一、人工智能与大模型（AIGC）类（30 个）

1. 基于 MoE 架构的轻量级大模型压缩与部署优化研究Research on Compression and Deployment Optimization of Lightweight Large Models Based on MoE Architecture
2. 多模态大模型（图文音视频）跨模态对齐与生成技术研究Research on Cross-Modal Alignment and Generation Technology of Multimodal Large Models (Text, Image, Audio, Video)
3. 检索增强生成（RAG）在医疗领域知识问答系统中的应用Application of Retrieval-Augmented Generation (RAG) in Medical Domain Question Answering Systems
4. AIGC 生成内容的隐形水印嵌入与溯源技术实现Implementation of Invisible Watermark Embedding and Traceability Technology for AIGC-Generated Content
5. 基于强化学习的游戏 AI 决策机制优化与实战性能评估Optimization of Game AI Decision-Making Mechanism and Practical Performance Evaluation Based on Reinforcement Learning
6. 融合情感分析的智能客服对话系统设计与用户体验提升Design of Intelligent Customer Service Dialogue System Integrating Sentiment Analysis and User Experience Improvement
7. 生成对抗网络（GAN）在图像超分辨率重建中的改进算法研究Research on Improved Algorithms of Generative Adversarial Networks (GAN) in Image Super-Resolution Reconstruction
8. 大模型在代码生成中的漏洞检测与自动修复技术研究Research on Vulnerability Detection and Automatic Repair Technology of Large Models in Code Generation
9. 动态稀疏注意力机制在长文本处理中的效率优化研究Research on Efficiency Optimization of Dynamic Sparse Attention Mechanism in Long Text Processing
10. 基于大模型的个性化教育习题生成与难度自适应系统Large Model-Based Personalized Educational Exercise Generation and Difficulty Adaptive System
11. 多轮对话记忆增强的智能助手系统设计与实现Design and Implementation of Intelligent Assistant System with Multi-Turn Dialogue Memory Enhancement
12. AIGC 技术在数字文创内容创作中的应用与版权保护研究Research on Application and Copyright Protection of AIGC Technology in Digital Cultural and Creative Content Creation
13. 联邦学习驱动的医疗数据大模型协同训练方法研究Research on Federated Learning-Driven Collaborative Training Method for Medical Data Large Models
14. 基于 CLIP 模型的跨模态图像检索系统优化与实现Optimization and Implementation of Cross-Modal Image Retrieval System Based on CLIP Model
15. 大模型部署的推理加速技术（量化 / 蒸馏）对比实验研究Comparative Experimental Research on Inference Acceleration Technologies (Quantization/Distillation) for Large Model Deployment
16. AI 生成视频（如 Sora）的时序一致性优化算法研究Research on Temporal Consistency Optimization Algorithm for AI-Generated Videos (e.g., Sora)
17. 融合领域知识图谱的大模型问答准确性提升研究Research on Improving the Accuracy of Large Model Question Answering by Integrating Domain Knowledge Graphs
18. 基于大模型的法律合同条款自动审查与风险预警系统Large Model-Based Automatic Legal Contract Clause Review and Risk Early Warning System
19. 轻量化大模型在嵌入式设备上的部署适配与性能测试Deployment Adaptation and Performance Testing of Lightweight Large Models on Embedded Devices
20. AIGC 伦理风险识别与生成内容合规性检测技术研究Research on AIGC Ethical Risk Identification and Generated Content Compliance Detection Technology
21. 基于深度学习的医学影像病灶分割与辅助诊断系统Medical Image Lesion Segmentation and Auxiliary Diagnosis System Based on Deep Learning
22. 大模型在金融财报分析中的实体识别与趋势预测研究Research on Entity Recognition and Trend Prediction of Large Models in Financial Report Analysis
23. 人机协作式 AIGC 内容创作平台的设计与实现Design and Implementation of Human-Machine Collaborative AIGC Content Creation Platform
24. 基于大模型的智能代码注释生成与代码重构建议系统Large Model-Based Intelligent Code Comment Generation and Code Refactoring Suggestion System
25. 多模态大模型在无障碍通信中的应用研究 —— 以听障辅助为例Research on Application of Multimodal Large Models in Barrier-Free Communication: A Case Study of Deaf Assistance
26. LoRA 微调技术在垂直领域大模型适配中的效率优化研究Research on Efficiency Optimization of LoRA Fine-Tuning Technology in Vertical Domain Large Model Adaptation
27. 基于大模型的网络舆情事件演化分析与预测系统Large Model-Based Network Public Opinion Event Evolution Analysis and Prediction System
28. AIGC 生成文本的风格迁移与个性化定制技术实现Implementation of Style Transfer and Personalized Customization Technology for AIGC-Generated Text
29. 融合视觉 - 语言模型的智能机器人交互系统设计Design of Intelligent Robot Interaction System Integrating Vision-Language Model
30. 大模型训练数据的质量评估与噪声过滤方法研究Research on Quality Evaluation and Noise Filtering Methods for Large Model Training Data

二、数据科学与大数据技术类（30 个）

1. 基于 Spark 的实时数据流处理在金融风控中的应用优化Application Optimization of Spark-Based Real-Time Data Stream Processing in Financial Risk Control
2. Hadoop+Spark 架构下的电商用户行为大数据可视化分析系统E-Commerce User Behavior Big Data Visualization Analysis System Based on Hadoop+Spark Architecture
3. 数据挖掘技术在个性化教育推荐系统中的算法改进研究Research on Algorithm Improvement of Data Mining Technology in Personalized Education Recommendation Systems
4. 基于时序数据挖掘的设备故障预测与健康管理系统Equipment Fault Prediction and Health Management System Based on Time-Series Data Mining
5. 大数据驱动的城市交通流量预测与智能调度系统开发Development of Big Data-Driven Urban Traffic Flow Prediction and Intelligent Dispatching System
6. 隐私计算在医疗大数据共享中的应用机制与实现Application Mechanism and Implementation of Privacy Computing in Medical Big Data Sharing
7. 基于 Flink 的实时日志分析平台设计与性能优化Design and Performance Optimization of Real-Time Log Analysis Platform Based on Flink
8. 大数据技术在智慧农业产量预测与精准种植中的应用Application of Big Data Technology in Smart Agriculture Yield Prediction and Precision Farming
9. 用户画像构建中的多源数据融合与特征工程优化研究Research on Multi-Source Data Fusion and Feature Engineering Optimization in User Portrait Construction
10. 基于大数据的社交媒体情感趋势分析与事件预警系统Social Media Sentiment Trend Analysis and Event Early Warning System Based on Big Data
11. 分布式爬虫系统的设计与反爬机制应对策略研究Research on Design of Distributed Crawler System and Countermeasures Against Anti-Crawling Mechanisms
12. 大数据可视化技术在企业经营决策中的应用研究Research on Application of Big Data Visualization Technology in Enterprise Management Decision-Making
13. 基于 Kafka+Spark Streaming 的实时数据处理平台构建Construction of Real-Time Data Processing Platform Based on Kafka+Spark Streaming
14. 数据湖架构下的海量结构化与非结构化数据管理研究Research on Mass Structured and Unstructured Data Management Under Data Lake Architecture
15. 大数据分析在新能源发电效率优化中的应用实证研究Empirical Research on Application of Big Data Analysis in New Energy Power Generation Efficiency Optimization
16. 基于数据挖掘的网络欺诈行为识别与检测算法研究Research on Network Fraud Behavior Identification and Detection Algorithm Based on Data Mining
17. 大数据技术在智慧校园能耗监测与节能优化中的应用Application of Big Data Technology in Smart Campus Energy Consumption Monitoring and Energy-Saving Optimization
18. 面向大规模数据的分布式索引技术优化与查询性能提升Optimization of Distributed Index Technology and Improvement of Query Performance for Large-Scale Data
19. 基于大数据的电影票房预测模型构建与实证分析Construction and Empirical Analysis of Movie Box Office Prediction Model Based on Big Data
20. 大数据清洗中的异常值检测与数据修复算法研究Research on Outlier Detection and Data Repair Algorithms in Big Data Cleaning
21. 流计算技术在实时电商推荐系统中的低延迟优化研究Research on Low-Latency Optimization of Stream Computing Technology in Real-Time E-Commerce Recommendation Systems
22. 大数据在公共卫生事件监测与传播规律分析中的应用Application of Big Data in Public Health Event Monitoring and Transmission Law Analysis
23. 基于 MapReduce 的大规模文本分类算法设计与实现Design and Implementation of Large-Scale Text Classification Algorithm Based on MapReduce
24. 大数据驱动的供应链需求预测与库存优化系统开发Development of Big Data-Driven Supply Chain Demand Forecasting and Inventory Optimization System
25. 多模态数据融合在智能安防监控中的应用研究Research on Application of Multimodal Data Fusion in Intelligent Security Monitoring
26. 大数据平台的资源调度算法优化与能效提升研究Research on Resource Scheduling Algorithm Optimization and Energy Efficiency Improvement of Big Data Platforms
27. 基于大数据的用户留存率分析与流失预警系统设计Design of User Retention Rate Analysis and Churn Early Warning System Based on Big Data
28. 时空大数据在城市规划中的应用研究 —— 以商圈选址为例Research on Application of Spatiotemporal Big Data in Urban Planning: A Case Study of Business District Location
29. 大数据技术在农产品质量安全追溯中的应用实现Application Implementation of Big Data Technology in Agricultural Product Quality and Safety Traceability
30. 基于深度学习的大数据异常检测方法对比与改进研究Comparative and Improved Research on Deep Learning-Based Big Data Anomaly Detection Methods

三、云计算与分布式系统类（25 个）

1. 容器化技术（Docker/K8s）在云计算平台中的部署与资源优化Deployment and Resource Optimization of Containerization Technology (Docker/K8s) in Cloud Computing Platforms
2. 云 - 边协同架构下物联网数据实时处理与低延迟优化研究Research on Real-Time Processing and Low-Latency Optimization of IoT Data Under Cloud-Edge Collaboration Architecture
3. 分布式数据库的一致性协议优化与高并发查询性能提升Optimization of Distributed Database Consistency Protocol and Improvement of High-Concurrency Query Performance
4. 基于边缘计算的智能家居控制系统设计与能效优化Design and Energy Efficiency Optimization of Smart Home Control System Based on Edge Computing
5. 云计算环境下的动态资源调度算法研究与仿真验证Research and Simulation Verification of Dynamic Resource Scheduling Algorithms in Cloud Computing Environments
6. 分布式文件系统（HDFS）的可靠性增强与容错机制设计Reliability Enhancement and Fault-Tolerance Mechanism Design of Distributed File System (HDFS)
7. “东数西算” 背景下的跨区域算力调度与负载均衡研究Research on Cross-Regional Computing Power Scheduling and Load Balancing Under the Background of "Eastern Data and Western Computing"
8. 基于 OpenStack 的私有云平台构建与安全防护策略实现Construction of Private Cloud Platform Based on OpenStack and Implementation of Security Protection Strategies
9. 边缘计算节点的部署优化与物联网数据预处理技术研究Research on Deployment Optimization of Edge Computing Nodes and IoT Data Preprocessing Technology
10. 分布式缓存技术（Redis）在高并发系统中的应用与性能调优Application and Performance Tuning of Distributed Cache Technology (Redis) in High-Concurrency Systems
11. 云计算中虚拟机迁移的性能损耗优化与实时性保障研究Research on Performance Loss Optimization and Real-Time Guarantee of Virtual Machine Migration in Cloud Computing
12. 微服务架构下的服务发现与熔断机制设计与实现Design and Implementation of Service Discovery and Circuit Breaking Mechanism Under Microservice Architecture
13. 基于云计算的大规模科学计算任务调度算法研究Research on Large-Scale Scientific Computing Task Scheduling Algorithm Based on Cloud Computing
14. 边缘 - 云协同的工业物联网数据安全传输机制研究Research on Edge-Cloud Collaborative Secure Data Transmission Mechanism for Industrial IoT
15. 分布式系统中的数据分片策略优化与查询效率提升Optimization of Data Sharding Strategy and Improvement of Query Efficiency in Distributed Systems
16. 云计算平台的能耗监测与绿色节能调度策略研究Research on Energy Consumption Monitoring and Green Energy-Saving Scheduling Strategies of Cloud Computing Platforms
17. 基于 Kubernetes 的微服务自动扩缩容策略设计与验证Design and Verification of Microservice Auto-Scaling Strategy Based on Kubernetes
18. 分布式锁的实现机制对比与高可用方案研究Comparative Study on Implementation Mechanisms and High-Availability Solutions of Distributed Locks
19. 云存储中的数据去重与加密技术融合应用研究Research on Integrated Application of Data Deduplication and Encryption Technology in Cloud Storage
20. 边缘计算在自动驾驶数据实时处理中的应用研究Research on Application of Edge Computing in Real-Time Processing of Autonomous Driving Data
21. 云计算环境下的容器安全防护技术研究与实现Research and Implementation of Container Security Protection Technology in Cloud Computing Environments
22. 分布式系统的故障诊断与自动恢复机制设计Design of Fault Diagnosis and Automatic Recovery Mechanism for Distributed Systems
23. 基于边缘计算的视频流实时分析与智能识别系统Real-Time Video Stream Analysis and Intelligent Recognition System Based on Edge Computing
24. 云原生应用的开发框架选型与性能优化实践研究Research on Development Framework Selection and Performance Optimization Practice of Cloud-Native Applications
25. 分布式消息队列（Kafka/RabbitMQ）的消息可靠性保障研究Research on Message Reliability Guarantee of Distributed Message Queues (Kafka/RabbitMQ)

四、网络安全与区块链类（25 个）

1. 区块链技术在供应链管理中的数据溯源与信任机制设计Design of Data Traceability and Trust Mechanism of Blockchain Technology in Supply Chain Management
2. 基于区块链的数字版权保护系统设计与实现Design and Implementation of Digital Copyright Protection System Based on Blockchain
3. 智能合约的安全漏洞检测与形式化验证方法研究Research on Security Vulnerability Detection and Formal Verification Methods of Smart Contracts
4. 零知识证明技术在隐私数据交易中的应用研究与实现Research and Implementation of Zero-Knowledge Proof Technology in Private Data Transactions
5. 区块链赋能电子病历的隐私保护与共享机制研究Research on Privacy Protection and Sharing Mechanism of Electronic Medical Records Empowered by Blockchain
6. 基于区块链的去中心化身份认证系统设计与安全分析Design and Security Analysis of Decentralized Identity Authentication System Based on Blockchain
7. Web3.0 环境下的智能合约开发安全规范与实践研究Research on Security Specifications and Practices for Smart Contract Development in Web3.0 Environment
8. 区块链在农产品质量安全追溯中的应用模式与实现Application Mode and Implementation of Blockchain in Agricultural Product Quality and Safety Traceability
9. 分布式账本技术的一致性算法优化与性能评估研究Research on Consensus Algorithm Optimization and Performance Evaluation of Distributed Ledger Technology
10. 基于区块链的众筹平台设计与资金流向监管机制Design of Crowdfunding Platform Based on Blockchain and Fund Flow Supervision Mechanism
11. 智能合约在去中心化金融（DeFi）中的风险防控研究Research on Risk Prevention and Control of Smart Contracts in Decentralized Finance (DeFi)
12. 区块链存证在电子证据中的法律效力与技术实现研究Research on Legal Effect and Technical Implementation of Blockchain Evidence Storage in Electronic Evidence
13. 跨链技术的实现机制对比与 interoperability 优化研究Comparative Study on Implementation Mechanisms and Interoperability Optimization of Cross-Chain Technology
14. 基于区块链的物联网设备身份认证与数据安全传输IoT Device Identity Authentication and Secure Data Transmission Based on Blockchain
15. 区块链节点的访问控制策略设计与抗攻击性能研究Research on Access Control Strategy Design and Anti-Attack Performance of Blockchain Nodes
16. 智能合约审计工具的设计与自动化检测算法研究Research on Design of Smart Contract Audit Tools and Automatic Detection Algorithms
17. 区块链技术在政务数据共享中的安全与效率平衡研究Research on Balance Between Security and Efficiency of Blockchain Technology in Government Data Sharing
18. 基于区块链的数字藏品（NFT）发行与版权管理系统Blockchain-Based Digital Collection (NFT) Issuance and Copyright Management System
19. 区块链共识机制的能耗优化研究 —— 以 PoW/PoS 为例Research on Energy Consumption Optimization of Blockchain Consensus Mechanisms: A Case Study of PoW/PoS
20. 区块链在供应链金融中的信用评估模型构建与应用Construction and Application of Credit Evaluation Model of Blockchain in Supply Chain Finance
21. 智能合约重入攻击的防御机制设计与验证Design and Verification of Defense Mechanisms Against Smart Contract Reentrancy Attacks
22. 区块链技术在碳排放权交易中的应用研究与实现Research and Implementation of Blockchain Technology in Carbon Emission Rights Trading
23. 基于区块链的去中心化存储系统设计与性能优化Design and Performance Optimization of Decentralized Storage System Based on Blockchain
24. 区块链隐私保护技术（混币 / 环签名）的应用与安全性分析Application and Security Analysis of Blockchain Privacy Protection Technologies (Coin Mixing/Ring Signatures)
25. 量子计算对区块链加密体系的威胁与防御策略研究Research on Threats and Defense Strategies of Quantum Computing to Blockchain Encryption Systems

五、计算机视觉与物联网类（20 个）

1. 基于计算机视觉的农产品质量实时检测与分级系统开发Development of Real-Time Detection and Grading System for Agricultural Product Quality Based on Computer Vision
2. 增强现实（AR）技术在智能博物馆导览系统中的应用实现Application and Implementation of Augmented Reality (AR) Technology in Intelligent Museum Navigation System
3. 物联网技术在智能仓储中的货物识别与盘点系统设计Design of Goods Identification and Inventory System for IoT Technology in Intelligent Warehousing
4. 基于计算机视觉的工业缺陷检测算法优化与系统实现Optimization and System Implementation of Industrial Defect Detection Algorithm Based on Computer Vision
5. 虚拟现实（VR）在远程协同设计中的交互系统设计与开发Design and Development of Interactive System for Virtual Reality (VR) in Remote Collaborative Design
6. 物联网传感器网络的节点部署优化与数据融合研究Research on Node Deployment Optimization and Data Fusion of IoT Sensor Networks
7. 基于计算机视觉的行人重识别算法研究与应用Research and Application of Person Re-identification Algorithm Based on Computer Vision
8. 智慧养老院的物联网监测系统设计与服务优化研究Research on Design and Service Optimization of IoT Monitoring System for Smart Elderly Care Homes
9. 基于计算机视觉的手势识别系统设计与人机交互应用Design of Gesture Recognition System Based on Computer Vision and Human-Computer Interaction Application
10. 物联网技术在智能电网中的数据采集与状态监测研究Research on Data Acquisition and Condition Monitoring of IoT Technology in Smart Grid
11. 基于计算机视觉的交通违章自动检测与识别系统Automatic Detection and Recognition System for Traffic Violations Based on Computer Vision
12. 物联网与边缘计算融合的环境监测系统设计与实现Design and Implementation of Environmental Monitoring System Integrating IoT and Edge Computing
13. 基于计算机视觉的垃圾分类系统设计与算法优化Design and Algorithm Optimization of Garbage Classification System Based on Computer Vision
14. 物联网设备的低功耗通信协议优化与续航提升研究Research on Low-Power Communication Protocol Optimization and Battery Life Improvement of IoT Devices
15. 基于计算机视觉的面部表情识别系统在情绪分析中的应用Application of Facial Expression Recognition System Based on Computer Vision in Emotion Analysis
16. 智能农业中的物联网监测与精准灌溉控制系统开发Development of IoT Monitoring and Precision Irrigation Control System in Smart Agriculture
17. 基于计算机视觉的文档图像识别与信息提取系统Document Image Recognition and Information Extraction System Based on Computer Vision
18. 物联网技术在智能家居中的设备互联与场景联动设计Design of Device Interconnection and Scene Linkage for IoT Technology in Smart Homes
19. 基于计算机视觉的运动姿态分析系统设计与应用研究Design and Application Research of Motion Posture Analysis System Based on Computer Vision
20. 物联网数据传输中的安全加密机制设计与实现Design and Implementation of Secure Encryption Mechanism in IoT Data Transmission

六、软件开发与工程类（20 个）

1. 基于 SpringBoot 的医疗信息管理系统设计与实现Design and Implementation of Medical Information Management System Based on SpringBoot
2. 微信小程序的校园闲置物品交易平台开发与优化Development and Optimization of Campus Second-Hand Goods Trading Platform Based on WeChat Mini Program
3. 基于 Android 的健康数据监测与管理 APP 设计与实现Design and Implementation of Health Data Monitoring and Management APP Based on Android
4. 基于 SSM 框架的疫苗预约系统设计与性能优化Design and Performance Optimization of Vaccine Appointment System Based on SSM Framework
5. SpringCloud 微服务架构下的电商平台设计与服务治理Design and Service Governance of E-Commerce Platform Under SpringCloud Microservice Architecture
6. 基于 Python 的个性化音乐推荐系统设计与实现Design and Implementation of Personalized Music Recommendation System Based on Python
7. 基于 Vue.js 的前后端分离博客系统开发与部署Development and Deployment of Front-End and Back-End Separation Blog System Based on Vue.js
8. Android 平台的智能错题本 APP 设计与学习数据分析Design of Intelligent Error Notebook APP and Learning Data Analysis on Android Platform
9. 基于 JavaWeb 的在线教育平台设计与互动功能实现Design of Online Education Platform and Implementation of Interactive Functions Based on JavaWeb
10. 微信小程序的社区团购系统设计与订单流程优化Design of Community Group Buying System and Order Process Optimization Based on WeChat Mini Program
11. 基于 Flask 的个人财务管理系统设计与数据可视化Design and Data Visualization of Personal Financial Management System Based on Flask
12. React 框架下的企业后台管理系统开发与权限设计Development and Permission Design of Enterprise Backend Management System Based on React Framework
13. 基于 Java 的酒店客房在线预订系统设计与实现Design and Implementation of Hotel Room Online Reservation System Based on Java
14. 基于 Django 的校园新闻发布与舆情互动平台开发Development of Campus News Release and Public Opinion Interaction Platform Based on Django
15. iOS 平台的日程管理 APP 设计与本地数据存储优化Design of Schedule Management APP and Local Data Storage Optimization on iOS Platform
16. 基于 Node.js 的实时聊天系统设计与 WebSocket 应用Design of Real-Time Chat System and WebSocket Application Based on Node.js
17. 基于 SpringBoot 的剧本杀预约管理系统设计与实现Design and Implementation of Script Murder Reservation Management System Based on SpringBoot
18. 小程序的驾校管理平台设计与练车预约功能实现Design of Driving School Management Platform and Implementation of Driving Appointment Function Based on Mini Program
19. 基于 Python 爬虫的电商比价系统设计与数据更新机制Design of E-Commerce Price Comparison System and Data Update Mechanism Based on Python Crawler
20. DevOps 理念下的软件自动化部署流程设计与实践Design and Practice of Software Automated Deployment Process Under DevOps Concept