingyang Pan

IEEE International Conference on Communication Technology (ICCT)

DOI

2025

Modeling and Coverage Analysis of Stereoscopic Marine Monitoring Networks

Xu Hu, Bin Lin, Shuang Qi, Xingao Mei, Mingyang Pan

IEEE International Conference on Communication Technology (ICCT)

DOI

2025

Deep Reinforcement Learning-Based Joint Resource Allocation and Service Migration for Smart-Buoy-Enabled Maritime Multiaccess Edge Computing Networks

Hangqi Li, Yuzhang Wang, Mingyang Pan, Shaoxi Li, Wei Guan

IEEE Internet of Things Journal

DOI

2025

Temporal-TimesNet: a novel hybrid model for vessel traffic flow multi-step prediction

Dong Zhang, Lining Zhao, Zongying Liu, Mingyang Pan, Le Li

Ships and Offshore Structures

DOI

2025

Application of Augmented Reality in Waterway Traffic Management Using Sparse Spatiotemporal Data

Ruolan Zhang, Yue Ai, Shaoxi Li, Jingfeng Hu, Jiangling Hao, Mingyang Pan

Applied Sciences

DOI

2025

Speech Enhancement for VHF Communication Audio Empowered by Feature Consistency and Contrastive Learning

Jinyi Gao, Weiwei Zhang, De Hu, Mingyang Pan

IEEE Transactions on Instrumentation and Measurement

DOI

2025

Surface Current Visualization in Waterway Based on Mike 21 Model and S-100 Standards

Zixuan Wang, Mingyang Pan, Shaoxi Li, Chao Li, Zongying Liu

International Conference on Geographical Information Systems Theory, Applications and Management (GISTAM)

DOI

2024

基于视频的夜间航标灯多目标检测模型

郭家铭，潘明阳，王泾阳，刘宗鹰，张若澜

《中国航海》

2024

基于改进ESN的内河航道水位预测模型

张文儒，李超，刘宗鹰，潘明阳，李非凡

《大连海事大学学报》

2024

Ship Trajectory Prediction in Complex Waterways Based on Transformer and Social Variational Autoencoder (SocialVAE)

Pengyue Wang, Mingyang Pan, Zongying Liu, Shaoxi Li, Yuanlong Chen, Wei Yang

Journal of Marine Science and Engineering

DOI

2024

Semi-dynamic spatial–temporal graph neural network for traffic state prediction in waterways

Le Li, Mingyang Pan, Zongying Liu, Hui Sun, Ruolan Zhang

Ocean Engineering

DOI

2024

VHF Speech Recognition Model Based on Improved Conformer Structure

Meng Han, Mingyang Pan, Zongying Liu, Jingfeng Hu, Ruolan Zhang, Yu Li

International Conference on Artificial Intelligence and Computer Information Technology (AICIT)

DOI

2024

Weighted error-output recurrent Xavier echo state network for concept drift handling in water level prediction

Zongying Liu, Wenru Zhang, Mingyang Pan, Chu Kiong Loo, Kitsuchart Pasupa

Applied Soft Computing

DOI

2024

Feature extraction network of water scenes based on improved SuperPoint

Yiran Gao, Mingyang Pan, Jingfeng Hu, Jiangling Hao, Zongying Liu

International Conference on Remote Sensing, Mapping, and Image Processing (RSMIP)

DOI

2024

Ship trajectory prediction model based on improved SocialVAE

Zhijia Lin, Feng Li, Le Zeng, Jiangling Hao, Mingyang Pan

International Conference on Computer Information and Big Data Applications (CIBDA)

DOI

2023

长江干线AIS航标助航作用的调查与评估

郝江凌，李昱，程赣军，赵阶乐，潘明阳

《中国水运》

2023

一种基于GAN的多船轨迹预测方法

崔志远，潘明阳，林治家，刘宗鹰，张若澜

《大连海事大学学报》

2023

Spatio-Temporal ESN-based Model for Predicting Water Level in Yangtze River

Zongying Liu, Wenru Zhang, Mingyang Pan, Feifan Li

DOI

2023

Maritime low-light image enhancement study based on improved ResUnet

Jingyang Wang, Mingyang Pan, Ruolan Zhang, Zongying Liu, Shaoxi Li

DOI

2023

Semantics analysis model based on deep learning for vessel traffic service application

Xue Han, Mingyang Pan, Zongying Liu, Meng Han, Hui Sun, Ruolan Zhang

IET Intelligent Transport Systems

DOI

2023

Weighted error-output recurrent echo kernel state network for multi-step water level prediction

Zongying Liu, Xiaohan Xu, Mingyang Pan, Chu Kiong Loo, Shaoxi Li

Applied Soft Computing

DOI

2022

Research of traffic flow saturation on waters of the coastal ship routing system

Pengfei Jiang, Zhongzhou Fan, Mingyang Pan, Wanyu Hu

Ocean Engineering

DOI

2022

Design on ship "video radar" enhanced navigation system based on multi-camera

Zhengzhong Li, Mingyang Pan, Jingfeng Hu, Jiaming Guo

DOI

2022

Diversified assessment benchmark of vision dataset-based perception in ship navigation scenario

Ruolan Zhang, Xingchen Ji, Mingyang Pan

DOI

2022

Research on visual recognition technology of Damaged navigation mark based on improved Efficientnet

Haipeng Ge, Jingfeng Hu, Cheng Zhang, Mingyang Pan

DOI

2022

Real-time route planning of inland water network based on Deep Q_Network

Yanxue Dai, Mingyang Pan, Ruolan Zhang, Zhiyuan Cui

DOI

2022

VHF Speech Enhancement Based on Transformer

Xue Han, Mingyang Pan, Zhengzhong Li, Haipeng Ge, Zongying Liu

IEEE Open Journal of Intelligent Transportation Systems

DOI

2021

电子海图导航系统的研究进展与未来趋势

郝江凌，单雄飞，赵丽宁，李邵喜，胡景峰，李超，潘明阳

《大连海事大学学报》

DOI

2021

Survey on Deep Learning-Based Marine Object Detection

Ruolan Zhang, Shaoxi Li, Guanfeng Ji, Xiuping Zhao, Jing Li, Mingyang Pan

Journal of Advanced Transportation

DOI

2021

Maritime Target Detection Based on Electronic Image Stabilization Technology of Shipborne Camera

Xiongfei Shan, Mingyang Pan, Depeng Zhao, Deqiang Wang, Feng-Jang Hwang, Chi‐Hua Chen

IEICE Transactions on Information and Systems

DOI

2021

Intelligent Recognition System Based on Contour Accentuation for Navigation Marks

Yanke Du, Shuo Sun, Shi Qiu, Shaoxi Li, Mingyang Pan, Chi‐Hua Chen

Wireless Communications and Mobile Computing

DOI

2021

Multilabel Video Classification Model of Navigation Mark’s Lights Based on Deep Learning

Xu Han, Mingyang Pan, Haipeng Ge, Shaoxi Li, Jingfeng Hu, Lining Zhao, Yu Li

Computational Intelligence and Neuroscience

DOI

2020

AIS拼音船名到汉字的智能翻译技术

潘明阳，李琦，盛尊阔，韩斌，李超，李邵喜

《大连海事大学学报》

DOI

2020

智能水位预测服务系统研究

潘明阳，周海南，李增辉，刘乙赛，李超，李昱

《大连海事大学学报》

DOI

2020

基于海天线检测的船载摄像机电子稳像技术

单雄飞，赵德鹏，潘明阳，王德强

《大连海事大学学报》

DOI

2020

基于改进A*算法的内河水网航线规划及应用

潘明阳，刘乙赛，李琦，李超，陈志体

《上海海事大学学报》

DOI

2020

Lightweight Ship Detection Methods Based on YOLOv3 and DenseNet

Zhelin Li, Lining Zhao, Xu Han, Mingyang Pan, Feng-Jang Hwang

Mathematical Problems in Engineering

DOI

2020

Ship target detection and identification based on SSD_MobilenetV2

Yiyang Zou, Lining Zhao, Shanxing Qin, Mingyang Pan, Zhelin Li

IEEE Information Technology and Mechatronics Engineering Conference (ITOEC)

DOI

2020

Contour Accentuation for Transfer Learning-Based Ship Recognition Method

Chi‐Hua Chen, Yizhuo Zhang, Wenzhong Guo, Mingyang Pan, Lingjuan Lyu, Chia‐Yu Lin

The Web Conference (WWW)

DOI

2020

Water Level Prediction Model Based on GRU and CNN

Mingyang Pan, Hainan Zhou, Jiayi Cao, Yisai Liu, Jiangling Hao, Shaoxi Li, Chi‐Hua Chen

IEEE Access

DOI

2020

Visual Recognition Based on Deep Learning for Navigation Mark Classification

Mingyang Pan, Yisai Liu, Jiayi Cao, Yu Li, Chao Li, Chi‐Hua Chen

IEEE Access

DOI

2019

基于矢量瓦片的Web电子航道图应用技术

潘明阳，羌鹏，李明轩，郝江凌

《上海海事大学学报》

2019

Sea–Sky Line and Its Nearby Ships Detection Based on the Motion Attitude of Visible Light Sensors

Xiongfei Shan, Depeng Zhao, Mingyang Pan, Deqiang Wang, Lining Zhao

Sensors

DOI

2018

The Design of Inland River Ship Microservice Information System Based on Spring Cloud

Shaobo He, Lining Zhao, Mingyang Pan

International Conference on Information Science and Control Engineering

DOI

2016

基于MongoDB的船舶数据库构建与数据批量迁移技术

潘明阳，高立佳，宋平亮，赵丽宁

《大连海事大学学报》

2016

An approach to 3D model fusion in GIS systems and its application in a future ECDIS

Tao Liu, Depeng Zhao, Mingyang Pan

Computers & Geosciences

DOI

2015

数字航道空间信息应用技术研究综述

刘涛，潘明阳，王德强

《大连海事大学学报》

2015

Fusing Multiscale Charts into 3D ENC Systems Based on Underwater Topography and Remote Sensing Image

Tao Liu, Depeng Zhao, Mingyang Pan, Kun Bai

Mathematical Problems in Engineering

DOI

2015

Data Organization and Service Publishing for Multi-dimensional Digital Waterway Model

Tao Liu, Depeng Zhao, Mingyang Pan

International Conference on Frontier of Computer Science and Technology (FCST)

DOI

2014

基于MapFile的电子海图数据访问和制图表达

潘明阳，高进，李超，郝江凌，胡景峰，赵德鹏

《大连海事大学学报》

2014

基于Android的移动AIS数据显示系统

李超，潘明阳，王德强，郝江凌，李邵喜，胡景峰

《大连海事大学学报》

2014

Web多维数字航道监控平台

潘明阳，刘涛，王德强，赵德鹏，张新宇

《交通运输工程学报》

2014

基于Android平台的移动航标动态监控系统的实现

李超，郝江凌，王德强，潘明阳

《船海工程》

2014

A new web chart service and applications system based on arcgis

Jiang-ling Hao, Mingyang Pan, Deqiang Wang, Li-ning Zhao, Depeng Zhao

Chinese Control Conference (CCC)

DOI

2014

Generating 3D Depiction for a Future ECDIS Based on Digital Earth

Tao Liu, Depeng Zhao, Mingyang Pan

Journal of Navigation

DOI

2014

On Key Techniques of a Radar Remote Telemetry and Monitoring System

Jiangling Hao, Mingyang Pan, Deqiang Wang, Lining Zhao, Depeng Zhao

Lecture notes in computer science

DOI

2013

多维数字航道模型研究

潘明阳，刘涛，董华，郝江凌，鞠俊

《大连海事大学学报》

2013

基于Android的电子海图显示系统研究与实现

李超，潘明阳，李邵喜，胡景峰，郝江凌

《大连海事大学学报》

2013

Research on Web Mapping of Vector Nautical Charts Based on HTML5

Mingyang Pan, Bobo Pang, Chao Li, Deqiang Wang, Donglong Min, Depeng Zhao

DOI

2012

基于ECDIS的船舶-大风浪区动态显示系统

范中洲，刘大刚，刘涛，李康，潘明阳，吴兆麟，罗红红，张春红

《大连海事大学学报》

2011

内河船舶导航监控一体化应用

潘明阳，胡景峰，张斌

《大连海事大学学报》

2009

基于智能体和元胞自动机的海上交通流模拟

严飞，潘明阳，王德强，宫勋

《大连海事大学学报》

2009

A Path Planning Algorithm for Autonomous Ship Agents

Fei Yan, Lining Zhao, Mingyang Pan, Masaaki INAISHI

First International Conference on Transportation Engineering

DOI

2009

Collision Avoidance among Multiple Ship Agents

Mingyang Pan, Feng Yan, Liangliang Zhao, Masaaki INAISHI

DOI

2008

Grid Based Sensing Model for Autonomous Ship Agent

Mingyang Pan, Masaaki INAISHI, Xiaoyu Zhao, Akira Kawaguchi

The Journal of Japan Institute of Navigation

DOI

2008

Ship Cluster Behavior Model with Strategic and Tactical Obstacle Avoidance

Mingyang Pan, Masaaki INAISHI, Akira Kawaguchi

The Journal of Japan Institute of Navigation

DOI

2007

基于动态网格模型的航线自动生成算法

李源惠，潘明阳，吴娴

《交通运输工程学报》

2006

基于智能体与元胞自动机的智能交通仿真

潘明阳，严飞，谢海燕

《交通运输工程学报》

2005

基于分布式Web Chart的船舶导航系统

潘明阳，赵德鹏，王德强，李邵喜

《交通运输工程学报》

2005

智能虚拟港口

范中洲，潘明阳，洪碧光

《大连海事大学学报》

2004

面向绘制加速的多分辨率几何压缩

潘明阳，赵德鹏，王德强

《大连海事大学学报》

2003

航海信息本体研究(英文)

潘明阳，王德强，孙少鹏，赵德鹏

《大连海事大学学报》

2003

Agent技术在交通仿真中的应用

严飞，潘明阳，曹晓东，肖秋霞

《电脑开发与应用》

2001

结合VRML和WebGIS技术构建数字港

潘明阳，李一凡，赵德鹏

《大连海事大学学报》

精选作品

期刊论文

基于多模态信息融合的船用柴油机数字孪生故障预警方法

融合暗通道先验与循环生成对抗网络的航海图像去雾模型

基于超分辨率数字高程模型与实时水位交互的海图动态等深线生成方法

An AIS–MRV Consistency-Enhanced Dynamic Network Framework for Shipping Traffic Resilience Assessment and Disruption Recovery Characterization

EAC-based ensemble clustering with four-dimensional features for upbound and downbound route extraction in inland waterways

RSAND: A Fine-Grained Dataset and Benchmark for AtoN Detection in River–Sea Intermodal and Complex Estuarine Environments

Deep Learning Character Restoration Model for Ship Draft Monitoring

Vision-Based Dynamic Detection of Light Characteristics of Aids to Navigation at Night

From Broadcast to Dialogue: VHF-Enhanced Smart Buoys for Intelligent Ship-Shore Speech Interaction

Resilient Navigation Control for Autonomous Ships Under Complex Environmental Disturbances

基于Gaussian GRU与Copula函数的船舶交通流不确定性预测

基于改进人工势场法与模型预测控制的多无人艇编队避障控制

Dynamic Spatio-Temporal Modeling for Vessel Traffic Flow Prediction with FSTformer

Hybrid Obstacle Avoidance Algorithm Based on IAPF and MPC for Underactuated Multi-USV Formation

Adaptive Temporal Reinforcement Learning for Mapping Complex Maritime Environmental State Spaces in Autonomous Ship Navigation

Edge-Based Dynamic Spatiotemporal Data Fusion on Smart Buoys for Intelligent Surveillance of Inland Waterways

Identification and Removal of Light Pollution in Maritime Night-Time Images Based on Spatial Frequency Blocks

Ship Encounter Situation Recognition Based on Transformer

Energy-Efficient Maritime Communications via SIM-Equipped UAV: A Joint Optimization Approach

Resource Optimization for Latency-Sensitive Tasks in Navigation Assistance

Modeling and Coverage Analysis of Stereoscopic Marine Monitoring Networks

Deep Reinforcement Learning-Based Joint Resource Allocation and Service Migration for Smart-Buoy-Enabled Maritime Multiaccess Edge Computing Networks

Temporal-TimesNet: a novel hybrid model for vessel traffic flow multi-step prediction

Application of Augmented Reality in Waterway Traffic Management Using Sparse Spatiotemporal Data

Speech Enhancement for VHF Communication Audio Empowered by Feature Consistency and Contrastive Learning

Surface Current Visualization in Waterway Based on Mike 21 Model and S-100 Standards

基于视频的夜间航标灯多目标检测模型

基于改进ESN的内河航道水位预测模型

Ship Trajectory Prediction in Complex Waterways Based on Transformer and Social Variational Autoencoder (SocialVAE)

Semi-dynamic spatial–temporal graph neural network for traffic state prediction in waterways

VHF Speech Recognition Model Based on Improved Conformer Structure

Weighted error-output recurrent Xavier echo state network for concept drift handling in water level prediction

Feature extraction network of water scenes based on improved SuperPoint

Ship trajectory prediction model based on improved SocialVAE

长江干线AIS航标助航作用的调查与评估

一种基于GAN的多船轨迹预测方法

Spatio-Temporal ESN-based Model for Predicting Water Level in Yangtze River

Maritime low-light image enhancement study based on improved ResUnet

Semantics analysis model based on deep learning for vessel traffic service application

Weighted error-output recurrent echo kernel state network for multi-step water level prediction

Research of traffic flow saturation on waters of the coastal ship routing system

Design on ship "video radar" enhanced navigation system based on multi-camera

Diversified assessment benchmark of vision dataset-based perception in ship navigation scenario

Research on visual recognition technology of Damaged navigation mark based on improved Efficientnet

Real-time route planning of inland water network based on Deep Q_Network

VHF Speech Enhancement Based on Transformer

电子海图导航系统的研究进展与未来趋势

Survey on Deep Learning-Based Marine Object Detection

Maritime Target Detection Based on Electronic Image Stabilization Technology of Shipborne Camera

Intelligent Recognition System Based on Contour Accentuation for Navigation Marks

Multilabel Video Classification Model of Navigation Mark’s Lights Based on Deep Learning

AIS拼音船名到汉字的智能翻译技术

智能水位预测服务系统研究

基于海天线检测的船载摄像机电子稳像技术

基于改进A*算法的内河水网航线规划及应用

Lightweight Ship Detection Methods Based on YOLOv3 and DenseNet

Ship target detection and identification based on SSD_MobilenetV2

Contour Accentuation for Transfer Learning-Based Ship Recognition Method

Water Level Prediction Model Based on GRU and CNN

Visual Recognition Based on Deep Learning for Navigation Mark Classification

基于矢量瓦片的Web电子航道图应用技术

Sea–Sky Line and Its Nearby Ships Detection Based on the Motion Attitude of Visible Light Sensors

The Design of Inland River Ship Microservice Information System Based on Spring Cloud

基于MongoDB的船舶数据库构建与数据批量迁移技术

An approach to 3D model fusion in GIS systems and its application in a future ECDIS

数字航道空间信息应用技术研究综述

Fusing Multiscale Charts into 3D ENC Systems Based on Underwater Topography and Remote Sensing Image

Data Organization and Service Publishing for Multi-dimensional Digital Waterway Model

基于MapFile的电子海图数据访问和制图表达

基于Android的移动AIS数据显示系统

Web多维数字航道监控平台

基于Android平台的移动航标动态监控系统的实现

A new web chart service and applications system based on arcgis

Generating 3D Depiction for a Future ECDIS Based on Digital Earth

On Key Techniques of a Radar Remote Telemetry and Monitoring System

多维数字航道模型研究

基于Android的电子海图显示系统研究与实现

Research on Web Mapping of Vector Nautical Charts Based on HTML5