XU Shipeng
Undergraduate · Information Management & Information System
About
Hello! I am a final-year undergraduate student at Guangdong Ocean University, passionate about computer systems, data analysis, image recognition, and large language model applications. My research is dedicated to leveraging artificial intelligence techniques to address practical challenges across these domains.
Education
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Guangdong Ocean University · B.Eng. in Information Management & Information System (09/2022 – 06/2026)
GPA 89.4 / 100 (Top 5 )
Research Interests
Data Analysis
• Data preprocessing, cleansing, standardization, and annotation.
• Applying machine learning and AI-assisted methods to complement traditional approaches;
conducting analysis, modeling, and visualization of environmental, logistics, and statistical data.
Image Recognition
• Image segmentation, enhancement, and key-frame processing of videos.
• Optimizing YOLO algorithms to improve recognition performance in specific application scenarios.
Large Language Model Applications
• Constructing RAG pipelines and knowledge bases, optimizing text chunking and embedding strategies.
• Building intelligent agents and deploying automated workflows for practical tasks.
Research Projects
Sentiment Analysis of Brain‑computer Interface
• Collect, process and analyze brain-computer data for the recognition and classification of sentiments.
• Extract characteristics of the time domain, frequency domain and time-frequency domain; establish and train models through machine learning and deep learning algorithms.
• Engage in the back-end deployment of a brain-controlled car and explore brain-computer interface applications in virtual reality.
Application of Underwater Robots
• Acted as a core member to explore underwater image recognition & enhancement, intelligent route planning & attitude control of unmanned underwater robots and other functions in combination with geomagnetic navigation and applied the robots in underwater tasks including fishery, underwater cleaning and underwater inspection & repair.
• Designed and executed simulation tests of ocean currents to explore the effect of ocean currents on the route of unmanned underwater robots.
• Engaged in the deployment of servers and assisted in the development and optimization of underwater image recognition & enhancement model
PV Power Potential under Dual‑Carbon Goals
• Collected massive data on photovoltaic power generation in Guangdong from 2017 to 2023 to identify key indicators.
• Applied the partial least squares regression method to create a model for analyzing factors that affect photovoltaic power generation.
• Set up constraints of power generation capacity, built functions for generation capacity and revenues, constructed a NSGA-II optimization model and pooled the maximum potential capacity.
• Discussed the feasibility of photovoltaic power construction through modelling of Random Forest and Logistic Regression.
Intelligent Diagnosis System for Pulmonary Nodules
• Led team members to interdisciplinary research on developing an intelligent diagnosis system of pulmonary nodules with functions of automatic identification, multiport service and data management and exploring the access to market.
• Utilized LUNA16 database for data collection & pre-processing, applied strategies of deep learning, cross-validation and transfer learning to optimize YOLOv5 model.
• Adopted separate development methods and diverse frameworks to design the front-end and back-end interfaces, carried out technological assessment and user tests to attest to the validity and practicality of the system.
• Proposed a complete and profitable business plan and conducted promotion activities for cooperation with medical institutions.
New‑generation Solid Oxide Fuel Cell (SOFC)
• Focused on SOFC Research & Development, Innovation and commercial operation to accelerate the development of the new energy industry and global sustainable development.
• Conducted market surveys to collect data on the relevant markets, industries and competitors and analyzed the microscopic environment, current situation & trends of domestic and international markets and the competitiveness of the products.
• Established and executed a business plan with effective marketing and management and maintained close communication with industrial leaders.
Publications & Copyright
Article
- S. Xu, Z. Huang, T.‑Y. Cheng and Z. Li, “SPD‑YOLOv7: A New Method for Corn Pest Detection,” 2024 IEEE 4th International Conference on Electronic Technology, Communication and Information (ICETCI), Changchun, China, 2024, pp. 1345‑1348. [LINK] [PDF]
- Y. Zhao; S. Xu; X. Zheng; L. Luo; B. Xu; C. Xiong. “Enhanced Real‑Time Simulation of ROV Attitude and Trajectory Under Ocean Current and Wake Disturbances.” Applied System Innovation 2025, 8(3), 75. [LINK][PDF]
Software Copyright
- A Detection System for the Segmentation of Lung Parenchyma and Pulmonary Nodule Recognition, Reg. No. 2024SR1952424 (12/2024)
- Intelligent Diagnosis System for Pulmonary Nodule V1.0, Reg. No. 2024SR1928372 (11/2024)
Patent
- A collision avoidance strategy for vehicles at signalless intersections based on differential game theory (At the review stage, acceptance number: 202411792142.6)
Awards & Prizes
2025
- Honorable Mention, Mathematical Contest in Modeling(MCM)
- Second Prize, The 1lth China National College Student Competition on EnergyEconomics
- MeritStudent,GuangdongOceanUniversity
- Excellent Second-class Scholarship, Guangdong Ocean University
2024
- Outstanding(Top5%), “HuashuCup” International Mathematical Contest in Modeling
- First Prize, Asia and Pacific Mathematical Contest in Modeling(APMCM)
- Second Prize, China Undergraduate Mathematical Contest in Modeling(CUMCM)
- Third Prize, 10th China Undergraduate Physics Experiment Competition(CUPEC)
- Third Prize, “HuashuCup” National College Student Mathematical Contest in Modeling
- First Prize, Cross-Strait and Hong Kong Macao College Student Computer Innovation Competition
2023
- Second Prize, MathorCup University Mathematical Modeling Challenge
- MeritStudent,GuangdongOceanUniversity
- Excellent Second-class Scholarship, Guangdong Ocean University
Extracurricular Activities
Member, GDOU TIPDM Intelligence Studio (10/2024 – Present)
Participate in practice projects on vehicle price prediction, supply‑chain commodity data analysis and e‑commerce NLP sentiment analysis; handle data cleansing, modelling and visualisation. Awarded “Excellent Student”.
Office Head, Youth League Committee of GDOU (10/2024 – Present)
Revise institutional regulations, organise university‑level events, lead office assessments and training. Earned “Excellence” in individual assessments.
Co‑founder, Yangjiang Branch of GDOU HaiLang BBS (11/2022 – Present)
Plan campus promotions, operate WeChat account, manage recruitment & training; awarded “Top 10 Campus Media of Guangdong Province”.
Others
Skills
Microsoft Office Suite · C · Java · Python · SQL · WEB · Data Analysis · Machine Learning
Certificates: NCRE II · CET‑6/4 · IITC · PSC (B‑2)
Interests
Photography(VCG Contract Photographer) · Guitar · Video‑making · Traveling